feat: add Camera Work AI package

.gitattributes

@@ -1 +1,5 @@
 *.meta -whitespace
+CameraAI~/Tools~/CWCameraWorker/** -diff -whitespace
+*.exe filter=lfs diff=lfs merge=lfs -text
+*.dll filter=lfs diff=lfs merge=lfs -text
+*.pyd filter=lfs diff=lfs merge=lfs -text

CHANGELOG.md

@@ -1,5 +1,15 @@
 # Changelog
 
+## 0.1.5
+
+- Added the separately installable `Mingle Camera Work AI` package under
+  `CameraAI~`, including the frozen Windows x64 `CWCameraWorker` distribution.
+- Kept authored camera, character-motion, and source-audio reference data in
+  the access-controlled CW-AI data library rather than mirroring it here.
+- Documented Git LFS, Unity Package Manager, data-root, and first-run setup.
+- Moved Camera AI caches to the consuming Unity project's writable
+  `Library/CWAI` directory so the reference-data library can be read-only.
+
 ## 0.1.4
 
 - Fixed player build compile error: `ScheduleEditorFinalEvaluation` call in `BlendshapeGazeMixerBehaviour.ProcessFrame` was not wrapped in `#if UNITY_EDITOR`.

CameraAI~/CHANGELOG.md

@@ -0,0 +1,185 @@
+# Changelog
+
+## 0.4.1 - 2026-08-03
+
+- Added the UXML/USS camera-generation workflow with a compact narrow-dock
+  layout, full preflight readiness, result-only refinement/save stages, and a
+  compact status footer.
+- Fixed stale Unity-project folders being mistaken for a complete CW-AI data
+  library; the window now validates the training index and cut model and
+  automatically repairs the path to a complete sibling library.
+- Prepared the package for the Streamingle Utilities Git distribution with the
+  frozen Windows x64 `CWCameraWorker` folder under `Tools~`; artist machines no
+  longer need a separate Python installation.
+- Moved generated preparation and candidate caches out of the reference-data
+  library and into the Unity project's writable `Library/CWAI` directory. An
+  optional `CWAI_CACHE_ROOT` environment variable can override that location.
+
+## 0.4.0 - 2026-08-02
+
+- Replaced the Unity-native generation backends with the packaged
+  `CWCameraWorker.exe` high-quality pipeline.
+- Added `generate`, `prepare-cache`, `version --json`, and `doctor` CLI
+  contracts with structured progress events and cooperative cancellation.
+- Split generation-time data preparation from training-only dependencies; the
+  verified Windows onedir worker is 316.54 MiB and requires no separate
+  Python installation on artist workstations.
+- Kept full-Timeline and selected-shot generation, per-camera AnimationClips,
+  curve simplification, provenance validation, and cut-correction capture in
+  the Unity Editor workflow.
+- Removed the portable native runtime, exporter, generator implementation, and
+  their dedicated tests. Existing generated results and parity reports remain
+  importable historical artifacts.
+
+## 0.3.5 - 2026-08-02
+
+- Added the Unity-native Portable HQ v1 path: authored trajectory retargeting,
+  global cut dynamic programming, random-forest sequence-beam planning, and
+  multi-candidate safety/quality selection now run as one deterministic
+  generation pipeline.
+- Materialized `unity_native_portable_hq_v1_arisa_final_pass1` as a 60-shot,
+  12,269-frame, 60 FPS Timeline. It contains 60 independent cameras,
+  Animators, Animation Tracks, and AnimationClips, with zero runtime
+  LookAt/Tracking bindings and zero template fallbacks.
+- Preserved hard cuts with zero ease and an intentional 1 microsecond boundary
+  guard. The final run completed in 17.701 seconds; the isolated EditMode suite
+  passed 161/161.
+- Verified byte-identical output for the same Seed. A different Seed changed
+  the selected authored template in 35% of shots and materially changed 32.8%
+  of frames. Real beat/mel features and the deduplicated weighted duration
+  prior remain explicit parity gaps.
+- Added the experimental `작업자 카메라 기반 (Unity 내장 · 실험)` backend.
+  It loads a portable JSON/float32 runtime bundle containing 1,381 authored
+  camera templates and retargets them entirely inside Unity without requiring
+  Python at generation time.
+- Added a content-addressed, hash-validated runtime-bundle exporter and Unity
+  loader. The original preparation cache is trusted only during explicit
+  export; the published runtime bundle contains no pickle or executable
+  serialization.
+- Verified the initial Unity smoke run on the 12,269-frame input: 51 shots,
+  51 authored-template shots, zero template fallbacks, and 51 independent
+  camera Animators. At that checkpoint the path did not yet include the
+  high-quality cut planner, candidate retarget/re-score, or complete
+  composition pass; Portable HQ v1 above supersedes that limitation.
+- Added an explicit Unity cut-correction snapshot workflow. It compares the
+  provenance-bound generated `shots.json` with edited hard-cut clip starts and
+  records ordered `keep/move/add/delete` operations without modifying or saving
+  the Scene or Timeline asset.
+- Added causal three-shot cut context (duration, music/motion energy, beat
+  proximity), schema-v2 closed-loop ranker training, deterministic bounded
+  history-beam planning, v1 artifact rejection, and complete context trace
+  provenance. The v2 model passes its no-model non-regression gate but does not
+  yet replace the legacy cut path.
+- Added the 60 FPS data-driven cut planner: broad music/motion candidates,
+  duplicate-aware authored duration prior, exact-audio soft prior, portable
+  listwise ranker, and deterministic global DAG optimization with trace output.
+- Added high-quality full-generation cut-rhythm controls
+  (Auto/Slow/Normal/Fast), while selected-shot regeneration continues to lock
+  every existing cut.
+- Added source-audio SHA-256 export so the generator can reuse approved timing
+  evidence for the same recording without copying camera trajectories.
+- Added a shape-preserving relative-trajectory velocity limiter. The final
+  67-shot Arisa composite reduced within-shot position spikes over
+  `0.15m/frame` from `12` to `0` (`0.17551m` max to `0.11991m`) while preserving
+  visibility, cut boundaries, every non-selected shot, and baked-aim quality.
+- Verified the final `12,269`-frame/67-shot/60 FPS preview in Unity with
+  compile `0/0`, related EditMode `65/65`, and no new Console errors after
+  Timeline import.
+- Added true high-quality selected-shot generation with
+  `--only-shot-index`/`--base-generation`, skipping full-sequence planning and
+  preserving every non-selected camera frame, shot row, cut, and Unity clip.
+- Added full-compatible materialized composites with base hashes and selected
+  span provenance, plus a separate Seed-independent per-shot candidate cache.
+- Advanced the next base and Seed only after successful Timeline import, and
+  rejected incompatible Native/stale bases before launching Python.
+- Added selected-shot ETA/cache reporting and regression coverage for paired
+  CLI arguments, fail-closed base validation, exact preservation, and A -> B
+  sequential regeneration; independent finite/coverage/person/aim/spike gates
+  pass on the final Arisa composites.
+- Hardened base loading with exact JSON integer/numeric contracts, pre-read
+  payload byte-size checks, and direct non-reparse payload paths. Only
+  `selected_shot_directives.json` is accepted as an output sidecar.
+- Added best-effort transactional directory publication with validated staging,
+  single-orphan-backup recovery, and fail-closed handling for ambiguous or
+  malformed recovery state.
+- Preserved the legacy selection string while adding authoritative
+  `materializedShotSeedLineage` and an identical-base-hash reproducibility scope
+  for mixed-Seed composites.
+- Kept the archived Arisa `2.058s/1.293s` selected-shot benchmark and recorded a
+  separate latest-user-base `2.489s/1.498s` result with `20/20` invariants.
+  Final-source hit revalidation was `1.430752s` total (`0.0006751s` candidate
+  retarget). Python is `215/215` with py_compile/Ruff passing; Unity EditMode is
+  `59/59`, importer validation accepted `12,269` frames/52 shots/60 FPS, and
+  compilation reported `0/0`.
+
+## 0.3.4 - 2026-08-01
+
+- Made Hybrid Seed deterministically select from camera candidates that pass
+  person-safety checks and are visually distinct after final composition.
+- Kept the same Seed reproducible and made adjacent Seeds select different
+  candidates whenever a shot has at least two safe, distinct candidates.
+- Limited variation candidates to a bounded score delta from the best safe
+  camera and preserved the full legacy safety-rescue search when needed.
+- Decoupled the Seed-selected output from the deterministic sequence context,
+  preventing later shots from converging back to the same camera.
+- Preserved explicit `static` direction and safety constraints; a shot may
+  remain unchanged when only one safe, distinct candidate exists.
+- Clarified in the generator UI that reapplying an existing result does not
+  generate a new candidate and therefore does not use Seed.
+- Distinguished full-result Seed state from a single regenerated camera, and
+  no longer reports an applied Seed when Timeline import fails.
+
+## 0.3.3 - 2026-08-01
+
+- Added live generation stages, elapsed time, and a backend-specific ETA range
+  that learns from completed timelines while keeping cache preparation separate.
+- Bound every generated Cinemachine camera to its own `Animator`, Animation
+  Track, and `.anim` asset so offsets and curves can be edited per camera.
+- Initialized every per-camera Track Offset from its first generated pose so
+  finite clips preserve world height instead of collapsing toward the floor.
+- Added Timeline clip, animation asset, and Hierarchy camera selection for
+  regenerating exactly one generated shot while preserving all other shots.
+- Prevented automatically directed opening shots from becoming static unless
+  the user explicitly requests a static shot or zero motion intensity.
+- Made preview scope identifiers stable across script recompiles and Editor
+  reloads so selected-camera regeneration keeps resolving the same preview.
+- Removed each scoped preview asset folder atomically to prevent orphaned clips
+  and duplicate-suffixed Timeline assets after repeated preview rebuilds.
+
+## 0.3.2 - 2026-07-31
+
+- Replaced the development-first generator layout with a Timeline-select and
+  one-click generation workflow.
+- Hid repository paths, Python, dataset IDs, seeds, caches, and manual import
+  controls under an advanced foldout.
+- Added localized optional direction controls and result-only per-camera
+  regeneration/final-save actions.
+- Added a short Korean menu path while retaining the legacy menu entry.
+- Improved multi-song one-click selection by matching the chosen source
+  Timeline to the freshly exported song manifest.
+- Added a camera-free generation-input export for Timelines containing only
+  character motion and audio, including frame-aligned RMS/onset features.
+- Existing Cinemachine tracks are explicitly ignored during generation-input
+  export; the simple workflow no longer exposes a “dataset song” selector.
+- Allowed Hybrid generation targets outside the training index while keeping
+  the indexed worker-camera reference library split- and leakage-guarded.
+
+## 0.3.1 - 2026-07-31
+
+- Fixed multi-song Hybrid selection by distinguishing 16-hex song IDs from names.
+- Added explicit source `PlayableDirector` scoping for preview import, removal, and regeneration.
+- Made Final scene copies own independent Timeline and animation assets.
+- Made Native safety validation fail closed for missing/non-finite joints.
+- Rebased non-zero source Timeline time samples while preserving provenance.
+- Added complete Native seed, global direction, and directives provenance metadata.
+
+## 0.3.0 - 2026-07-31
+
+- Added Python-free `Native Fast` camera generation inside the Unity Editor.
+- Added learned `Python Hybrid Quality` generation controls and per-shot JSON directions.
+- Stabilized camera bodies with shot-fixed stage anchors and low-frequency follow.
+- Added fail-closed character-envelope framing checks and safe distance fallback.
+- Added per-camera animation clips and selected-shot regeneration with GUID preservation.
+- Added Exact, Balanced, and Editable error-bounded curve simplification presets.
+- Added a content-addressed Hybrid preparation-cache workflow shared across
+  candidate seeds.

CameraAI~/CHANGELOG.md.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: ccccb305b4444bc4bcfd3d4fba5b0044

CameraAI~/Documentation~/EXTERNAL_INSTALLATION.md

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+# External workstation installation
+
+## Supported environment
+
+- Windows 10/11 x64
+- Unity 6000.0 or newer
+- Git 2.14 or newer available on `PATH`
+- Git LFS installed before Unity resolves the package
+
+The bundled `CWCameraWorker` contains Python 3.10 and its inference
+dependencies. Do not install Python on an artist workstation for this package.
+The worker is an onedir build: `CWCameraWorker.exe` and its `_internal` folder
+must remain together.
+
+## Install from Git
+
+In Unity Package Manager, choose **Add package from git URL** and enter:
+
+```text
+https://kindnick-git.duckdns.org/mingle/streamingle-unity-utilities.git?path=/CameraAI~#v0.1.5
+```
+
+The initial package download is large because the frozen Windows worker is
+stored with Git LFS. If Git LFS was missing during the first resolve, install
+it, remove the package lock entry, and add the package again.
+
+## Connect the reference data library
+
+The public utility package deliberately excludes authored camera, character
+motion, and source audio data. Obtain the access-controlled `CW-AI` data
+library separately with Git LFS and use one of these layouts:
+
+1. Put `CW-AI` next to the Unity project directory.
+2. Set the `CWAI_ROOT` environment variable to its absolute path before
+   launching Unity.
+3. Open `Tools > Streamingle > AI 카메라 생성`, expand `고급 · 진단`, and
+   choose the `참조 데이터 루트` manually.
+
+A valid data root contains all of the following:
+
+```text
+CW-AI/
+  DatasetExports/
+  reports/training_index.json
+  models/cut_ranker_v2.json
+```
+
+The generation window automatically finds the worker inside the installed
+package and validates the reference data before enabling generation.
+
+The reference library may be read-only. Generation caches are stored under
+the current Unity project's `Library/CWAI` directory. Set `CWAI_CACHE_ROOT`
+before launching Unity only when a different writable cache location is
+required.
+
+## First run
+
+1. Open `Tools > Streamingle > AI 카메라 생성`.
+2. Confirm the panel shows `Timeline 입력 확인 완료` after selecting a
+   Timeline containing character animation and audio.
+3. Leave `후보 풀도 새로 계산 (느림)` disabled for the normal fast path.
+4. Run `전체 카메라 자율 생성`.
+
+Generated files and caches are written to the Unity project, never into the
+reference library or the immutable Package Cache.

CameraAI~/Editor.meta

@@ -0,0 +1,8 @@
+fileFormatVersion: 2
+guid: ae8819ff3bf95914eadcfefcdabb48ad
+folderAsset: yes
+DefaultImporter:
+  externalObjects: {}
+  userData:
+  assetBundleName:
+  assetBundleVariant:

CameraAI~/Editor/AICameraABRenderManifest.cs

@@ -0,0 +1,633 @@
+using System;
+using System.Collections.Generic;
+using System.Globalization;
+using System.IO;
+using System.Security.Cryptography;
+using System.Text;
+using System.Threading;
+using UnityEngine;
+
+namespace Streamingle.Editor
+{
+    public enum AICameraABRenderCodec
+    {
+        MP4,
+        WEBM
+    }
+
+    [Serializable]
+    public sealed class AICameraABRenderRequest
+    {
+        public string candidateADirectory;
+        public string candidateBDirectory;
+        public string outputRoot;
+        public int startFrame;
+        public int endFrameExclusive;
+        public AICameraABRenderCodec codec = AICameraABRenderCodec.MP4;
+        public int width = 1920;
+        public int height = 1080;
+    }
+
+    [Serializable]
+    public sealed class AICameraABRenderManifest
+    {
+        public string schemaVersion = "1.0";
+        public string jobId;
+        public string state;
+        public string createdUtc;
+        public string completedUtc;
+        public string error;
+        public AICameraABEnvironmentInfo environment;
+        public AICameraABSceneInfo scene;
+        public AICameraABFrameRange frameRange;
+        public AICameraABMovieSettings movie;
+        public AICameraABFairnessInfo fairness;
+        public List<AICameraABAudioClipInfo> audio = new();
+        public List<AICameraABCandidateResult> candidates = new();
+    }
+
+    [Serializable]
+    public sealed class AICameraABEnvironmentInfo
+    {
+        public string unityVersion;
+        public string recorderVersion;
+        public string cwAiVersion;
+        public string operatingSystem;
+    }
+
+    [Serializable]
+    public sealed class AICameraABSceneInfo
+    {
+        public string scenePath;
+        public string sceneGuid;
+        public string timelinePath;
+        public string timelineGuid;
+        public double timelineFrameRate;
+    }
+
+    [Serializable]
+    public sealed class AICameraABFrameRange
+    {
+        public int startFrame;
+        public int endFrameExclusive;
+        public int expectedFrameCount;
+        public double startSeconds;
+        public double endSecondsExclusive;
+    }
+
+    [Serializable]
+    public sealed class AICameraABMovieSettings
+    {
+        public string codec;
+        public string encoder;
+        public string quality;
+        public int width;
+        public int height;
+        public double aspectRatio;
+        public int frameRate;
+        public string cameraSource;
+        public bool captureAudio;
+        public bool captureAlpha;
+    }
+
+    [Serializable]
+    public sealed class AICameraABFairnessInfo
+    {
+        public bool sameSampleRate;
+        public bool sameFrameCount;
+        public bool sameTimeSha256;
+        public bool sameSongId;
+        public bool sameDatasetId;
+        public bool sameTargetAspectRatio;
+        public bool sameSceneAndTimeline;
+        public string sharedTimeSha256;
+        public string sharedSongId;
+        public string targetEvaluationGroupId;
+    }
+
+    [Serializable]
+    public sealed class AICameraABAudioClipInfo
+    {
+        public string trackName;
+        public string clipName;
+        public string assetPath;
+        public string assetGuid;
+        public string assetSha256;
+        public double timelineStart;
+        public double clipIn;
+        public double duration;
+    }
+
+    [Serializable]
+    public sealed class AICameraABCandidateResult
+    {
+        public string label;
+        public string generatedDirectory;
+        public string horizontalFramingPolicy;
+        public string metadataSha256;
+        public string cameraSha256;
+        public string timeSha256;
+        public string shotsSha256;
+        public string declaredCameraSha256;
+        public string declaredTimeSha256;
+        public string declaredShotsSha256;
+        public string songName;
+        public string songId;
+        public string datasetId;
+        public string targetEvaluationGroupId;
+        public double targetAspectRatio;
+        public int sampleRate;
+        public int frameCount;
+        public double duration;
+        public string outputBasePath;
+        public string outputPath;
+        public string status;
+        public string startedUtc;
+        public string completedUtc;
+        public long outputBytes;
+        public string outputSha256;
+        public string error;
+    }
+
+    [Serializable]
+    internal sealed class AICameraABRenderJobState
+    {
+        public string schemaVersion = "1.0";
+        public string jobId;
+        public string phase;
+        public string manifestPath;
+        public string runDirectory;
+        public int candidateIndex;
+        public bool cancelRequested;
+        public bool cleanupPending;
+        public bool cinemachineSaveDuringPlayStateCaptured;
+        public bool cinemachineSaveDuringPlayOriginalEnabled;
+        public bool cinemachineSaveDuringPlayStateRestored;
+        public int stableOutputChecks;
+        public long lastObservedOutputBytes = -1;
+        public string finalizationStartedUtc;
+        public string error;
+        public AICameraABRenderRequest request;
+        public AICameraABSceneSetupSnapshot sceneSetup;
+    }
+
+    [Serializable]
+    internal sealed class AICameraABSceneSetupSnapshot
+    {
+        public string activeScenePath;
+        public List<AICameraABSceneEntry> scenes = new();
+    }
+
+    [Serializable]
+    internal sealed class AICameraABSceneEntry
+    {
+        public string path;
+        public bool isLoaded;
+        public bool isActive;
+    }
+
+    [Serializable]
+    internal sealed class AICameraABGeneratedCameraMetadata
+    {
+        public string songName;
+        public string songId;
+        public string datasetId;
+        public string targetEvaluationGroupId;
+        public string horizontalFramingPolicy;
+        public double targetAspectRatio;
+        public double aspectRatioOverride;
+        public int sampleRate;
+        public int frameCount;
+        public double duration;
+        public string worldCameraFile;
+        public string timeFile;
+        public string shotsFile;
+        public AICameraABGeneratedOutputSha256 outputSha256;
+    }
+
+    [Serializable]
+    internal sealed class AICameraABGeneratedOutputSha256
+    {
+        public string worldCamera;
+        public string time;
+        public string shots;
+    }
+
+    internal sealed class AICameraABCandidateProbe
+    {
+        public AICameraABGeneratedCameraMetadata Metadata;
+        public AICameraABCandidateResult Result;
+    }
+
+    internal static class AICameraABRenderUtility
+    {
+        private static readonly StringComparison PathComparison =
+            Application.platform == RuntimePlatform.WindowsEditor
+                ? StringComparison.OrdinalIgnoreCase
+                : StringComparison.Ordinal;
+
+        internal static string UtcNow()
+        {
+            return DateTime.UtcNow.ToString("O", CultureInfo.InvariantCulture);
+        }
+
+        internal static AICameraABRenderCodec ParseCodec(string value)
+        {
+            if (Enum.TryParse(value, true, out AICameraABRenderCodec codec))
+            {
+                return codec;
+            }
+
+            throw new ArgumentException(
+                $"Unsupported movie codec '{value}'. Use MP4 or WEBM.",
+                nameof(value));
+        }
+
+        internal static string GetExtension(AICameraABRenderCodec codec)
+        {
+            return codec == AICameraABRenderCodec.MP4 ? "mp4" : "webm";
+        }
+
+        internal static int ToInclusiveEndFrame(
+            int startFrame,
+            int endFrameExclusive,
+            int frameCount)
+        {
+            ValidateFrameRange(startFrame, endFrameExclusive, frameCount);
+            return endFrameExclusive - 1;
+        }
+
+        internal static void ValidateFrameRange(
+            int startFrame,
+            int endFrameExclusive,
+            int frameCount)
+        {
+            if (frameCount <= 0 ||
+                startFrame < 0 ||
+                endFrameExclusive <= startFrame ||
+                endFrameExclusive > frameCount)
+            {
+                throw new ArgumentOutOfRangeException(
+                    nameof(endFrameExclusive),
+                    $"Frame range [{startFrame}, {endFrameExclusive}) is invalid " +
+                    $"for a {frameCount}-frame camera.");
+            }
+        }
+
+        internal static void ValidateOutputSettings(
+            AICameraABRenderCodec codec,
+            int width,
+            int height)
+        {
+            if (width <= 0 || height <= 0)
+            {
+                throw new ArgumentOutOfRangeException(
+                    nameof(width),
+                    "Movie width and height must both be positive.");
+            }
+
+            if (codec == AICameraABRenderCodec.MP4 &&
+                (width % 2 != 0 || height % 2 != 0))
+            {
+                throw new ArgumentException(
+                    "MP4/H.264 output requires even width and height.");
+            }
+        }
+
+        internal static AICameraABCandidateProbe ReadCandidate(
+            string label,
+            string generatedDirectory)
+        {
+            if (string.IsNullOrWhiteSpace(generatedDirectory))
+            {
+                throw new ArgumentException(
+                    $"Candidate {label} directory is empty.",
+                    nameof(generatedDirectory));
+            }
+
+            var canonicalDirectory = Path.GetFullPath(generatedDirectory);
+            var metadataPath = ResolveInputFile(
+                canonicalDirectory,
+                "metadata.json",
+                true);
+            var metadata = JsonUtility.FromJson<AICameraABGeneratedCameraMetadata>(
+                File.ReadAllText(metadataPath));
+            if (metadata == null ||
+                metadata.sampleRate <= 0 ||
+                metadata.frameCount <= 0 ||
+                metadata.duration <= 0 ||
+                string.IsNullOrWhiteSpace(metadata.worldCameraFile) ||
+                string.IsNullOrWhiteSpace(metadata.timeFile))
+            {
+                throw new InvalidDataException(
+                    $"Candidate {label} metadata is incomplete.");
+            }
+
+            var cameraPath = ResolveInputFile(
+                canonicalDirectory,
+                metadata.worldCameraFile,
+                true);
+            var timePath = ResolveInputFile(
+                canonicalDirectory,
+                metadata.timeFile,
+                true);
+            var shotsPath = string.IsNullOrWhiteSpace(metadata.shotsFile)
+                ? string.Empty
+                : ResolveInputFile(
+                    canonicalDirectory,
+                    metadata.shotsFile,
+                    true);
+
+            var result = new AICameraABCandidateResult
+            {
+                label = label,
+                generatedDirectory = canonicalDirectory,
+                horizontalFramingPolicy = metadata.horizontalFramingPolicy,
+                metadataSha256 = ComputeSha256(metadataPath),
+                cameraSha256 = ComputeSha256(cameraPath),
+                timeSha256 = ComputeSha256(timePath),
+                shotsSha256 = string.IsNullOrWhiteSpace(shotsPath)
+                    ? string.Empty
+                    : ComputeSha256(shotsPath),
+                declaredCameraSha256 =
+                    metadata.outputSha256?.worldCamera ?? string.Empty,
+                declaredTimeSha256 =
+                    metadata.outputSha256?.time ?? string.Empty,
+                declaredShotsSha256 =
+                    metadata.outputSha256?.shots ?? string.Empty,
+                songName = metadata.songName,
+                songId = metadata.songId,
+                datasetId = metadata.datasetId,
+                targetEvaluationGroupId = metadata.targetEvaluationGroupId,
+                targetAspectRatio = GetTargetAspectRatio(metadata),
+                sampleRate = metadata.sampleRate,
+                frameCount = metadata.frameCount,
+                duration = metadata.duration,
+                status = "queued"
+            };
+
+            ValidateDeclaredSha(
+                label,
+                "camera",
+                result.declaredCameraSha256,
+                result.cameraSha256);
+            ValidateDeclaredSha(
+                label,
+                "time",
+                result.declaredTimeSha256,
+                result.timeSha256);
+            ValidateDeclaredSha(
+                label,
+                "shots",
+                result.declaredShotsSha256,
+                result.shotsSha256);
+
+            return new AICameraABCandidateProbe
+            {
+                Metadata = metadata,
+                Result = result
+            };
+        }
+
+        internal static AICameraABFairnessInfo ValidateCandidatePair(
+            AICameraABCandidateProbe candidateA,
+            AICameraABCandidateProbe candidateB,
+            AICameraABRenderRequest request)
+        {
+            if (candidateA == null || candidateB == null)
+            {
+                throw new ArgumentNullException(
+                    candidateA == null ? nameof(candidateA) : nameof(candidateB));
+            }
+
+            var a = candidateA.Result;
+            var b = candidateB.Result;
+            var sameSongId = string.Equals(
+                a.songId ?? string.Empty,
+                b.songId ?? string.Empty,
+                StringComparison.Ordinal);
+            var sameEvaluationGroup = string.Equals(
+                a.targetEvaluationGroupId ?? string.Empty,
+                b.targetEvaluationGroupId ?? string.Empty,
+                StringComparison.Ordinal);
+            var sameDatasetId = string.Equals(
+                a.datasetId ?? string.Empty,
+                b.datasetId ?? string.Empty,
+                StringComparison.Ordinal);
+            var sameAspect = Math.Abs(
+                a.targetAspectRatio - b.targetAspectRatio) < 0.0001;
+            var fairness = new AICameraABFairnessInfo
+            {
+                sameSampleRate = a.sampleRate == b.sampleRate,
+                sameFrameCount = a.frameCount == b.frameCount,
+                sameTimeSha256 = string.Equals(
+                    a.timeSha256,
+                    b.timeSha256,
+                    StringComparison.OrdinalIgnoreCase),
+                sameSongId = sameSongId,
+                sameDatasetId = sameDatasetId,
+                sameTargetAspectRatio = sameAspect,
+                sameSceneAndTimeline = true,
+                sharedTimeSha256 = a.timeSha256,
+                sharedSongId = a.songId,
+                targetEvaluationGroupId = a.targetEvaluationGroupId
+            };
+
+            if (!fairness.sameSampleRate ||
+                !fairness.sameFrameCount ||
+                !fairness.sameTimeSha256 ||
+                !sameSongId ||
+                !sameDatasetId ||
+                !sameEvaluationGroup ||
+                !sameAspect)
+            {
+                throw new InvalidDataException(
+                    "A/B candidates must share sample rate, frame count, " +
+                    "time.f64, songId, datasetId, evaluation group, and " +
+                    "target aspect ratio.");
+            }
+
+            ValidateFrameRange(
+                request.startFrame,
+                request.endFrameExclusive,
+                a.frameCount);
+            ValidateOutputSettings(request.codec, request.width, request.height);
+
+            if (a.targetAspectRatio > 0)
+            {
+                var outputAspect = request.width / (double)request.height;
+                if (Math.Abs(outputAspect - a.targetAspectRatio) > 0.01)
+                {
+                    throw new ArgumentException(
+                        $"Output aspect ratio {outputAspect:F4} does not match " +
+                        $"candidate target aspect {a.targetAspectRatio:F4}.");
+                }
+            }
+
+            return fairness;
+        }
+
+        internal static string ComputeSha256(string path)
+        {
+            using var stream = new FileStream(
+                path,
+                FileMode.Open,
+                FileAccess.Read,
+                FileShare.Read,
+                1024 * 1024,
+                FileOptions.SequentialScan);
+            using var sha = SHA256.Create();
+            return BitConverter.ToString(sha.ComputeHash(stream))
+                .Replace("-", string.Empty)
+                .ToLowerInvariant();
+        }
+
+        internal static string SanitizeFileName(string value)
+        {
+            var source = string.IsNullOrWhiteSpace(value) ? "candidate" : value;
+            var invalid = Path.GetInvalidFileNameChars();
+            var builder = new StringBuilder(source.Length);
+            foreach (var character in source)
+            {
+                builder.Append(
+                    Array.IndexOf(invalid, character) >= 0 ? '_' : character);
+            }
+
+            return builder.ToString().Trim().TrimEnd('.');
+        }
+
+        internal static T ReadJson<T>(string path)
+        {
+            if (!File.Exists(path))
+            {
+                return default;
+            }
+
+            return JsonUtility.FromJson<T>(File.ReadAllText(path));
+        }
+
+        internal static void WriteJsonAtomic<T>(string path, T value)
+        {
+            const int maximumReplaceAttempts = 8;
+            var canonicalPath = Path.GetFullPath(path);
+            var directory = Path.GetDirectoryName(canonicalPath)
+                ?? throw new InvalidOperationException(
+                    $"Path '{canonicalPath}' has no parent directory.");
+            Directory.CreateDirectory(directory);
+
+            var temporaryPath =
+                $"{canonicalPath}.{Guid.NewGuid():N}.tmp";
+            try
+            {
+                File.WriteAllText(
+                    temporaryPath,
+                    JsonUtility.ToJson(value, true),
+                    new UTF8Encoding(false));
+                for (var attempt = 0; ; attempt++)
+                {
+                    try
+                    {
+                        if (File.Exists(canonicalPath))
+                        {
+                            File.Replace(temporaryPath, canonicalPath, null);
+                        }
+                        else
+                        {
+                            File.Move(temporaryPath, canonicalPath);
+                        }
+
+                        return;
+                    }
+                    catch (IOException)
+                        when (attempt + 1 < maximumReplaceAttempts)
+                    {
+                        Thread.Sleep(10 * (attempt + 1));
+                    }
+                    catch (UnauthorizedAccessException)
+                        when (attempt + 1 < maximumReplaceAttempts)
+                    {
+                        Thread.Sleep(10 * (attempt + 1));
+                    }
+                }
+            }
+            finally
+            {
+                if (File.Exists(temporaryPath))
+                {
+                    File.Delete(temporaryPath);
+                }
+            }
+        }
+
+        internal static bool IsTerminalPhase(string phase)
+        {
+            return phase == AICameraABRenderRunner.PhaseComplete ||
+                   phase == AICameraABRenderRunner.PhaseFailed ||
+                   phase == AICameraABRenderRunner.PhaseCancelled;
+        }
+
+        private static double GetTargetAspectRatio(
+            AICameraABGeneratedCameraMetadata metadata)
+        {
+            return metadata.targetAspectRatio > 0
+                ? metadata.targetAspectRatio
+                : metadata.aspectRatioOverride;
+        }
+
+        private static string ResolveInputFile(
+            string rootDirectory,
+            string relativePath,
+            bool requireFile)
+        {
+            if (string.IsNullOrWhiteSpace(relativePath) ||
+                Path.IsPathRooted(relativePath))
+            {
+                throw new InvalidDataException(
+                    $"Generated input path '{relativePath}' must be relative.");
+            }
+
+            var root = Path.GetFullPath(rootDirectory);
+            var resolved = Path.GetFullPath(Path.Combine(root, relativePath));
+            var prefix = root.TrimEnd(
+                    Path.DirectorySeparatorChar,
+                    Path.AltDirectorySeparatorChar) +
+                Path.DirectorySeparatorChar;
+            if (!resolved.StartsWith(prefix, PathComparison))
+            {
+                throw new InvalidDataException(
+                    $"Generated input '{relativePath}' escapes its directory.");
+            }
+
+            if (requireFile && !File.Exists(resolved))
+            {
+                throw new FileNotFoundException(
+                    "Generated camera input was not found.",
+                    resolved);
+            }
+
+            return resolved;
+        }
+
+        private static void ValidateDeclaredSha(
+            string label,
+            string inputName,
+            string declared,
+            string actual)
+        {
+            if (string.IsNullOrWhiteSpace(declared))
+            {
+                return;
+            }
+
+            if (string.IsNullOrWhiteSpace(actual) ||
+                !string.Equals(
+                    declared,
+                    actual,
+                    StringComparison.OrdinalIgnoreCase))
+            {
+                throw new InvalidDataException(
+                    $"Candidate {label} {inputName} SHA256 does not match metadata.");
+            }
+        }
+    }
+}

CameraAI~/Editor/AICameraABRenderManifest.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 9e61af0fef774b80bbf7fc1121b9ae29

CameraAI~/Editor/AICameraABRenderRunner.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 249ad3cd8eec495a8419e994e185a41b

CameraAI~/Editor/AICameraABRenderWindow.cs

@@ -0,0 +1,210 @@
+using System;
+using System.IO;
+using UnityEditor;
+using UnityEngine;
+
+namespace Streamingle.Editor
+{
+    public sealed class AICameraABRenderWindow : EditorWindow
+    {
+        private string candidateADirectory = string.Empty;
+        private string candidateBDirectory = string.Empty;
+        private string outputRoot = string.Empty;
+        private int startFrame;
+        private int endFrameExclusive = 1;
+        private AICameraABRenderCodec codec =
+            AICameraABRenderCodec.MP4;
+        private int width = 1920;
+        private int height = 1080;
+        private Vector2 scrollPosition;
+
+        [MenuItem("Tools/Streamingle/Timeline/Render AI Camera A-B")]
+        public static void Open()
+        {
+            GetWindow<AICameraABRenderWindow>(
+                "AI Camera A-B Render");
+        }
+
+        private void OnEnable()
+        {
+            if (string.IsNullOrWhiteSpace(outputRoot))
+            {
+                outputRoot = Path.GetFullPath(Path.Combine(
+                    Application.dataPath,
+                    "..",
+                    "Recordings",
+                    "CWAI_AB"));
+            }
+        }
+
+        private void OnInspectorUpdate()
+        {
+            Repaint();
+        }
+
+        private void OnGUI()
+        {
+            scrollPosition = EditorGUILayout.BeginScrollView(scrollPosition);
+            EditorGUILayout.LabelField(
+                "AI Camera A-B Movie Render",
+                EditorStyles.boldLabel);
+            EditorGUILayout.LabelField(
+                "Renders two generated camera candidates against the same " +
+                "saved Scene, Timeline frame range, and Timeline audio.",
+                EditorStyles.wordWrappedLabel);
+            EditorGUILayout.Space();
+
+            DrawFolderField(
+                "Candidate A",
+                ref candidateADirectory,
+                "Select generated camera candidate A");
+            DrawFolderField(
+                "Candidate B",
+                ref candidateBDirectory,
+                "Select generated camera candidate B");
+            DrawFolderField(
+                "Output Root",
+                ref outputRoot,
+                "Select A-B movie output directory");
+
+            EditorGUILayout.Space();
+            EditorGUILayout.LabelField("Frame Range", EditorStyles.boldLabel);
+            startFrame = EditorGUILayout.IntField(
+                "Start Frame",
+                startFrame);
+            endFrameExclusive = EditorGUILayout.IntField(
+                "End Frame (Exclusive)",
+                endFrameExclusive);
+
+            EditorGUILayout.Space();
+            EditorGUILayout.LabelField("Movie", EditorStyles.boldLabel);
+            codec = (AICameraABRenderCodec)EditorGUILayout.EnumPopup(
+                "Codec",
+                codec);
+            width = EditorGUILayout.IntField("Width", width);
+            height = EditorGUILayout.IntField("Height", height);
+            EditorGUILayout.HelpBox(
+                "MP4 uses H.264 and requires even dimensions. WebM uses VP8. " +
+                "Both candidates use MainCamera and include Timeline audio.",
+                MessageType.Info);
+
+            EditorGUILayout.Space();
+            DrawActiveJob();
+            EditorGUILayout.Space();
+
+            var hasActive = AICameraABRenderRunner.TryGetActiveStatus(
+                out _,
+                out var phase,
+                out _);
+            var nonTerminalJob =
+                hasActive &&
+                !AICameraABRenderUtility.IsTerminalPhase(phase);
+            using (new EditorGUI.DisabledScope(nonTerminalJob))
+            {
+                if (GUILayout.Button("Start A-B Render", GUILayout.Height(30)))
+                {
+                    StartRender();
+                }
+            }
+
+            EditorGUILayout.EndScrollView();
+        }
+
+        private void DrawActiveJob()
+        {
+            if (!AICameraABRenderRunner.TryGetActiveStatus(
+                    out var jobId,
+                    out var phase,
+                    out var manifestPath))
+            {
+                EditorGUILayout.LabelField("No active A-B render job.");
+                return;
+            }
+
+            EditorGUILayout.LabelField("Current Job", EditorStyles.boldLabel);
+            EditorGUILayout.SelectableLabel(
+                jobId,
+                EditorStyles.textField,
+                GUILayout.Height(EditorGUIUtility.singleLineHeight));
+            EditorGUILayout.LabelField("Phase", phase);
+            EditorGUILayout.LabelField(
+                "Manifest",
+                manifestPath,
+                EditorStyles.wordWrappedLabel);
+
+            using (new EditorGUILayout.HorizontalScope())
+            {
+                if (GUILayout.Button("Reveal Manifest") &&
+                    !string.IsNullOrWhiteSpace(manifestPath))
+                {
+                    EditorUtility.RevealInFinder(manifestPath);
+                }
+
+                using (new EditorGUI.DisabledScope(
+                           AICameraABRenderUtility.IsTerminalPhase(phase)))
+                {
+                    if (GUILayout.Button("Cancel"))
+                    {
+                        AICameraABRenderRunner.CancelABRenderForCli(jobId);
+                    }
+                }
+            }
+        }
+
+        private void StartRender()
+        {
+            try
+            {
+                var request = new AICameraABRenderRequest
+                {
+                    candidateADirectory = candidateADirectory,
+                    candidateBDirectory = candidateBDirectory,
+                    outputRoot = outputRoot,
+                    startFrame = startFrame,
+                    endFrameExclusive = endFrameExclusive,
+                    codec = codec,
+                    width = width,
+                    height = height
+                };
+                var started = AICameraABRenderRunner.Start(request);
+                Debug.Log(
+                    $"CW-AI A/B render started. Manifest: " +
+                    $"{started.manifestPath}");
+            }
+            catch (Exception exception)
+            {
+                Debug.LogException(exception);
+                EditorUtility.DisplayDialog(
+                    "Unable to start A-B render",
+                    exception.Message,
+                    "OK");
+            }
+        }
+
+        private static void DrawFolderField(
+            string label,
+            ref string value,
+            string dialogTitle)
+        {
+            using (new EditorGUILayout.HorizontalScope())
+            {
+                value = EditorGUILayout.TextField(label, value);
+                if (GUILayout.Button("Browse", GUILayout.Width(70)))
+                {
+                    var initialDirectory = Directory.Exists(value)
+                        ? value
+                        : Directory.GetParent(Application.dataPath)?.FullName ??
+                          string.Empty;
+                    var selected = EditorUtility.OpenFolderPanel(
+                        dialogTitle,
+                        initialDirectory,
+                        string.Empty);
+                    if (!string.IsNullOrWhiteSpace(selected))
+                    {
+                        value = selected;
+                    }
+                }
+            }
+        }
+    }
+}

CameraAI~/Editor/AICameraABRenderWindow.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: e32ae9d4a42347859c368bc701901af7

CameraAI~/Editor/AICameraCliRunner.cs

@@ -0,0 +1,604 @@
+using System;
+using System.Collections.Concurrent;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.Globalization;
+using System.IO;
+using System.Linq;
+using System.Text;
+using UnityEditor;
+using UnityEngine;
+
+namespace Streamingle.Editor
+{
+    internal sealed class AICameraCliRunner : IDisposable
+    {
+        internal const string ExecutableName = "CWCameraWorker.exe";
+        internal const string EventProtocolVersion = "1";
+
+        private readonly ConcurrentQueue<ProcessMessage> messages =
+            new ConcurrentQueue<ProcessMessage>();
+
+        private Process process;
+        private string cancellationFile = string.Empty;
+        private bool cancellationRequested;
+        private bool exitObserved;
+        private int exitCode;
+
+        internal bool IsRunning
+        {
+            get
+            {
+                if (process == null || exitObserved)
+                {
+                    return false;
+                }
+
+                try
+                {
+                    return !process.HasExited;
+                }
+                catch (InvalidOperationException)
+                {
+                    return false;
+                }
+            }
+        }
+
+        internal bool CancellationRequested => cancellationRequested;
+
+        internal void Start(ProcessRequest request)
+        {
+            if (process != null)
+            {
+                throw new InvalidOperationException(
+                    "A camera worker process is already attached to this runner.");
+            }
+
+            ValidateRequest(request);
+            cancellationFile = Path.GetFullPath(request.CancellationFile);
+            var cancellationDirectory = Path.GetDirectoryName(cancellationFile);
+            if (string.IsNullOrWhiteSpace(cancellationDirectory))
+            {
+                throw new InvalidOperationException(
+                    "The camera worker cancellation directory is invalid.");
+            }
+
+            Directory.CreateDirectory(cancellationDirectory);
+            if (File.Exists(cancellationFile))
+            {
+                File.Delete(cancellationFile);
+            }
+
+            var startInfo = new ProcessStartInfo
+            {
+                FileName = Path.GetFullPath(request.ExecutablePath),
+                Arguments = JoinArguments(request.Arguments),
+                WorkingDirectory = Path.GetFullPath(request.WorkingDirectory),
+                UseShellExecute = false,
+                RedirectStandardOutput = true,
+                RedirectStandardError = true,
+                CreateNoWindow = true
+            };
+            startInfo.EnvironmentVariables["PYTHONUTF8"] = "1";
+            startInfo.EnvironmentVariables["PYTHONIOENCODING"] = "utf-8";
+
+            process = new Process
+            {
+                StartInfo = startInfo,
+                EnableRaisingEvents = false
+            };
+            process.OutputDataReceived += OnOutputDataReceived;
+            process.ErrorDataReceived += OnErrorDataReceived;
+
+            try
+            {
+                if (!process.Start())
+                {
+                    throw new InvalidOperationException(
+                        "CWCameraWorker could not be started.");
+                }
+
+                process.BeginOutputReadLine();
+                process.BeginErrorReadLine();
+            }
+            catch
+            {
+                DisposeProcess();
+                throw;
+            }
+        }
+
+        internal bool TryDequeueMessage(out ProcessMessage message)
+        {
+            return messages.TryDequeue(out message);
+        }
+
+        internal bool TryGetExitCode(out int completedExitCode)
+        {
+            completedExitCode = 0;
+            if (process == null)
+            {
+                return false;
+            }
+
+            if (!exitObserved)
+            {
+                try
+                {
+                    if (!process.HasExited)
+                    {
+                        return false;
+                    }
+
+                    // The parameterless overload also waits for redirected
+                    // asynchronous output handlers to receive their final line.
+                    process.WaitForExit();
+                    exitCode = process.ExitCode;
+                    exitObserved = true;
+                }
+                catch (InvalidOperationException)
+                {
+                    return false;
+                }
+            }
+
+            completedExitCode = exitCode;
+            return true;
+        }
+
+        internal bool RequestCancellation()
+        {
+            if (process == null || exitObserved || cancellationRequested)
+            {
+                return false;
+            }
+
+            var directory = Path.GetDirectoryName(cancellationFile);
+            if (string.IsNullOrWhiteSpace(directory))
+            {
+                throw new InvalidOperationException(
+                    "The camera worker cancellation path is unavailable.");
+            }
+
+            Directory.CreateDirectory(directory);
+            File.WriteAllText(
+                cancellationFile,
+                DateTime.UtcNow.ToString("O", CultureInfo.InvariantCulture),
+                new UTF8Encoding(false));
+            cancellationRequested = true;
+            return true;
+        }
+
+        internal void CompleteAndDispose()
+        {
+            if (process != null && !exitObserved)
+            {
+                throw new InvalidOperationException(
+                    "A running camera worker cannot be disposed as completed.");
+            }
+
+            DisposeProcess();
+            TryDeleteCancellationFile();
+        }
+
+        public void Dispose()
+        {
+            DisposeProcess();
+            if (exitObserved)
+            {
+                TryDeleteCancellationFile();
+            }
+        }
+
+        internal static string ResolveExecutable(
+            string configuredPath,
+            string cwAiRoot,
+            string projectRoot,
+            string packageRoot = "")
+        {
+            var candidates = new List<string>();
+            AddCandidate(candidates, configuredPath);
+            AddCandidate(
+                candidates,
+                Environment.GetEnvironmentVariable(
+                    "CWAI_WORKER_EXECUTABLE"));
+
+            AddRootCandidates(candidates, cwAiRoot);
+            if (!string.IsNullOrWhiteSpace(projectRoot))
+            {
+                AddCandidate(
+                    candidates,
+                    Path.Combine(
+                        projectRoot,
+                        "Tools",
+                        "CWCameraWorker",
+                        ExecutableName));
+            }
+
+            var physicalPackageRoot = packageRoot;
+            if (string.IsNullOrWhiteSpace(physicalPackageRoot))
+            {
+                try
+                {
+                    physicalPackageRoot = FileUtil.GetPhysicalPath(
+                        "Packages/com.mingle.cw-ai");
+                }
+                catch (Exception)
+                {
+                    physicalPackageRoot = string.Empty;
+                }
+            }
+
+            if (!string.IsNullOrWhiteSpace(physicalPackageRoot))
+            {
+                AddCandidate(
+                    candidates,
+                    Path.Combine(
+                        physicalPackageRoot,
+                        "Tools~",
+                        "CWCameraWorker",
+                        ExecutableName));
+                AddCandidate(
+                    candidates,
+                    Path.Combine(
+                        physicalPackageRoot,
+                        "Tools~",
+                        ExecutableName));
+            }
+
+            return candidates
+                .Where(value => !string.IsNullOrWhiteSpace(value))
+                .Select(Path.GetFullPath)
+                .FirstOrDefault(File.Exists) ?? string.Empty;
+        }
+
+        internal static string JoinArguments(IEnumerable<string> arguments)
+        {
+            if (arguments == null)
+            {
+                throw new ArgumentNullException(nameof(arguments));
+            }
+
+            return string.Join(" ", arguments.Select(QuoteArgument));
+        }
+
+        internal static string QuoteArgument(string argument)
+        {
+            argument ??= string.Empty;
+            if (argument.Length > 0 &&
+                argument.All(character =>
+                    !char.IsWhiteSpace(character) && character != '"'))
+            {
+                return argument;
+            }
+
+            var result = new StringBuilder(argument.Length + 2);
+            result.Append('"');
+            var backslashCount = 0;
+            foreach (var character in argument)
+            {
+                if (character == '\\')
+                {
+                    backslashCount++;
+                    continue;
+                }
+
+                if (character == '"')
+                {
+                    result.Append('\\', backslashCount * 2 + 1);
+                    result.Append('"');
+                    backslashCount = 0;
+                    continue;
+                }
+
+                result.Append('\\', backslashCount);
+                backslashCount = 0;
+                result.Append(character);
+            }
+
+            result.Append('\\', backslashCount * 2);
+            result.Append('"');
+            return result.ToString();
+        }
+
+        internal static bool TryParseEvent(
+            string line,
+            out CliEvent parsedEvent)
+        {
+            parsedEvent = default;
+            var normalized = (line ?? string.Empty).Trim();
+            const string prefix = "CWAI_EVENT ";
+            if (normalized.StartsWith(prefix, StringComparison.Ordinal))
+            {
+                normalized = normalized.Substring(prefix.Length).TrimStart();
+            }
+
+            if (normalized.Length < 2 ||
+                normalized[0] != '{' ||
+                normalized[normalized.Length - 1] != '}')
+            {
+                return false;
+            }
+
+            CliEventPayload payload;
+            try
+            {
+                payload = JsonUtility.FromJson<CliEventPayload>(normalized);
+            }
+            catch (ArgumentException)
+            {
+                return false;
+            }
+
+            var eventType = FirstNotEmpty(
+                payload?.type,
+                payload?.eventType,
+                payload?.@event);
+            if (string.IsNullOrWhiteSpace(eventType))
+            {
+                return false;
+            }
+
+            var hasProgress = ContainsJsonProperty(normalized, "progress");
+            var hasEta = ContainsJsonProperty(normalized, "etaSeconds");
+            parsedEvent = new CliEvent(
+                eventType.Trim(),
+                payload.protocolVersion ?? string.Empty,
+                payload.jobId ?? string.Empty,
+                payload.phase ?? string.Empty,
+                payload.message ?? string.Empty,
+                hasProgress
+                    ? Mathf.Clamp01(payload.progress)
+                    : -1f,
+                hasEta && IsFinite(payload.etaSeconds)
+                    ? Math.Max(0d, payload.etaSeconds)
+                    : -1d,
+                payload.outputPath ?? string.Empty,
+                payload.error ?? string.Empty);
+            return true;
+        }
+
+        private static void ValidateRequest(ProcessRequest request)
+        {
+            if (string.IsNullOrWhiteSpace(request.ExecutablePath) ||
+                !File.Exists(request.ExecutablePath))
+            {
+                throw new FileNotFoundException(
+                    "CWCameraWorker.exe was not found.",
+                    request.ExecutablePath);
+            }
+
+            if (string.IsNullOrWhiteSpace(request.WorkingDirectory) ||
+                !Directory.Exists(request.WorkingDirectory))
+            {
+                throw new DirectoryNotFoundException(
+                    "The camera worker working directory was not found: " +
+                    request.WorkingDirectory);
+            }
+
+            if (request.Arguments == null || request.Arguments.Count == 0)
+            {
+                throw new ArgumentException(
+                    "The camera worker command is required.",
+                    nameof(request));
+            }
+
+            if (string.IsNullOrWhiteSpace(request.CancellationFile))
+            {
+                throw new ArgumentException(
+                    "The camera worker cancellation file is required.",
+                    nameof(request));
+            }
+        }
+
+        private static void AddRootCandidates(
+            ICollection<string> candidates,
+            string root)
+        {
+            if (string.IsNullOrWhiteSpace(root))
+            {
+                return;
+            }
+
+            AddCandidate(
+                candidates,
+                Path.Combine(root, "dist", "CWCameraWorker", ExecutableName));
+            AddCandidate(
+                candidates,
+                Path.Combine(root, "dist", ExecutableName));
+            AddCandidate(
+                candidates,
+                Path.Combine(root, "tools", "CWCameraWorker", ExecutableName));
+            AddCandidate(
+                candidates,
+                Path.Combine(root, "CWCameraWorker", ExecutableName));
+            AddCandidate(candidates, Path.Combine(root, ExecutableName));
+        }
+
+        private static void AddCandidate(
+            ICollection<string> candidates,
+            string candidate)
+        {
+            if (!string.IsNullOrWhiteSpace(candidate))
+            {
+                candidates.Add(candidate.Trim());
+            }
+        }
+
+        private static string FirstNotEmpty(params string[] values)
+        {
+            return values.FirstOrDefault(
+                       value => !string.IsNullOrWhiteSpace(value)) ??
+                   string.Empty;
+        }
+
+        private static bool ContainsJsonProperty(string json, string name)
+        {
+            return json.IndexOf(
+                       "\"" + name + "\"",
+                       StringComparison.Ordinal) >= 0;
+        }
+
+        private static bool IsFinite(double value)
+        {
+            return !double.IsNaN(value) && !double.IsInfinity(value);
+        }
+
+        private void OnOutputDataReceived(object sender, DataReceivedEventArgs args)
+        {
+            EnqueueLine(args.Data, false);
+        }
+
+        private void OnErrorDataReceived(object sender, DataReceivedEventArgs args)
+        {
+            EnqueueLine(args.Data, true);
+        }
+
+        private void EnqueueLine(string line, bool isError)
+        {
+            if (string.IsNullOrWhiteSpace(line))
+            {
+                return;
+            }
+
+            if (TryParseEvent(line, out var parsedEvent))
+            {
+                messages.Enqueue(new ProcessMessage(parsedEvent));
+                return;
+            }
+
+            messages.Enqueue(new ProcessMessage(line, isError));
+        }
+
+        private void DisposeProcess()
+        {
+            if (process == null)
+            {
+                return;
+            }
+
+            process.OutputDataReceived -= OnOutputDataReceived;
+            process.ErrorDataReceived -= OnErrorDataReceived;
+            process.Dispose();
+            process = null;
+        }
+
+        private void TryDeleteCancellationFile()
+        {
+            if (string.IsNullOrWhiteSpace(cancellationFile) ||
+                !File.Exists(cancellationFile))
+            {
+                return;
+            }
+
+            try
+            {
+                File.Delete(cancellationFile);
+            }
+            catch (IOException)
+            {
+                // A stale sentinel is deleted before the next job starts.
+            }
+            catch (UnauthorizedAccessException)
+            {
+                // Preserve the completed result even if local cleanup is denied.
+            }
+        }
+
+        [Serializable]
+        private sealed class CliEventPayload
+        {
+            public string type;
+            public string eventType;
+            public string @event;
+            public string protocolVersion;
+            public string jobId;
+            public string phase;
+            public string message;
+            public float progress;
+            public double etaSeconds;
+            public string outputPath;
+            public string error;
+        }
+
+        internal readonly struct ProcessRequest
+        {
+            internal ProcessRequest(
+                string executablePath,
+                string workingDirectory,
+                IReadOnlyList<string> arguments,
+                string cancellationFile)
+            {
+                ExecutablePath = executablePath;
+                WorkingDirectory = workingDirectory;
+                Arguments = arguments;
+                CancellationFile = cancellationFile;
+            }
+
+            internal string ExecutablePath { get; }
+            internal string WorkingDirectory { get; }
+            internal IReadOnlyList<string> Arguments { get; }
+            internal string CancellationFile { get; }
+        }
+
+        internal readonly struct ProcessMessage
+        {
+            internal ProcessMessage(string text, bool isError)
+            {
+                Text = text ?? string.Empty;
+                IsError = isError;
+                IsEvent = false;
+                Event = default;
+            }
+
+            internal ProcessMessage(CliEvent parsedEvent)
+            {
+                Text = string.Empty;
+                IsError = false;
+                IsEvent = true;
+                Event = parsedEvent;
+            }
+
+            internal string Text { get; }
+            internal bool IsError { get; }
+            internal bool IsEvent { get; }
+            internal CliEvent Event { get; }
+        }
+
+        internal readonly struct CliEvent
+        {
+            internal CliEvent(
+                string eventType,
+                string protocolVersion,
+                string jobId,
+                string phase,
+                string message,
+                float progress,
+                double etaSeconds,
+                string outputPath,
+                string error)
+            {
+                EventType = eventType;
+                ProtocolVersion = protocolVersion;
+                JobId = jobId;
+                Phase = phase;
+                Message = message;
+                Progress = progress;
+                EtaSeconds = etaSeconds;
+                OutputPath = outputPath;
+                Error = error;
+            }
+
+            internal string EventType { get; }
+            internal string ProtocolVersion { get; }
+            internal string JobId { get; }
+            internal string Phase { get; }
+            internal string Message { get; }
+            internal float Progress { get; }
+            internal double EtaSeconds { get; }
+            internal string OutputPath { get; }
+            internal string Error { get; }
+        }
+    }
+}

CameraAI~/Editor/AICameraCliRunner.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: f8bdd831f8794ea18ca288f3745462b1

CameraAI~/Editor/AICameraCutCorrectionRecorder.cs

@@ -0,0 +1,960 @@
+using System;
+using System.Collections.Generic;
+using System.Globalization;
+using System.IO;
+using System.Linq;
+using System.Security.Cryptography;
+using System.Text;
+using Unity.Cinemachine;
+using UnityEditor;
+using UnityEngine;
+using UnityEngine.Playables;
+using UnityEngine.Timeline;
+
+namespace Streamingle.Editor
+{
+    /// <summary>
+    /// Explicitly snapshots the difference between generated cut boundaries and
+    /// the currently edited AI preview Timeline. It never mutates or saves Unity
+    /// assets, scenes, or Timeline clips.
+    /// </summary>
+    public static class AICameraCutCorrectionRecorder
+    {
+        internal const string CurrentSchemaVersion =
+            "ai-camera-cut-correction-snapshot-v1";
+        internal const int RequiredSampleRate = 60;
+        internal const int MoveMatchWindowFrames = 180;
+
+        private const double FrameAlignmentTolerance = 0.25d;
+        private const double CostEpsilon = 0.000000001d;
+        private const string EditorStyleHashPrefix =
+            "editor-style-sha256:";
+
+        /// <summary>
+        /// Captures one correction snapshot for the active AI preview belonging
+        /// to <paramref name="sourceDirector"/>. The returned value is the full
+        /// path of the newly written JSON file.
+        /// </summary>
+        public static string CaptureForCli(
+            PlayableDirector sourceDirector,
+            string generatedDirectory,
+            string editorStyleId,
+            string outputDirectory)
+        {
+            if (EditorApplication.isPlayingOrWillChangePlaymode)
+            {
+                throw new InvalidOperationException(
+                    "Cut correction capture is available only in Edit Mode.");
+            }
+
+            if (sourceDirector == null)
+            {
+                throw new ArgumentNullException(nameof(sourceDirector));
+            }
+
+            if (!AICameraTimelinePreviewImporter
+                    .TryGetPreviewTimelineForEditor(
+                        sourceDirector,
+                        out var timeline))
+            {
+                throw new InvalidOperationException(
+                    "The selected source Timeline has no AI camera preview.");
+            }
+
+            if (!AICameraTimelinePreviewImporter
+                    .TryGetPreviewGenerationProvenanceForEditor(
+                        sourceDirector,
+                        out var provenance))
+            {
+                throw new InvalidOperationException(
+                    "The AI preview has no generation provenance. Re-import " +
+                    "the generated camera before recording corrections.");
+            }
+
+            var fullGeneratedDirectory = RequireDirectoryPath(
+                generatedDirectory,
+                nameof(generatedDirectory));
+
+            // Fail closed if any generated payload no longer matches metadata.
+            AICameraTimelinePreviewImporter.ValidateGeneratedDirectoryForCli(
+                fullGeneratedDirectory);
+
+            return CaptureTimeline(
+                timeline,
+                fullGeneratedDirectory,
+                editorStyleId,
+                outputDirectory,
+                DateTime.UtcNow,
+                provenance.MetadataSha256);
+        }
+
+        internal static string CaptureTimelineForTests(
+            TimelineAsset timeline,
+            string generatedDirectory,
+            string editorStyleId,
+            string outputDirectory,
+            DateTime capturedUtc,
+            string expectedMetadataSha256 = null)
+        {
+            return CaptureTimeline(
+                timeline,
+                RequireDirectoryPath(
+                    generatedDirectory,
+                    nameof(generatedDirectory)),
+                editorStyleId,
+                outputDirectory,
+                capturedUtc,
+                expectedMetadataSha256);
+        }
+
+        private static string CaptureTimeline(
+            TimelineAsset timeline,
+            string generatedDirectory,
+            string editorStyleId,
+            string outputDirectory,
+            DateTime capturedUtc,
+            string expectedMetadataSha256)
+        {
+            if (timeline == null)
+            {
+                throw new ArgumentNullException(nameof(timeline));
+            }
+
+            var input = ReadGenerationInput(generatedDirectory);
+            if (!string.IsNullOrWhiteSpace(expectedMetadataSha256))
+            {
+                var expected = NormalizeSha256(
+                    expectedMetadataSha256,
+                    "preview provenance metadata SHA-256");
+                if (!string.Equals(
+                        expected,
+                        input.MetadataSha256,
+                        StringComparison.Ordinal))
+                {
+                    throw new InvalidDataException(
+                        "The selected AI preview belongs to a different " +
+                        "generation. Its metadata SHA-256 does not match.");
+                }
+            }
+
+            var finalBoundaries = ExtractFinalBoundaryFrames(
+                timeline,
+                input.Metadata.frameCount);
+            var corrections = BuildCorrections(
+                input.OriginalBoundaryFrames,
+                finalBoundaries);
+            var anonymizedEditorStyleId = AnonymizeEditorStyleId(
+                editorStyleId);
+
+            var timelineAssetPath = AssetDatabase.GetAssetPath(timeline);
+            var snapshot = new CorrectionSnapshot
+            {
+                schemaVersion = CurrentSchemaVersion,
+                capturedUtc = capturedUtc
+                    .ToUniversalTime()
+                    .ToString(
+                        "yyyy-MM-dd'T'HH:mm:ss.fff'Z'",
+                        CultureInfo.InvariantCulture),
+                sampleRate = RequiredSampleRate,
+                songName = input.Metadata.songName,
+                songId = input.Metadata.songId,
+                datasetId = input.Metadata.datasetId,
+                generationHashSha256 = input.MetadataSha256,
+                generationOutputSha256 = new OutputSha256
+                {
+                    worldCamera = NormalizeSha256(
+                        input.Metadata.outputSha256.worldCamera,
+                        "metadata outputSha256.worldCamera"),
+                    time = NormalizeSha256(
+                        input.Metadata.outputSha256.time,
+                        "metadata outputSha256.time"),
+                    shots = NormalizeSha256(
+                        input.Metadata.outputSha256.shots,
+                        "metadata outputSha256.shots")
+                },
+                editorStyleId = anonymizedEditorStyleId,
+                previewTimelineGuid = string.IsNullOrWhiteSpace(
+                        timelineAssetPath)
+                    ? string.Empty
+                    : AssetDatabase.AssetPathToGUID(timelineAssetPath),
+                matchingPolicy = "ordered-dp-v1",
+                moveMatchWindowFrames = MoveMatchWindowFrames,
+                ordinalBase = 0,
+                originalBoundaryFrames = input.OriginalBoundaryFrames,
+                finalBoundaryFrames = finalBoundaries,
+                originalBoundarySha256 = ComputeBoundarySha256(
+                    input.OriginalBoundaryFrames),
+                finalBoundarySha256 = ComputeBoundarySha256(
+                    finalBoundaries),
+                originalBoundaryCount = input.OriginalBoundaryFrames.Length,
+                finalBoundaryCount = finalBoundaries.Length,
+                corrections = corrections
+            };
+
+            foreach (var correction in corrections)
+            {
+                switch (correction.action)
+                {
+                    case "keep":
+                        snapshot.keepCount++;
+                        break;
+                    case "move":
+                        snapshot.moveCount++;
+                        break;
+                    case "add":
+                        snapshot.addCount++;
+                        break;
+                    case "delete":
+                        snapshot.deleteCount++;
+                        break;
+                }
+            }
+
+            var json = JsonUtility.ToJson(snapshot, true) + Environment.NewLine;
+            return WriteSnapshotAtomically(
+                outputDirectory,
+                snapshot,
+                json);
+        }
+
+        private static GenerationInput ReadGenerationInput(
+            string generatedDirectory)
+        {
+            var metadataPath = Path.Combine(
+                generatedDirectory,
+                "metadata.json");
+            if (!File.Exists(metadataPath))
+            {
+                throw new FileNotFoundException(
+                    "Generated camera metadata was not found.",
+                    metadataPath);
+            }
+
+            var metadataBytes = File.ReadAllBytes(metadataPath);
+            var metadataJson = Encoding.UTF8.GetString(metadataBytes);
+            if (metadataJson.Length > 0 && metadataJson[0] == '\uFEFF')
+            {
+                metadataJson = metadataJson.Substring(1);
+            }
+
+            var metadata = JsonUtility.FromJson<GeneratedMetadata>(
+                metadataJson);
+            if (metadata == null)
+            {
+                throw new InvalidDataException(
+                    "Generated camera metadata is invalid JSON.");
+            }
+
+            ValidateMetadata(metadata);
+            var shotsPath = ResolveSafePayloadPath(
+                generatedDirectory,
+                metadata.shotsFile,
+                "shotsFile");
+            if (!File.Exists(shotsPath))
+            {
+                throw new FileNotFoundException(
+                    "Generated camera shot definitions were not found.",
+                    shotsPath);
+            }
+
+            var shotFile = JsonUtility.FromJson<GeneratedShotFile>(
+                File.ReadAllText(shotsPath));
+            if (shotFile?.shots == null || shotFile.shots.Count == 0)
+            {
+                throw new InvalidDataException(
+                    "Generated shot definitions contain no shots.");
+            }
+
+            var cursor = 0;
+            for (var index = 0; index < shotFile.shots.Count; index++)
+            {
+                var shot = shotFile.shots[index];
+                if (shot == null || shot.startFrame != cursor ||
+                    shot.endFrameExclusive <= shot.startFrame ||
+                    shot.endFrameExclusive > metadata.frameCount)
+                {
+                    throw new InvalidDataException(
+                        $"Generated shot {index} is not a contiguous, " +
+                        "positive frame range.");
+                }
+
+                cursor = shot.endFrameExclusive;
+            }
+
+            if (cursor != metadata.frameCount)
+            {
+                throw new InvalidDataException(
+                    "Generated shots do not cover the complete song.");
+            }
+
+            var boundaries = shotFile.shots
+                .Take(shotFile.shots.Count - 1)
+                .Select(shot => shot.endFrameExclusive)
+                .ToArray();
+            ValidateBoundarySequence(
+                boundaries,
+                metadata.frameCount,
+                "generated");
+
+            return new GenerationInput
+            {
+                Metadata = metadata,
+                MetadataSha256 = ComputeSha256(metadataBytes),
+                OriginalBoundaryFrames = boundaries
+            };
+        }
+
+        private static void ValidateMetadata(GeneratedMetadata metadata)
+        {
+            if (string.IsNullOrWhiteSpace(metadata.songName))
+            {
+                throw new InvalidDataException(
+                    "metadata.songName is required.");
+            }
+
+            if (string.IsNullOrWhiteSpace(metadata.songId))
+            {
+                throw new InvalidDataException(
+                    "metadata.songId is required.");
+            }
+
+            if (string.IsNullOrWhiteSpace(metadata.datasetId))
+            {
+                throw new InvalidDataException(
+                    "metadata.datasetId is required.");
+            }
+
+            if (metadata.sampleRate != RequiredSampleRate)
+            {
+                throw new InvalidDataException(
+                    $"Cut correction capture requires exactly " +
+                    $"{RequiredSampleRate} FPS, but metadata declares " +
+                    $"{metadata.sampleRate} FPS.");
+            }
+
+            if (metadata.frameCount <= 0)
+            {
+                throw new InvalidDataException(
+                    "metadata.frameCount must be positive.");
+            }
+
+            if (metadata.outputSha256 == null)
+            {
+                throw new InvalidDataException(
+                    "metadata.outputSha256 is required.");
+            }
+
+            NormalizeSha256(
+                metadata.outputSha256.worldCamera,
+                "metadata outputSha256.worldCamera");
+            NormalizeSha256(
+                metadata.outputSha256.time,
+                "metadata outputSha256.time");
+            NormalizeSha256(
+                metadata.outputSha256.shots,
+                "metadata outputSha256.shots");
+        }
+
+        private static int[] ExtractFinalBoundaryFrames(
+            TimelineAsset timeline,
+            int frameCount)
+        {
+            var matchingTracks = timeline.GetOutputTracks()
+                .OfType<CinemachineTrack>()
+                .Where(track =>
+                    track.name == AICameraTimelinePreviewImporter
+                        .GeneratedCinemachineTrackName)
+                .ToArray();
+            if (matchingTracks.Length != 1)
+            {
+                throw new InvalidDataException(
+                    $"The preview Timeline must contain exactly one " +
+                    $"'{AICameraTimelinePreviewImporter.GeneratedCinemachineTrackName}' " +
+                    "track.");
+            }
+
+            var clips = matchingTracks[0]
+                .GetClips()
+                .OrderBy(clip => clip.start)
+                .ThenBy(clip => clip.duration)
+                .ToArray();
+            if (clips.Length == 0)
+            {
+                throw new InvalidDataException(
+                    "The generated Cinemachine track contains no clips.");
+            }
+
+            var starts = new int[clips.Length];
+            var ends = new int[clips.Length];
+            for (var index = 0; index < clips.Length; index++)
+            {
+                var clip = clips[index];
+                if (clip.easeInDuration > 0.0000001d ||
+                    clip.easeOutDuration > 0.0000001d)
+                {
+                    throw new InvalidDataException(
+                        $"Cinemachine clip {index} has an ease/blend. " +
+                        "Cut learning accepts hard cuts only.");
+                }
+
+                starts[index] = ToAlignedFrame(
+                    clip.start,
+                    $"Cinemachine clip {index} start");
+                ends[index] = ToAlignedFrame(
+                    clip.end,
+                    $"Cinemachine clip {index} end");
+                if (ends[index] <= starts[index])
+                {
+                    throw new InvalidDataException(
+                        $"Cinemachine clip {index} has no positive duration.");
+                }
+            }
+
+            if (starts[0] != 0)
+            {
+                throw new InvalidDataException(
+                    "The generated Cinemachine track must begin at frame 0.");
+            }
+
+            for (var index = 1; index < clips.Length; index++)
+            {
+                if (starts[index] != ends[index - 1])
+                {
+                    throw new InvalidDataException(
+                        $"Cut boundary before clip {index} has a gap or " +
+                        "overlap. Align both clip edges to the same frame " +
+                        "before recording corrections.");
+                }
+            }
+
+            if (ends[ends.Length - 1] != frameCount)
+            {
+                throw new InvalidDataException(
+                    $"The generated Cinemachine track must end at frame " +
+                    $"{frameCount}.");
+            }
+
+            var boundaries = starts.Skip(1).ToArray();
+            ValidateBoundarySequence(boundaries, frameCount, "edited");
+            return boundaries;
+        }
+
+        private static int ToAlignedFrame(double seconds, string label)
+        {
+            if (double.IsNaN(seconds) || double.IsInfinity(seconds))
+            {
+                throw new InvalidDataException(
+                    $"{label} is not a finite Timeline time.");
+            }
+
+            var frameValue = seconds * RequiredSampleRate;
+            var rounded = Math.Round(
+                frameValue,
+                MidpointRounding.AwayFromZero);
+            if (Math.Abs(frameValue - rounded) > FrameAlignmentTolerance)
+            {
+                throw new InvalidDataException(
+                    $"{label} is not aligned to a {RequiredSampleRate} FPS " +
+                    "frame boundary.");
+            }
+
+            if (rounded < int.MinValue || rounded > int.MaxValue)
+            {
+                throw new InvalidDataException(
+                    $"{label} is outside the supported frame range.");
+            }
+
+            return (int)rounded;
+        }
+
+        private static CorrectionRecord[] BuildCorrections(
+            int[] originalBoundaries,
+            int[] finalBoundaries)
+        {
+            var originalCount = originalBoundaries.Length;
+            var finalCount = finalBoundaries.Length;
+            var costs = new double[originalCount + 1, finalCount + 1];
+            var steps = new DiffStep[originalCount + 1, finalCount + 1];
+
+            for (var originalIndex = 0;
+                 originalIndex <= originalCount;
+                 originalIndex++)
+            {
+                for (var finalIndex = 0;
+                     finalIndex <= finalCount;
+                     finalIndex++)
+                {
+                    costs[originalIndex, finalIndex] = double.PositiveInfinity;
+                }
+            }
+
+            costs[0, 0] = 0d;
+            for (var originalIndex = 0;
+                 originalIndex <= originalCount;
+                 originalIndex++)
+            {
+                for (var finalIndex = 0;
+                     finalIndex <= finalCount;
+                     finalIndex++)
+                {
+                    if (originalIndex == 0 && finalIndex == 0)
+                    {
+                        continue;
+                    }
+
+                    var bestCost = double.PositiveInfinity;
+                    var bestPriority = int.MaxValue;
+                    var bestStep = DiffStep.None;
+
+                    if (originalIndex > 0 && finalIndex > 0)
+                    {
+                        var delta = Math.Abs(
+                            originalBoundaries[originalIndex - 1] -
+                            finalBoundaries[finalIndex - 1]);
+                        if (delta <= MoveMatchWindowFrames)
+                        {
+                            var matchCost = delta == 0
+                                ? 0d
+                                : 0.25d +
+                                  1.5d * delta / MoveMatchWindowFrames;
+                            SelectCandidate(
+                                costs[originalIndex - 1, finalIndex - 1] +
+                                matchCost,
+                                0,
+                                DiffStep.Match,
+                                ref bestCost,
+                                ref bestPriority,
+                                ref bestStep);
+                        }
+                    }
+
+                    if (originalIndex > 0)
+                    {
+                        SelectCandidate(
+                            costs[originalIndex - 1, finalIndex] + 1d,
+                            1,
+                            DiffStep.Delete,
+                            ref bestCost,
+                            ref bestPriority,
+                            ref bestStep);
+                    }
+
+                    if (finalIndex > 0)
+                    {
+                        SelectCandidate(
+                            costs[originalIndex, finalIndex - 1] + 1d,
+                            2,
+                            DiffStep.Add,
+                            ref bestCost,
+                            ref bestPriority,
+                            ref bestStep);
+                    }
+
+                    costs[originalIndex, finalIndex] = bestCost;
+                    steps[originalIndex, finalIndex] = bestStep;
+                }
+            }
+
+            var reverse = new List<CorrectionRecord>(
+                originalCount + finalCount);
+            var originalCursor = originalCount;
+            var finalCursor = finalCount;
+            while (originalCursor > 0 || finalCursor > 0)
+            {
+                switch (steps[originalCursor, finalCursor])
+                {
+                    case DiffStep.Match:
+                    {
+                        var originalFrame =
+                            originalBoundaries[originalCursor - 1];
+                        var finalFrame = finalBoundaries[finalCursor - 1];
+                        reverse.Add(new CorrectionRecord
+                        {
+                            action = originalFrame == finalFrame
+                                ? "keep"
+                                : "move",
+                            hasOriginal = true,
+                            originalFrame = originalFrame,
+                            originalOrdinal = originalCursor - 1,
+                            hasFinal = true,
+                            finalFrame = finalFrame,
+                            finalOrdinal = finalCursor - 1,
+                            deltaFrames = finalFrame - originalFrame
+                        });
+                        originalCursor--;
+                        finalCursor--;
+                        break;
+                    }
+                    case DiffStep.Delete:
+                        reverse.Add(new CorrectionRecord
+                        {
+                            action = "delete",
+                            hasOriginal = true,
+                            originalFrame =
+                                originalBoundaries[originalCursor - 1],
+                            originalOrdinal = originalCursor - 1,
+                            hasFinal = false,
+                            finalFrame = -1,
+                            finalOrdinal = -1,
+                            deltaFrames = 0
+                        });
+                        originalCursor--;
+                        break;
+                    case DiffStep.Add:
+                        reverse.Add(new CorrectionRecord
+                        {
+                            action = "add",
+                            hasOriginal = false,
+                            originalFrame = -1,
+                            originalOrdinal = -1,
+                            hasFinal = true,
+                            finalFrame = finalBoundaries[finalCursor - 1],
+                            finalOrdinal = finalCursor - 1,
+                            deltaFrames = 0
+                        });
+                        finalCursor--;
+                        break;
+                    default:
+                        throw new InvalidOperationException(
+                            "Unable to construct a deterministic cut diff.");
+                }
+            }
+
+            reverse.Reverse();
+            return reverse.ToArray();
+        }
+
+        private static void SelectCandidate(
+            double candidateCost,
+            int candidatePriority,
+            DiffStep candidateStep,
+            ref double bestCost,
+            ref int bestPriority,
+            ref DiffStep bestStep)
+        {
+            if (double.IsPositiveInfinity(candidateCost))
+            {
+                return;
+            }
+
+            if (candidateCost < bestCost - CostEpsilon ||
+                (Math.Abs(candidateCost - bestCost) <= CostEpsilon &&
+                 candidatePriority < bestPriority))
+            {
+                bestCost = candidateCost;
+                bestPriority = candidatePriority;
+                bestStep = candidateStep;
+            }
+        }
+
+        private static void ValidateBoundarySequence(
+            int[] boundaries,
+            int frameCount,
+            string label)
+        {
+            var previous = 0;
+            for (var index = 0; index < boundaries.Length; index++)
+            {
+                var frame = boundaries[index];
+                if (frame <= previous || frame >= frameCount)
+                {
+                    throw new InvalidDataException(
+                        $"The {label} cut boundary at index {index} is " +
+                        "outside the song or not strictly increasing.");
+                }
+
+                previous = frame;
+            }
+        }
+
+        private static string AnonymizeEditorStyleId(string editorStyleId)
+        {
+            if (string.IsNullOrWhiteSpace(editorStyleId))
+            {
+                throw new ArgumentException(
+                    "An editor style ID is required. Use a stable nickname " +
+                    "that does not contain personal information.",
+                    nameof(editorStyleId));
+            }
+
+            var normalized = editorStyleId.Trim();
+            if (normalized.StartsWith(
+                    EditorStyleHashPrefix,
+                    StringComparison.OrdinalIgnoreCase))
+            {
+                var existingHash = NormalizeSha256(
+                    normalized.Substring(EditorStyleHashPrefix.Length),
+                    "editor style ID");
+                return EditorStyleHashPrefix + existingHash;
+            }
+
+            return EditorStyleHashPrefix + ComputeSha256(
+                Encoding.UTF8.GetBytes(normalized));
+        }
+
+        private static string ComputeBoundarySha256(int[] boundaries)
+        {
+            var canonical = string.Join(
+                ",",
+                boundaries.Select(frame =>
+                    frame.ToString(CultureInfo.InvariantCulture)));
+            return ComputeSha256(Encoding.UTF8.GetBytes(canonical));
+        }
+
+        private static string ComputeSha256(byte[] bytes)
+        {
+            using var algorithm = SHA256.Create();
+            var hash = algorithm.ComputeHash(bytes);
+            var builder = new StringBuilder(hash.Length * 2);
+            foreach (var value in hash)
+            {
+                builder.Append(value.ToString("x2", CultureInfo.InvariantCulture));
+            }
+
+            return builder.ToString();
+        }
+
+        private static string NormalizeSha256(string value, string label)
+        {
+            var normalized = value?.Trim().ToLowerInvariant();
+            if (normalized == null || normalized.Length != 64 ||
+                normalized.Any(character =>
+                    !(character >= '0' && character <= '9') &&
+                    !(character >= 'a' && character <= 'f')))
+            {
+                throw new InvalidDataException(
+                    $"{label} must be a 64-character SHA-256 value.");
+            }
+
+            return normalized;
+        }
+
+        private static string ResolveSafePayloadPath(
+            string rootDirectory,
+            string relativePath,
+            string label)
+        {
+            if (string.IsNullOrWhiteSpace(relativePath) ||
+                Path.IsPathRooted(relativePath))
+            {
+                throw new InvalidDataException(
+                    $"metadata.{label} must be a relative path.");
+            }
+
+            var segments = relativePath.Split(
+                new[] { '/', '\\' },
+                StringSplitOptions.None);
+            if (segments.Any(segment =>
+                    string.IsNullOrWhiteSpace(segment) ||
+                    segment == "." ||
+                    segment == ".."))
+            {
+                throw new InvalidDataException(
+                    $"metadata.{label} contains an unsafe path segment.");
+            }
+
+            var root = Path.GetFullPath(rootDirectory);
+            var candidate = Path.GetFullPath(
+                Path.Combine(root, relativePath));
+            var rootPrefix = root.TrimEnd(
+                    Path.DirectorySeparatorChar,
+                    Path.AltDirectorySeparatorChar) +
+                Path.DirectorySeparatorChar;
+            if (!candidate.StartsWith(
+                    rootPrefix,
+                    StringComparison.OrdinalIgnoreCase))
+            {
+                throw new InvalidDataException(
+                    $"metadata.{label} escapes the generated directory.");
+            }
+
+            return candidate;
+        }
+
+        private static string RequireDirectoryPath(
+            string value,
+            string parameterName)
+        {
+            if (string.IsNullOrWhiteSpace(value))
+            {
+                throw new ArgumentException(
+                    "A directory path is required.",
+                    parameterName);
+            }
+
+            var path = Path.GetFullPath(value);
+            if (!Directory.Exists(path))
+            {
+                throw new DirectoryNotFoundException(
+                    $"Directory was not found: {path}");
+            }
+
+            return path;
+        }
+
+        private static string WriteSnapshotAtomically(
+            string outputDirectory,
+            CorrectionSnapshot snapshot,
+            string json)
+        {
+            if (string.IsNullOrWhiteSpace(outputDirectory))
+            {
+                throw new ArgumentException(
+                    "A correction log output directory is required.",
+                    nameof(outputDirectory));
+            }
+
+            var outputRoot = Path.GetFullPath(outputDirectory);
+            Directory.CreateDirectory(outputRoot);
+            var songToken = SanitizeFileToken(snapshot.songId);
+            var timestampToken = DateTime.Parse(
+                    snapshot.capturedUtc,
+                    CultureInfo.InvariantCulture,
+                    DateTimeStyles.AssumeUniversal |
+                    DateTimeStyles.AdjustToUniversal)
+                .ToString(
+                    "yyyyMMdd'T'HHmmssfff'Z'",
+                    CultureInfo.InvariantCulture);
+            var baseName =
+                $"cut_correction_{songToken}_{timestampToken}_" +
+                $"{snapshot.generationHashSha256.Substring(0, 8)}_" +
+                $"{snapshot.finalBoundarySha256.Substring(0, 8)}";
+            var outputPath = Path.Combine(outputRoot, baseName + ".json");
+            for (var suffix = 2; File.Exists(outputPath); suffix++)
+            {
+                outputPath = Path.Combine(
+                    outputRoot,
+                    $"{baseName}_{suffix:D2}.json");
+            }
+
+            var temporaryPath =
+                outputPath + $".tmp-{Guid.NewGuid():N}";
+            try
+            {
+                File.WriteAllText(
+                    temporaryPath,
+                    json,
+                    new UTF8Encoding(false));
+                File.Move(temporaryPath, outputPath);
+            }
+            finally
+            {
+                if (File.Exists(temporaryPath))
+                {
+                    File.Delete(temporaryPath);
+                }
+            }
+
+            return outputPath;
+        }
+
+        private static string SanitizeFileToken(string value)
+        {
+            var builder = new StringBuilder();
+            foreach (var character in value ?? string.Empty)
+            {
+                builder.Append(
+                    char.IsLetterOrDigit(character) ||
+                    character == '-' || character == '_'
+                        ? character
+                        : '_');
+                if (builder.Length >= 48)
+                {
+                    break;
+                }
+            }
+
+            return builder.Length == 0 ? "song" : builder.ToString();
+        }
+
+        private enum DiffStep
+        {
+            None,
+            Match,
+            Delete,
+            Add
+        }
+
+        private sealed class GenerationInput
+        {
+            internal GeneratedMetadata Metadata;
+            internal string MetadataSha256;
+            internal int[] OriginalBoundaryFrames;
+        }
+
+        [Serializable]
+        private sealed class GeneratedMetadata
+        {
+            public string songName;
+            public string songId;
+            public string datasetId;
+            public int sampleRate;
+            public int frameCount;
+            public string shotsFile;
+            public OutputSha256 outputSha256;
+        }
+
+        [Serializable]
+        private sealed class GeneratedShotFile
+        {
+            public List<GeneratedShot> shots;
+        }
+
+        [Serializable]
+        private sealed class GeneratedShot
+        {
+            public int startFrame;
+            public int endFrameExclusive;
+        }
+
+        [Serializable]
+        private sealed class CorrectionSnapshot
+        {
+            public string schemaVersion;
+            public string capturedUtc;
+            public int sampleRate;
+            public string songName;
+            public string songId;
+            public string datasetId;
+            public string generationHashSha256;
+            public OutputSha256 generationOutputSha256;
+            public string editorStyleId;
+            public string previewTimelineGuid;
+            public string matchingPolicy;
+            public int moveMatchWindowFrames;
+            public int ordinalBase;
+            public int[] originalBoundaryFrames;
+            public int[] finalBoundaryFrames;
+            public string originalBoundarySha256;
+            public string finalBoundarySha256;
+            public int originalBoundaryCount;
+            public int finalBoundaryCount;
+            public int keepCount;
+            public int moveCount;
+            public int addCount;
+            public int deleteCount;
+            public CorrectionRecord[] corrections;
+        }
+
+        [Serializable]
+        private sealed class OutputSha256
+        {
+            public string worldCamera;
+            public string time;
+            public string shots;
+        }
+
+        [Serializable]
+        private sealed class CorrectionRecord
+        {
+            public string action;
+            public bool hasOriginal;
+            public int originalFrame;
+            public int originalOrdinal;
+            public bool hasFinal;
+            public int finalFrame;
+            public int finalOrdinal;
+            public int deltaFrames;
+        }
+    }
+}

CameraAI~/Editor/AICameraCutCorrectionRecorder.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 3ef4feff8a1c42a0be6affcf5d6429db

CameraAI~/Editor/AICameraGeneratorWindow.UI.cs

@@ -0,0 +1,951 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using UnityEditor;
+using UnityEngine;
+using UnityEngine.Playables;
+using UnityEngine.UIElements;
+
+namespace Streamingle.Editor
+{
+    public sealed partial class AICameraGeneratorWindow
+    {
+        private static readonly string[] GeneratorUxmlPaths =
+        {
+            "Packages/com.mingle.cw-ai/Editor/UI/AICameraGeneratorWindow.uxml",
+            "Assets/Scripts/Editor/TimelineTools/UI/AICameraGeneratorWindow.uxml"
+        };
+
+        private static readonly string[] GeneratorUssPaths =
+        {
+            "Packages/com.mingle.cw-ai/Editor/UI/AICameraGeneratorWindow.uss",
+            "Assets/Scripts/Editor/TimelineTools/UI/AICameraGeneratorWindow.uss"
+        };
+
+        private VisualElement _generatorUiRoot;
+        private ScrollView _mainScroll;
+        private VisualElement _readinessCard;
+        private Label _readinessTitle;
+        private Label _readinessDetail;
+        private DropdownField _sourceDirectorDropdown;
+        private HelpBox _sourceSummaryBox;
+        private DropdownField _cutRhythmDropdown;
+        private Toggle _freshCandidateToggle;
+        private HelpBox _freshCandidateWarning;
+        private Button _generateFullButton;
+        private VisualElement _refinementCard;
+        private VisualElement _selectedShotPickerRow;
+        private HelpBox _selectedShotInfo;
+        private DropdownField _selectedShotDropdown;
+        private Foldout _shotOptionsFoldout;
+        private DropdownField _shotSizeDropdown;
+        private DropdownField _motionDropdown;
+        private DropdownField _compositionDropdown;
+        private Slider _motionIntensitySlider;
+        private FloatField _distanceField;
+        private Slider _bodyFollowSlider;
+        private Button _resetShotOptionsButton;
+        private Button _regenerateShotButton;
+        private Button _removeResultButton;
+        private VisualElement _finalCard;
+        private Foldout _feedbackFoldout;
+        private TextField _editorStyleIdField;
+        private Button _recordCorrectionButton;
+        private Button _saveFinalSceneButton;
+        private Foldout _advancedFoldout;
+        private VisualElement _advancedConfigurationHost;
+        private IMGUIContainer _advancedConfigurationGui;
+        private Button _extractDatasetButton;
+        private Button _reapplyFullButton;
+        private Button _reapplyShotButton;
+        private Button _buildCacheButton;
+        private Button _refreshDiagnosticsButton;
+        private Button _clearLogButton;
+        private TextField _logField;
+        private VisualElement _statusFooter;
+        private Label _statusMessage;
+        private Label _generationStageLabel;
+        private ProgressBar _generationProgress;
+        private Label _generationTimingLabel;
+        private HelpBox _appliedSeedBox;
+        private Button _statusLogButton;
+        private Button _cancelGenerationButton;
+        private IVisualElementScheduledItem _generatorUiRefreshItem;
+        private PlayableDirector[] _uiSourceDirectors =
+            Array.Empty<PlayableDirector>();
+        private PlayableDirector _uiRenderedSourceDirector;
+        private string _uiShotSignature = string.Empty;
+        private string _uiRenderedLog = string.Empty;
+        private bool _uiSourceReady;
+        private bool _uiLibraryReady;
+        private string _uiLibraryIssue = string.Empty;
+        private double _nextSourceValidationTime;
+        private double _nextLibraryValidationTime;
+
+        public void CreateGUI()
+        {
+            _generatorUiRefreshItem?.Pause();
+            var root = rootVisualElement;
+            root.Clear();
+
+            try
+            {
+                var uxmlPath = ResolveUiAssetPathForTests(false);
+                var visualTree = string.IsNullOrWhiteSpace(uxmlPath)
+                    ? null
+                    : AssetDatabase.LoadAssetAtPath<VisualTreeAsset>(uxmlPath);
+                if (visualTree == null)
+                {
+                    throw new FileNotFoundException(
+                        "AI 카메라 생성 UXML을 찾을 수 없습니다.",
+                        uxmlPath);
+                }
+
+                visualTree.CloneTree(root);
+                var ussPath = ResolveUiAssetPathForTests(true);
+                var styleSheet = string.IsNullOrWhiteSpace(ussPath)
+                    ? null
+                    : AssetDatabase.LoadAssetAtPath<StyleSheet>(ussPath);
+                if (styleSheet != null && !root.styleSheets.Contains(styleSheet))
+                {
+                    root.styleSheets.Add(styleSheet);
+                }
+
+                CacheGeneratorUiElements();
+                BuildAdvancedConfigurationUi();
+                RegisterGeneratorUiCallbacks();
+                RefreshGeneratorUi(true);
+
+                if (styleSheet == null)
+                {
+                    _generatorUiRoot.Insert(
+                        0,
+                        new HelpBox(
+                            "스타일 파일을 찾지 못해 기본 Unity 스타일로 표시합니다.",
+                            HelpBoxMessageType.Warning));
+                }
+
+                _generatorUiRefreshItem = root.schedule
+                    .Execute(() => RefreshGeneratorUi(false))
+                    .Every(200);
+            }
+            catch (Exception exception)
+            {
+                BuildGeneratorUiFallback(exception);
+            }
+        }
+
+        internal static string ResolveUiAssetPathForTests(bool styleSheet)
+        {
+            var candidates = styleSheet
+                ? GeneratorUssPaths
+                : GeneratorUxmlPaths;
+            foreach (var candidate in candidates)
+            {
+                var asset = styleSheet
+                    ? (UnityEngine.Object)AssetDatabase.LoadAssetAtPath<StyleSheet>(
+                        candidate)
+                    : AssetDatabase.LoadAssetAtPath<VisualTreeAsset>(candidate);
+                if (asset != null)
+                {
+                    return candidate;
+                }
+            }
+
+            return string.Empty;
+        }
+
+        private void CacheGeneratorUiElements()
+        {
+            _generatorUiRoot = RequireUi<VisualElement>("camera-generator-root");
+            _mainScroll = RequireUi<ScrollView>("main-scroll");
+            _readinessCard = RequireUi<VisualElement>("readiness-card");
+            _readinessTitle = RequireUi<Label>("readiness-title");
+            _readinessDetail = RequireUi<Label>("readiness-detail");
+            _sourceDirectorDropdown =
+                RequireUi<DropdownField>("source-director-dropdown");
+            _sourceSummaryBox = RequireUi<HelpBox>("source-summary-box");
+            _cutRhythmDropdown =
+                RequireUi<DropdownField>("cut-rhythm-dropdown");
+            _freshCandidateToggle =
+                RequireUi<Toggle>("fresh-candidate-toggle");
+            _freshCandidateWarning =
+                RequireUi<HelpBox>("fresh-candidate-warning");
+            _generateFullButton = RequireUi<Button>("generate-full-button");
+            _refinementCard = RequireUi<VisualElement>("refinement-card");
+            _selectedShotPickerRow =
+                RequireUi<VisualElement>("selected-shot-picker-row");
+            _selectedShotInfo = RequireUi<HelpBox>("selected-shot-info");
+            _selectedShotDropdown =
+                RequireUi<DropdownField>("selected-shot-dropdown");
+            _shotOptionsFoldout = RequireUi<Foldout>("shot-options-foldout");
+            _shotSizeDropdown = RequireUi<DropdownField>("shot-size-dropdown");
+            _motionDropdown = RequireUi<DropdownField>("motion-dropdown");
+            _compositionDropdown =
+                RequireUi<DropdownField>("composition-dropdown");
+            _motionIntensitySlider =
+                RequireUi<Slider>("motion-intensity-slider");
+            _distanceField = RequireUi<FloatField>("distance-field");
+            _bodyFollowSlider = RequireUi<Slider>("body-follow-slider");
+            _resetShotOptionsButton =
+                RequireUi<Button>("reset-shot-options-button");
+            _regenerateShotButton =
+                RequireUi<Button>("regenerate-shot-button");
+            _removeResultButton = RequireUi<Button>("remove-result-button");
+            _finalCard = RequireUi<VisualElement>("final-card");
+            _feedbackFoldout = RequireUi<Foldout>("feedback-foldout");
+            _editorStyleIdField = RequireUi<TextField>("editor-style-id-field");
+            _recordCorrectionButton =
+                RequireUi<Button>("record-correction-button");
+            _saveFinalSceneButton = RequireUi<Button>("save-final-scene-button");
+            _advancedFoldout = RequireUi<Foldout>("advanced-foldout");
+            _advancedConfigurationHost =
+                RequireUi<VisualElement>("advanced-configuration-host");
+            _extractDatasetButton = RequireUi<Button>("extract-dataset-button");
+            _reapplyFullButton = RequireUi<Button>("reapply-full-button");
+            _reapplyShotButton = RequireUi<Button>("reapply-shot-button");
+            _buildCacheButton = RequireUi<Button>("build-cache-button");
+            _refreshDiagnosticsButton =
+                RequireUi<Button>("refresh-diagnostics-button");
+            _clearLogButton = RequireUi<Button>("clear-log-button");
+            _logField = RequireUi<TextField>("log-field");
+            _statusFooter = RequireUi<VisualElement>("status-footer");
+            _statusMessage = RequireUi<Label>("status-message");
+            _generationStageLabel =
+                RequireUi<Label>("generation-stage-label");
+            _generationProgress = RequireUi<ProgressBar>("generation-progress");
+            _generationTimingLabel =
+                RequireUi<Label>("generation-timing-label");
+            _appliedSeedBox = RequireUi<HelpBox>("applied-seed-box");
+            _statusLogButton = RequireUi<Button>("status-log-button");
+            _cancelGenerationButton =
+                RequireUi<Button>("cancel-generation-button");
+        }
+
+        private T RequireUi<T>(string name) where T : VisualElement
+        {
+            var element = rootVisualElement.Q<T>(name);
+            if (element == null)
+            {
+                throw new InvalidDataException(
+                    $"AICameraGeneratorWindow.uxml에 '{name}' 요소가 없습니다.");
+            }
+
+            return element;
+        }
+
+        private void BuildAdvancedConfigurationUi()
+        {
+            _advancedConfigurationHost.Clear();
+            _advancedConfigurationGui = new IMGUIContainer(
+                DrawAdvancedConfigurationForUi);
+            _advancedConfigurationGui.AddToClassList("advanced-imgui");
+            _advancedConfigurationHost.Add(_advancedConfigurationGui);
+
+            _logField.multiline = true;
+            _logField.isReadOnly = true;
+        }
+
+        private void RegisterGeneratorUiCallbacks()
+        {
+            _sourceDirectorDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex =
+                    _sourceDirectorDropdown.choices.IndexOf(evt.newValue) - 1;
+                _sourceDirector = selectedIndex >= 0 &&
+                                  selectedIndex < _uiSourceDirectors.Length
+                    ? _uiSourceDirectors[selectedIndex]
+                    : null;
+                RefreshShotNames();
+                RefreshGeneratorUi(true);
+            });
+
+            _cutRhythmDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex =
+                    _cutRhythmDropdown.choices.IndexOf(evt.newValue);
+                if (selectedIndex >= 0)
+                {
+                    _cutRhythm = (CutRhythmPreference)selectedIndex;
+                }
+            });
+
+            _freshCandidateToggle.RegisterValueChangedCallback(evt =>
+            {
+                _forceFreshCandidatePool = evt.newValue;
+                RefreshGeneratorUi(false);
+            });
+
+            _generateFullButton.clicked += () =>
+            {
+                ExportGenerateAndImport();
+                RefreshGeneratorUi(true);
+            };
+
+            _selectedShotDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex =
+                    _selectedShotDropdown.choices.IndexOf(evt.newValue);
+                if (selectedIndex >= 0 && selectedIndex < _shotNames.Length)
+                {
+                    _selectedShotIndex = selectedIndex;
+                }
+            });
+
+            _shotOptionsFoldout.RegisterValueChangedCallback(evt =>
+                _showDirectionSettings = evt.newValue);
+            _shotSizeDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex = _shotSizeDropdown.choices.IndexOf(evt.newValue);
+                if (selectedIndex >= 0)
+                {
+                    _shotSize = (ShotSizePreference)selectedIndex;
+                }
+            });
+            _motionDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex = _motionDropdown.choices.IndexOf(evt.newValue);
+                if (selectedIndex >= 0)
+                {
+                    _motion = (MotionPreference)selectedIndex;
+                }
+            });
+            _compositionDropdown.RegisterValueChangedCallback(evt =>
+            {
+                var selectedIndex =
+                    _compositionDropdown.choices.IndexOf(evt.newValue);
+                if (selectedIndex >= 0)
+                {
+                    _composition = (CompositionPreference)selectedIndex;
+                }
+            });
+            _motionIntensitySlider.RegisterValueChangedCallback(evt =>
+                _motionIntensity = evt.newValue);
+            _distanceField.RegisterValueChangedCallback(evt =>
+                _distanceMeters = Mathf.Max(0f, evt.newValue));
+            _bodyFollowSlider.RegisterValueChangedCallback(evt =>
+                _bodyFollowStrength = evt.newValue);
+
+            _resetShotOptionsButton.clicked += ResetSelectedShotOptions;
+            _regenerateShotButton.clicked += () =>
+            {
+                StartGeneration(ProcessCompletionAction.ReplaceSelectedShot);
+                RefreshGeneratorUi(false);
+            };
+            _removeResultButton.clicked += () =>
+            {
+                RunEditorAction(
+                    "AI 카메라 결과를 제거하는 중...",
+                    delegate
+                    {
+                        var result = RemoveScopedPreview();
+                        RefreshShotNames();
+                        return result;
+                    });
+                RefreshGeneratorUi(true);
+            };
+
+            _editorStyleIdField.RegisterValueChangedCallback(evt =>
+                _editorStyleId = evt.newValue);
+            _recordCorrectionButton.clicked += () =>
+            {
+                RunEditorAction(
+                    "컷 수정 기록을 저장하는 중...",
+                    CaptureCutCorrectionSnapshot);
+                RefreshGeneratorUi(false);
+            };
+            _saveFinalSceneButton.clicked += SaveActiveSceneCopy;
+
+            _feedbackFoldout.SetValueWithoutNotify(false);
+            _advancedFoldout.SetValueWithoutNotify(_showAdvancedSettings);
+            _advancedFoldout.RegisterValueChangedCallback(evt =>
+            {
+                _showAdvancedSettings = evt.newValue;
+                if (evt.newValue)
+                {
+                    _advancedConfigurationGui?.MarkDirtyRepaint();
+                    RefreshGeneratorUi(true);
+                }
+            });
+
+            _extractDatasetButton.clicked += ExtractDatasetFromUi;
+            _reapplyFullButton.clicked += () =>
+            {
+                ImportFullResult(_generatedFolder);
+                RefreshGeneratorUi(true);
+            };
+            _reapplyShotButton.clicked += () =>
+            {
+                ImportSelectedShot(_generatedFolder, _selectedShotIndex);
+                RefreshGeneratorUi(true);
+            };
+            _buildCacheButton.clicked += () =>
+            {
+                StartPreparationCacheBuild();
+                RefreshGeneratorUi(false);
+            };
+            _refreshDiagnosticsButton.clicked += () =>
+            {
+                RefreshDatasetSongs(true);
+                ValidateOrAutoSelectSourceDirector();
+                RefreshShotNames();
+                RefreshGeneratorUi(true);
+            };
+            _clearLogButton.clicked += () =>
+            {
+                _log = string.Empty;
+                _uiRenderedLog = string.Empty;
+                _logField.SetValueWithoutNotify("아직 로그가 없습니다.");
+            };
+            _statusLogButton.clicked += () =>
+            {
+                _showAdvancedSettings = true;
+                _advancedFoldout.SetValueWithoutNotify(true);
+                RefreshGeneratorUi(true);
+                _mainScroll.schedule.Execute(() =>
+                    _mainScroll.ScrollTo(_advancedFoldout));
+            };
+            _cancelGenerationButton.clicked += CancelGeneration;
+            _generatorUiRoot.RegisterCallback<GeometryChangedEvent>(evt =>
+                SetClassState(
+                    _generatorUiRoot,
+                    "narrow-layout",
+                    evt.newRect.width > 0f && evt.newRect.width < 680f));
+        }
+
+        private void ResetSelectedShotOptions()
+        {
+            _shotSize = ShotSizePreference.Auto;
+            _motion = MotionPreference.Auto;
+            _composition = CompositionPreference.Auto;
+            _motionIntensity = 1f;
+            _distanceMeters = 0f;
+            _bodyFollowStrength = 0.18f;
+            RefreshGeneratorUi(false);
+        }
+
+        private void ExtractDatasetFromUi()
+        {
+            RunEditorAction(
+                "Timeline 데이터를 추출하는 중...",
+                delegate
+                {
+                    var output = TimelineCameraDatasetExporter
+                        .ExportAll60FpsForCli();
+                    ConfigureExportedDataset(output, _songId.Trim());
+                    return $"추출 완료: {output}\n" +
+                           $"곡 {_datasetSongNames.Length:N0}개를 찾았습니다.";
+                });
+            RefreshGeneratorUi(true);
+        }
+
+        private void DrawAdvancedConfigurationForUi()
+        {
+            EditorGUILayout.LabelField(
+                "경로와 생성 세부 설정",
+                EditorStyles.boldLabel);
+            EditorGUILayout.HelpBox(
+                "일반 생성에는 변경할 필요가 없습니다. Worker 경로, 입력 ID, " +
+                "Seed와 키 단순화를 직접 조정할 때만 사용하세요.",
+                MessageType.Info);
+            using (new EditorGUI.DisabledScope(IsProcessRunning))
+            {
+                DrawPathSettings();
+                EditorGUILayout.Space(10f);
+                DrawTargetSettings();
+            }
+        }
+
+        private void RefreshGeneratorUi(bool refreshLists)
+        {
+            if (_generatorUiRoot == null || _generatorUiRoot.panel == null)
+            {
+                return;
+            }
+
+            if (refreshLists || _uiRenderedSourceDirector != _sourceDirector)
+            {
+                RefreshSourceDirectorDropdown();
+                _nextSourceValidationTime = 0d;
+            }
+
+            var shotSignature = string.Join("\u001f", _shotNames);
+            if (refreshLists || !string.Equals(
+                    shotSignature,
+                    _uiShotSignature,
+                    StringComparison.Ordinal))
+            {
+                RefreshShotDropdown();
+                _uiShotSignature = shotSignature;
+            }
+
+            RefreshSourceSummary(refreshLists);
+            RefreshGenerationLibraryStatus(refreshLists);
+            RefreshReadiness();
+            RefreshGenerationControls();
+            RefreshRefinementControls();
+            RefreshStatusFooter();
+            RefreshAdvancedControls();
+        }
+
+        private void RefreshSourceDirectorDropdown()
+        {
+            _uiSourceDirectors = GetAvailableSourceDirectors();
+            if (_sourceDirector != null &&
+                !_uiSourceDirectors.Contains(_sourceDirector))
+            {
+                _sourceDirector = null;
+            }
+
+            if (_sourceDirector == null && _uiSourceDirectors.Length == 1)
+            {
+                _sourceDirector = _uiSourceDirectors[0];
+                RefreshShotNames();
+            }
+
+            var choices = new List<string>();
+            if (_uiSourceDirectors.Length == 0)
+            {
+                choices.Add("현재 씬에 사용할 Timeline이 없습니다");
+            }
+            else
+            {
+                choices.Add("Timeline을 선택하세요");
+                choices.AddRange(_uiSourceDirectors.Select(GetSourceDirectorLabel));
+            }
+
+            _sourceDirectorDropdown.choices = choices;
+            var currentIndex = Array.IndexOf(_uiSourceDirectors, _sourceDirector);
+            var choiceIndex = _uiSourceDirectors.Length == 0
+                ? 0
+                : Mathf.Clamp(currentIndex + 1, 0, choices.Count - 1);
+            _sourceDirectorDropdown.SetValueWithoutNotify(choices[choiceIndex]);
+            _uiRenderedSourceDirector = _sourceDirector;
+        }
+
+        private void RefreshSourceSummary(bool force)
+        {
+            var now = EditorApplication.timeSinceStartup;
+            if (!force && now < _nextSourceValidationTime)
+            {
+                return;
+            }
+
+            _nextSourceValidationTime = now + 1d;
+            if (_sourceDirector == null)
+            {
+                _uiSourceReady = false;
+                _sourceSummaryBox.text =
+                    "모션과 음원이 들어 있는 원본 Timeline을 선택하세요.";
+                _sourceSummaryBox.messageType = HelpBoxMessageType.Warning;
+                return;
+            }
+
+            try
+            {
+                var summary = TimelineCameraDatasetExporter
+                    .GetGenerationInputSummaryForEditor(_sourceDirector);
+                _uiSourceReady = summary.isValid;
+                if (!summary.isValid)
+                {
+                    _sourceSummaryBox.text = string.IsNullOrWhiteSpace(summary.error)
+                        ? "캐릭터 모션과 음원을 확인할 수 없습니다."
+                        : summary.error;
+                    _sourceSummaryBox.messageType = HelpBoxMessageType.Error;
+                    return;
+                }
+
+                _sourceSummaryBox.text =
+                    $"캐릭터  {summary.characterName}\n" +
+                    $"음원  {summary.audioClipName}    ·    " +
+                    $"{summary.duration:F1}초";
+                _sourceSummaryBox.messageType = HelpBoxMessageType.Info;
+            }
+            catch (Exception exception)
+            {
+                _uiSourceReady = false;
+                _sourceSummaryBox.text = exception.Message;
+                _sourceSummaryBox.messageType = HelpBoxMessageType.Error;
+            }
+        }
+
+        private void RefreshReadiness()
+        {
+            var running = IsProcessRunning;
+            var ready = _uiSourceReady && _uiLibraryReady;
+            SetClassState(_readinessCard, "readiness--ready", !running && ready);
+            SetClassState(_readinessCard, "readiness--running", running);
+            SetClassState(
+                _readinessCard,
+                "readiness--warning",
+                !running && !ready);
+
+            if (running)
+            {
+                _readinessTitle.text = "카메라를 생성하고 있습니다";
+                _readinessDetail.text =
+                    "현재 단계와 예상 남은 시간은 아래 상태 영역에서 확인할 수 있습니다.";
+            }
+            else if (!_uiLibraryReady)
+            {
+                _readinessTitle.text = "생성 도구 설정이 필요합니다";
+                _readinessDetail.text = _uiLibraryIssue;
+            }
+            else if (_uiSourceReady)
+            {
+                _readinessTitle.text = "Timeline 입력 확인 완료";
+                _readinessDetail.text =
+                    "모션과 음원이 확인되었습니다. 전체 생성 버튼을 눌러 시작하세요.";
+            }
+            else if (_sourceDirector == null)
+            {
+                _readinessTitle.text = "Timeline 선택이 필요합니다";
+                _readinessDetail.text =
+                    "현재 씬에서 모션과 음원이 있는 Timeline을 선택하세요.";
+            }
+            else
+            {
+                _readinessTitle.text = "입력 구성을 확인해주세요";
+                _readinessDetail.text =
+                    "선택한 Timeline에서 캐릭터 모션 또는 음원을 찾지 못했습니다.";
+            }
+        }
+
+        private void RefreshGenerationLibraryStatus(bool force)
+        {
+            var now = EditorApplication.timeSinceStartup;
+            if (!force && now < _nextLibraryValidationTime)
+            {
+                return;
+            }
+
+            _nextLibraryValidationTime = now + 1d;
+            var repaired = TryAutoRepairGenerationLibraryRoot();
+            var root = string.IsNullOrWhiteSpace(_cwAiRoot)
+                ? string.Empty
+                : Path.GetFullPath(_cwAiRoot);
+            if (string.IsNullOrWhiteSpace(root) || !Directory.Exists(root))
+            {
+                _uiLibraryReady = false;
+                _uiLibraryIssue =
+                    "참조 데이터 폴더를 찾지 못했습니다. 고급·진단에서 경로를 확인하세요.";
+                return;
+            }
+
+            if (!Directory.Exists(Path.Combine(root, "DatasetExports")) ||
+                !File.Exists(Path.Combine(
+                    root,
+                    "reports",
+                    "training_index.json")) ||
+                !File.Exists(Path.Combine(
+                    root,
+                    "models",
+                    "cut_ranker_v2.json")))
+            {
+                _uiLibraryReady = false;
+                _uiLibraryIssue =
+                    "참조 데이터가 완전하지 않습니다. 고급·진단에서 CW-AI 루트를 확인하세요.";
+                return;
+            }
+
+            if (string.IsNullOrWhiteSpace(_cliExecutable) ||
+                !File.Exists(_cliExecutable))
+            {
+                _cliExecutable = ResolveCliExecutable(true);
+            }
+
+            if (string.IsNullOrWhiteSpace(_cliExecutable) ||
+                !File.Exists(_cliExecutable))
+            {
+                _uiLibraryReady = false;
+                _uiLibraryIssue =
+                    "CWCameraWorker를 찾지 못했습니다. 고급·진단에서 실행 파일을 확인하세요.";
+                return;
+            }
+
+            _uiLibraryReady = true;
+            _uiLibraryIssue = string.Empty;
+            if (repaired &&
+                !string.IsNullOrWhiteSpace(_status) &&
+                _status.IndexOf(
+                    "training_index",
+                    StringComparison.OrdinalIgnoreCase) >= 0)
+            {
+                _status =
+                    "참조 데이터 경로를 자동 복구했습니다. 전체 생성을 다시 실행하세요.";
+            }
+        }
+
+        private void RefreshGenerationControls()
+        {
+            var running = IsProcessRunning;
+            _sourceDirectorDropdown.SetEnabled(
+                !running && _uiSourceDirectors.Length > 0);
+            _cutRhythmDropdown.choices =
+                new List<string>(SimpleCutRhythmNames);
+            _cutRhythmDropdown.SetValueWithoutNotify(
+                SimpleCutRhythmNames[Mathf.Clamp(
+                    (int)_cutRhythm,
+                    0,
+                    SimpleCutRhythmNames.Length - 1)]);
+            _cutRhythmDropdown.SetEnabled(!running);
+            _freshCandidateToggle.SetValueWithoutNotify(_forceFreshCandidatePool);
+            _freshCandidateToggle.SetEnabled(!running);
+            SetDisplayed(_freshCandidateWarning, _forceFreshCandidatePool);
+            _generateFullButton.text = running
+                ? "카메라 생성 중..."
+                : FullAutonomousGenerationButtonLabel;
+            _generateFullButton.SetEnabled(
+                !running && _uiSourceReady && _uiLibraryReady);
+        }
+
+        private void RefreshShotDropdown()
+        {
+            var choices = _shotNames.Length > 0
+                ? new List<string>(_shotNames)
+                : new List<string> { "가져온 AI 카메라가 없습니다" };
+            _selectedShotDropdown.choices = choices;
+            _selectedShotIndex = _shotNames.Length == 0
+                ? 0
+                : Mathf.Clamp(_selectedShotIndex, 0, _shotNames.Length - 1);
+            _selectedShotDropdown.SetValueWithoutNotify(
+                choices[Mathf.Clamp(_selectedShotIndex, 0, choices.Count - 1)]);
+        }
+
+        private void RefreshRefinementControls()
+        {
+            var hasShots = _shotNames.Length > 0;
+            var running = IsProcessRunning;
+            _editorStyleIdField.SetValueWithoutNotify(_editorStyleId);
+            _recordCorrectionButton.SetEnabled(
+                hasShots &&
+                !running &&
+                !string.IsNullOrWhiteSpace(_editorStyleId) &&
+                _sourceDirector != null);
+            _saveFinalSceneButton.SetEnabled(hasShots && !running);
+            SetDisplayed(_refinementCard, hasShots);
+            SetDisplayed(_finalCard, hasShots);
+            SetDisplayed(_feedbackFoldout, hasShots);
+            if (!hasShots)
+            {
+                return;
+            }
+
+            var selectedFromTimeline =
+                TrySyncSelectedShotFromEditor(out var selectedCameraName);
+            _selectedShotIndex = Mathf.Clamp(
+                _selectedShotIndex,
+                0,
+                _shotNames.Length - 1);
+            _selectedShotDropdown.SetValueWithoutNotify(
+                _shotNames[_selectedShotIndex]);
+            SetDisplayed(_selectedShotPickerRow, !selectedFromTimeline);
+            _selectedShotInfo.text = selectedFromTimeline
+                ? $"Timeline/Hierarchy 선택  {selectedCameraName}  ·  " +
+                  $"카메라 {_selectedShotIndex:D3}"
+                : "Timeline의 AI 카메라를 선택하면 자동으로 연결됩니다. " +
+                  "아래 목록에서 직접 선택할 수도 있습니다.";
+            _selectedShotInfo.messageType = selectedFromTimeline
+                ? HelpBoxMessageType.Info
+                : HelpBoxMessageType.None;
+
+            _shotOptionsFoldout.SetValueWithoutNotify(_showDirectionSettings);
+            _shotOptionsFoldout.SetEnabled(!running);
+            _shotSizeDropdown.choices = new List<string>(SimpleShotSizeNames);
+            _shotSizeDropdown.SetValueWithoutNotify(
+                SimpleShotSizeNames[Mathf.Clamp(
+                    (int)_shotSize,
+                    0,
+                    SimpleShotSizeNames.Length - 1)]);
+            _motionDropdown.choices = new List<string>(SimpleMotionNames);
+            _motionDropdown.SetValueWithoutNotify(
+                SimpleMotionNames[Mathf.Clamp(
+                    (int)_motion,
+                    0,
+                    SimpleMotionNames.Length - 1)]);
+            _compositionDropdown.choices =
+                new List<string>(SimpleCompositionNames);
+            _compositionDropdown.SetValueWithoutNotify(
+                SimpleCompositionNames[Mathf.Clamp(
+                    (int)_composition,
+                    0,
+                    SimpleCompositionNames.Length - 1)]);
+            _motionIntensitySlider.SetValueWithoutNotify(_motionIntensity);
+            _distanceField.SetValueWithoutNotify(_distanceMeters);
+            _bodyFollowSlider.SetValueWithoutNotify(_bodyFollowStrength);
+            _regenerateShotButton.text = selectedFromTimeline
+                ? "선택한 카메라 재생성"
+                : "목록의 카메라 재생성";
+            _regenerateShotButton.tooltip = selectedFromTimeline
+                ? SelectedCameraRegenerationButtonLabel
+                : ListedCameraRegenerationButtonLabel;
+            _regenerateShotButton.SetEnabled(!running);
+            _removeResultButton.SetEnabled(!running);
+
+        }
+
+        private void RefreshStatusFooter()
+        {
+            var running = IsProcessRunning;
+            var status = string.IsNullOrWhiteSpace(_status)
+                ? "준비됨"
+                : _status.Trim();
+            _statusMessage.text = status;
+
+            var isError = status.IndexOf(
+                              "실패",
+                              StringComparison.OrdinalIgnoreCase) >= 0 ||
+                          status.IndexOf(
+                              "오류",
+                              StringComparison.OrdinalIgnoreCase) >= 0 ||
+                          status.IndexOf(
+                              "찾을 수 없",
+                              StringComparison.OrdinalIgnoreCase) >= 0;
+            SetClassState(_statusFooter, "status--running", running);
+            SetClassState(_statusFooter, "status--error", !running && isError);
+            SetClassState(_statusFooter, "status--ready", !running && !isError);
+            SetDisplayed(_statusLogButton, !running && isError);
+
+            if (_generationOperationActive)
+            {
+                var stageText = _generationStageIndex > 0
+                    ? $"{_generationStageIndex}/{_generationStageCount}단계 · " +
+                      _generationStage
+                    : _generationStage;
+                _generationStageLabel.text = stageText;
+                SetDisplayed(_generationStageLabel, true);
+                SetDisplayed(
+                    _generationProgress,
+                    _generationStageProgress >= 0f);
+                if (_generationStageProgress >= 0f)
+                {
+                    _generationProgress.value = Mathf.Clamp01(
+                        _generationStageProgress);
+                    _generationProgress.title = stageText;
+                }
+
+                _generationTimingLabel.text = BuildRunningTimingText();
+                SetDisplayed(_generationTimingLabel, true);
+            }
+            else
+            {
+                SetDisplayed(_generationStageLabel, false);
+                SetDisplayed(_generationProgress, false);
+                var recentDuration = _lastCompletedDurationSeconds > 0d
+                    ? _lastCompletedDurationSeconds
+                    : EditorPrefs.GetFloat(
+                        RuntimeHistoryKey("LastSeconds"),
+                        -1f);
+                _generationTimingLabel.text = recentDuration > 0d
+                    ? "최근 생성  " + FormatObservedDuration(recentDuration)
+                    : string.Empty;
+                SetDisplayed(
+                    _generationTimingLabel,
+                    !isError && recentDuration > 0d);
+            }
+
+            SetDisplayed(_cancelGenerationButton, running);
+            _cancelGenerationButton.SetEnabled(
+                running && _cliRunner?.CancellationRequested != true);
+
+            SetDisplayed(_appliedSeedBox, _hasLastAppliedSeed);
+            if (_hasLastAppliedSeed)
+            {
+                _appliedSeedBox.text = BuildAppliedSeedSummary(
+                    _lastAppliedSeed,
+                    _seed,
+                    _lastAppliedSeedWasSelectedShot,
+                    _lastAppliedSeedShotIndex);
+            }
+        }
+
+        private void RefreshAdvancedControls()
+        {
+            _advancedFoldout.SetValueWithoutNotify(_showAdvancedSettings);
+            _extractDatasetButton.SetEnabled(!IsProcessRunning);
+            _reapplyFullButton.SetEnabled(!IsProcessRunning);
+            _reapplyShotButton.SetEnabled(
+                !IsProcessRunning && _shotNames.Length > 0);
+            _buildCacheButton.SetEnabled(
+                !IsProcessRunning && _uiLibraryReady);
+            _refreshDiagnosticsButton.SetEnabled(!IsProcessRunning);
+
+            if (_showAdvancedSettings)
+            {
+                _advancedConfigurationGui?.MarkDirtyRepaint();
+                var logText = string.IsNullOrWhiteSpace(_log)
+                    ? "아직 로그가 없습니다."
+                    : _log;
+                if (!string.Equals(
+                        logText,
+                        _uiRenderedLog,
+                        StringComparison.Ordinal))
+                {
+                    _uiRenderedLog = logText;
+                    _logField.SetValueWithoutNotify(logText);
+                }
+            }
+        }
+
+        private void BuildGeneratorUiFallback(Exception exception)
+        {
+            var root = rootVisualElement;
+            root.Clear();
+            var helpBox = new HelpBox(
+                "새 UI를 불러오지 못해 호환 화면으로 전환했습니다.\n" +
+                exception.Message,
+                HelpBoxMessageType.Error);
+            helpBox.style.marginLeft = 8f;
+            helpBox.style.marginRight = 8f;
+            helpBox.style.marginTop = 8f;
+            root.Add(helpBox);
+            var legacyContainer = new IMGUIContainer(DrawLegacyGui);
+            legacyContainer.style.flexGrow = 1f;
+            root.Add(legacyContainer);
+            UnityEngine.Debug.LogException(exception);
+        }
+
+        private void OnSelectionChange()
+        {
+            RefreshGeneratorUi(false);
+        }
+
+        private void OnHierarchyChange()
+        {
+            if (_generatorUiRoot == null)
+            {
+                return;
+            }
+
+            ValidateOrAutoSelectSourceDirector();
+            RefreshShotNames();
+            RefreshGeneratorUi(true);
+        }
+
+        private static void SetDisplayed(VisualElement element, bool displayed)
+        {
+            if (element != null)
+            {
+                element.style.display = displayed
+                    ? DisplayStyle.Flex
+                    : DisplayStyle.None;
+            }
+        }
+
+        private static void SetClassState(
+            VisualElement element,
+            string className,
+            bool enabled)
+        {
+            if (enabled)
+            {
+                element.AddToClassList(className);
+            }
+            else
+            {
+                element.RemoveFromClassList(className);
+            }
+        }
+    }
+}

CameraAI~/Editor/AICameraGeneratorWindow.UI.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 91c38b82e8714b4da4f92c32e990cc51

CameraAI~/Editor/AICameraGeneratorWindow.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 7ff40a5b8a5b43e492463c46ba8f4995

CameraAI~/Editor/AICameraPreviewGenerationProvenance.cs

@@ -0,0 +1,41 @@
+using UnityEngine;
+
+namespace Streamingle.Editor
+{
+    /// <summary>
+    /// Preview-only lineage stored as a hidden Timeline subasset. This lives in
+    /// the Editor assembly and is removed when a durable Final Timeline is made.
+    /// </summary>
+    public sealed class AICameraPreviewGenerationProvenance : ScriptableObject
+    {
+        internal const string CurrentSchemaVersion =
+            "ai-camera-preview-generation-provenance-v1";
+
+        [SerializeField, HideInInspector]
+        private string _schemaVersion = CurrentSchemaVersion;
+        [SerializeField, HideInInspector]
+        private string _cwAiRelativeGeneratedFolder = string.Empty;
+        [SerializeField, HideInInspector]
+        private string _absoluteGeneratedFolder = string.Empty;
+        [SerializeField, HideInInspector]
+        private string _metadataSha256 = string.Empty;
+
+        internal string SchemaVersion => _schemaVersion;
+        internal string CwAiRelativeGeneratedFolder =>
+            _cwAiRelativeGeneratedFolder;
+        internal string AbsoluteGeneratedFolder => _absoluteGeneratedFolder;
+        internal string MetadataSha256 => _metadataSha256;
+
+        internal void SetValues(
+            string cwAiRelativeGeneratedFolder,
+            string absoluteGeneratedFolder,
+            string metadataSha256)
+        {
+            _schemaVersion = CurrentSchemaVersion;
+            _cwAiRelativeGeneratedFolder =
+                cwAiRelativeGeneratedFolder ?? string.Empty;
+            _absoluteGeneratedFolder = absoluteGeneratedFolder ?? string.Empty;
+            _metadataSha256 = metadataSha256 ?? string.Empty;
+        }
+    }
+}

CameraAI~/Editor/AICameraPreviewGenerationProvenance.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: d8f3a1c2e4b54f6789012345abcde678

CameraAI~/Editor/AICameraTimelinePreviewImporter.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 31604c3bc92fd194484b9159429dd3c2

CameraAI~/Editor/AssemblyInfo.cs

@@ -0,0 +1,3 @@
+using System.Runtime.CompilerServices;
+
+[assembly: InternalsVisibleTo("Mingle.CWAI.Editor.Tests")]

CameraAI~/Editor/AssemblyInfo.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: a1a242e13969456688f2467d4acf4930

CameraAI~/Editor/Mingle.CWAI.Editor.asmdef

@@ -0,0 +1,21 @@
+{
+  "name": "Mingle.CWAI.Editor",
+  "rootNamespace": "Streamingle.Editor",
+  "references": [
+    "Unity.Cinemachine",
+    "Unity.Cinemachine.Editor",
+    "Unity.Recorder.Editor",
+    "Unity.Timeline"
+  ],
+  "includePlatforms": [
+    "Editor"
+  ],
+  "excludePlatforms": [],
+  "allowUnsafeCode": false,
+  "overrideReferences": false,
+  "precompiledReferences": [],
+  "autoReferenced": true,
+  "defineConstraints": [],
+  "versionDefines": [],
+  "noEngineReferences": false
+}

CameraAI~/Editor/Mingle.CWAI.Editor.asmdef.meta

@@ -0,0 +1,7 @@
+fileFormatVersion: 2
+guid: c99c6ba712c380b43bd392841b1eb410
+AssemblyDefinitionImporter:
+  externalObjects: {}
+  userData:
+  assetBundleName:
+  assetBundleVariant:

CameraAI~/Editor/TimelineCameraBatchExporter.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: c3ab4b71dae56314c981d64b2d3fd3d7

CameraAI~/Editor/TimelineCameraDatasetExporter.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 47fb91e0c133d204d84638cf2b4a98ea

CameraAI~/Editor/UI.meta

@@ -0,0 +1,8 @@
+fileFormatVersion: 2
+guid: 8c8c76ce67b4489299ad2b2afb1cdf3d
+folderAsset: yes
+DefaultImporter:
+  externalObjects: {}
+  userData: 
+  assetBundleName: 
+  assetBundleVariant: 

CameraAI~/Editor/UI/AICameraGeneratorWindow.uss

@@ -0,0 +1,522 @@
+.camera-generator-root {
+    flex-grow: 1;
+    background-color: #17191d;
+    color: #e7eaf0;
+}
+
+.main-scroll {
+    flex-grow: 1;
+}
+
+.page {
+    align-self: center;
+    max-width: 920px;
+    padding: 12px 16px 18px 16px;
+    width: 100%;
+}
+
+.hero {
+    background-color: #20242a;
+    border-color: #343941;
+    border-radius: 10px;
+    border-width: 1px;
+    margin-bottom: 8px;
+    padding: 14px 16px;
+}
+
+.hero-row,
+.card-heading,
+.button-row,
+.field-pair,
+.log-heading,
+.status-footer,
+.readiness-card,
+.flow-strip {
+    flex-direction: row;
+}
+
+.hero-row,
+.card-heading,
+.log-heading,
+.status-footer,
+.readiness-card {
+    align-items: center;
+}
+
+.hero-copy,
+.card-heading-copy,
+.readiness-copy,
+.status-copy {
+    flex-grow: 1;
+    flex-shrink: 1;
+}
+
+.eyebrow {
+    color: #67d5bd;
+    font-size: 10px;
+    letter-spacing: 1.6px;
+    -unity-font-style: bold;
+}
+
+.hero-title {
+    color: #ffffff;
+    font-size: 22px;
+    margin-top: 2px;
+    -unity-font-style: bold;
+}
+
+.hero-description {
+    color: #b8bec8;
+    font-size: 11px;
+    margin-top: 4px;
+    white-space: normal;
+}
+
+.backend-badge,
+.recommended-badge {
+    background-color: #173d36;
+    border-color: #2b6c5f;
+    border-radius: 10px;
+    border-width: 1px;
+    color: #8ce9d3;
+    font-size: 10px;
+    margin-left: 12px;
+    padding: 5px 9px;
+    -unity-font-style: bold;
+}
+
+.flow-strip {
+    flex-wrap: nowrap;
+    margin-top: 11px;
+}
+
+.flow-item {
+    background-color: #181b20;
+    border-radius: 4px;
+    color: #aeb5c0;
+    flex-basis: 0;
+    flex-grow: 1;
+    font-size: 9px;
+    margin-right: 3px;
+    min-width: 0;
+    padding: 5px 3px;
+    -unity-text-align: middle-center;
+}
+
+.readiness-card {
+    background-color: #22262b;
+    border-color: #454b54;
+    border-radius: 7px;
+    border-width: 1px;
+    border-left-width: 3px;
+    margin-bottom: 8px;
+    padding: 8px 11px;
+}
+
+.readiness-dot {
+    background-color: #d5a84a;
+    border-radius: 5px;
+    height: 10px;
+    margin-right: 10px;
+    width: 10px;
+}
+
+.readiness-title {
+    color: #f2f4f7;
+    font-size: 12px;
+    -unity-font-style: bold;
+}
+
+.readiness-detail {
+    color: #a8afb9;
+    font-size: 10px;
+    margin-top: 2px;
+    white-space: normal;
+}
+
+.readiness--ready {
+    border-left-color: #4fba93;
+}
+
+.readiness--ready .readiness-dot {
+    background-color: #56d3a6;
+}
+
+.readiness--ready .readiness-detail {
+    display: none;
+}
+
+.readiness--running {
+    border-left-color: #5d9fe8;
+}
+
+.readiness--running .readiness-dot {
+    background-color: #69adf4;
+}
+
+.readiness--warning {
+    border-left-color: #d5a84a;
+}
+
+.workflow-card,
+.utility-foldout {
+    background-color: #22252a;
+    border-color: #343941;
+    border-radius: 8px;
+    border-width: 1px;
+    margin-bottom: 8px;
+    padding: 11px 12px;
+}
+
+.generation-card {
+    border-color: #343941;
+}
+
+.refinement-card {
+    display: none;
+}
+
+.card-heading {
+    margin-bottom: 8px;
+}
+
+.step-badge {
+    background-color: #2a7968;
+    border-radius: 13px;
+    color: #ffffff;
+    font-size: 11px;
+    height: 26px;
+    margin-right: 10px;
+    width: 26px;
+    -unity-font-style: bold;
+    -unity-text-align: middle-center;
+}
+
+.card-title {
+    color: #f3f5f7;
+    font-size: 14px;
+    -unity-font-style: bold;
+}
+
+.card-description,
+.foldout-description,
+.inline-note {
+    color: #b0b7c1;
+    font-size: 11px;
+    white-space: normal;
+}
+
+.card-description {
+    margin-top: 2px;
+}
+
+.form-field,
+.compact-field,
+.summary-box,
+.fresh-toggle,
+.inline-note {
+    margin-bottom: 8px;
+}
+
+.camera-generator-root .unity-base-field__label {
+    color: #c6ccd5;
+    min-width: 112px;
+}
+
+.camera-generator-root .unity-base-field__input,
+.camera-generator-root .unity-popup-field__input {
+    background-color: #17191d;
+    border-color: #3a4049;
+    color: #e7eaf0;
+}
+
+.field-pair {
+    flex-wrap: wrap;
+}
+
+.compact-field {
+    flex-grow: 1;
+    margin-right: 8px;
+    min-width: 210px;
+}
+
+.inner-foldout {
+    background-color: #1c1f23;
+    border-radius: 6px;
+    margin-bottom: 10px;
+    padding: 9px;
+}
+
+.inner-foldout > .unity-foldout__toggle,
+.utility-foldout > .unity-foldout__toggle {
+    color: #e3e6eb;
+    -unity-font-style: bold;
+}
+
+.fresh-toggle {
+    margin-top: 4px;
+}
+
+.hidden-box,
+.applied-seed-box,
+.generation-stage,
+.generation-progress,
+.footer-action,
+.cancel-action {
+    display: none;
+}
+
+.primary-action,
+.secondary-action,
+.quiet-action,
+.danger-action,
+.cancel-action,
+.mini-action {
+    border-radius: 5px;
+    -unity-font-style: bold;
+}
+
+.primary-action {
+    background-color: #2b8a74;
+    border-color: #43a890;
+    color: #ffffff;
+    font-size: 13px;
+    height: 42px;
+    margin-top: 6px;
+}
+
+.primary-action:hover {
+    background-color: #329a82;
+}
+
+.secondary-action {
+    background-color: #315f87;
+    border-color: #477aa4;
+    color: #ffffff;
+    height: 34px;
+}
+
+.secondary-action:hover {
+    background-color: #3a6f9c;
+}
+
+.quiet-action {
+    background-color: #2a2e34;
+    border-color: #424851;
+    color: #d7dbe1;
+    min-height: 28px;
+}
+
+.quiet-action:hover {
+    background-color: #343941;
+}
+
+.danger-action,
+.cancel-action {
+    background-color: #512d32;
+    border-color: #764049;
+    color: #f1c2c8;
+    height: 34px;
+    min-width: 130px;
+}
+
+.danger-action:hover,
+.cancel-action:hover {
+    background-color: #66363d;
+}
+
+.button-row {
+    flex-wrap: wrap;
+    margin-top: 6px;
+}
+
+.button-row > Button {
+    margin-right: 6px;
+    margin-top: 4px;
+}
+
+.grow-action {
+    flex-grow: 1;
+    min-width: 185px;
+}
+
+.final-card .secondary-action {
+    height: 38px;
+}
+
+.utility-foldout {
+    margin-top: 4px;
+}
+
+.foldout-description {
+    margin-bottom: 10px;
+    margin-left: 18px;
+    margin-top: 7px;
+}
+
+.advanced-configuration-host {
+    background-color: #1a1c20;
+    border-radius: 5px;
+    margin: 8px 0 10px 18px;
+    padding: 8px;
+}
+
+.advanced-imgui {
+    min-height: 330px;
+}
+
+.subsection-title {
+    color: #dce0e6;
+    font-size: 11px;
+    margin-left: 18px;
+    margin-top: 8px;
+    -unity-font-style: bold;
+}
+
+.advanced-actions,
+.log-field {
+    margin-left: 18px;
+}
+
+.log-heading {
+    justify-content: space-between;
+    margin-top: 8px;
+}
+
+.mini-action {
+    background-color: #292d32;
+    border-color: #40464f;
+    color: #cdd2d9;
+    font-size: 9px;
+    height: 22px;
+    min-width: 56px;
+}
+
+.log-field {
+    height: 190px;
+    margin-top: 5px;
+}
+
+.status-footer {
+    background-color: #1d2025;
+    border-color: #343941;
+    border-top-width: 1px;
+    flex-shrink: 0;
+    min-height: 48px;
+    padding: 7px 14px;
+}
+
+.status-copy {
+    margin-right: 12px;
+}
+
+.status-kicker {
+    color: #7f8995;
+    font-size: 9px;
+    letter-spacing: 0.6px;
+    -unity-font-style: bold;
+}
+
+.status-message {
+    color: #e6e9ee;
+    font-size: 11px;
+    margin-top: 2px;
+    max-height: 38px;
+    white-space: normal;
+}
+
+.generation-stage {
+    color: #7fb7f3;
+    font-size: 10px;
+    margin-top: 4px;
+    -unity-font-style: bold;
+}
+
+.generation-progress {
+    height: 17px;
+    margin-top: 4px;
+}
+
+.generation-timing {
+    color: #929ba7;
+    font-size: 10px;
+    margin-top: 3px;
+}
+
+.applied-seed-box {
+    margin-top: 5px;
+}
+
+.status--ready {
+    border-top-color: #346b5d;
+}
+
+.status--running {
+    border-top-color: #4d84bd;
+}
+
+.status--error {
+    background-color: #251d20;
+    border-top-color: #8c4650;
+}
+
+.status--error .status-message {
+    color: #f2b9c1;
+}
+
+.cancel-action {
+    flex-shrink: 0;
+}
+
+.footer-action {
+    background-color: #2b3037;
+    border-color: #474e58;
+    border-radius: 5px;
+    color: #d8dde5;
+    flex-shrink: 0;
+    height: 30px;
+    margin-right: 6px;
+    min-width: 74px;
+    -unity-font-style: bold;
+}
+
+.narrow-layout .backend-badge {
+    display: none;
+}
+
+.narrow-layout .page {
+    padding-left: 12px;
+    padding-right: 12px;
+}
+
+.narrow-layout .field-pair,
+.narrow-layout .button-row {
+    flex-direction: column;
+}
+
+.narrow-layout .compact-field,
+.narrow-layout .button-row > Button {
+    margin-right: 0;
+    min-width: 0;
+    width: 100%;
+}
+
+.narrow-layout .camera-generator-root .unity-base-field__label,
+.camera-generator-root.narrow-layout .unity-base-field__label {
+    min-width: 104px;
+}
+
+.summary-box .unity-help-box__icon {
+    height: 16px;
+    margin-right: 6px;
+    width: 16px;
+}
+
+.summary-box .unity-help-box__label {
+    font-size: 10px;
+}
+
+.camera-generator-root Button:disabled,
+.camera-generator-root .unity-base-field:disabled {
+    opacity: 0.46;
+}

CameraAI~/Editor/UI/AICameraGeneratorWindow.uss.meta

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CameraAI~/Editor/UI/AICameraGeneratorWindow.uxml

@@ -0,0 +1,136 @@
+<ui:UXML xmlns:ui="UnityEngine.UIElements">
+    <ui:VisualElement name="camera-generator-root" class="camera-generator-root">
+        <ui:ScrollView name="main-scroll" class="main-scroll">
+            <ui:VisualElement class="page">
+                <ui:VisualElement class="hero">
+                    <ui:VisualElement class="hero-row">
+                        <ui:VisualElement class="hero-copy">
+                            <ui:Label text="CAMERA WORK AI" class="eyebrow" />
+                            <ui:Label text="AI 카메라 생성" class="hero-title" />
+                            <ui:Label text="Timeline의 모션과 음원으로 편집 가능한 Cinemachine 카메라를 생성합니다." class="hero-description" />
+                        </ui:VisualElement>
+                        <ui:Label text="고품질 Worker" class="backend-badge" />
+                    </ui:VisualElement>
+                    <ui:VisualElement class="flow-strip">
+                        <ui:Label text="1  입력" class="flow-item" />
+                        <ui:Label text="2  전체 생성" class="flow-item" />
+                        <ui:Label text="3  샷 다듬기" class="flow-item" />
+                        <ui:Label text="4  저장" class="flow-item" />
+                    </ui:VisualElement>
+                </ui:VisualElement>
+
+                <ui:VisualElement name="readiness-card" class="readiness-card readiness--warning">
+                    <ui:VisualElement class="readiness-dot" />
+                    <ui:VisualElement class="readiness-copy">
+                        <ui:Label name="readiness-title" text="Timeline 선택이 필요합니다" class="readiness-title" />
+                        <ui:Label name="readiness-detail" text="현재 씬에서 모션과 음원이 있는 Timeline을 선택하세요." class="readiness-detail" />
+                    </ui:VisualElement>
+                </ui:VisualElement>
+
+                <ui:VisualElement class="workflow-card">
+                    <ui:VisualElement class="card-heading">
+                        <ui:Label text="1" class="step-badge" />
+                        <ui:VisualElement class="card-heading-copy">
+                            <ui:Label text="입력 Timeline" class="card-title" />
+                            <ui:Label text="모션과 음원이 있는 Timeline을 선택합니다. 기존 카메라는 사용하지 않습니다." class="card-description" />
+                        </ui:VisualElement>
+                    </ui:VisualElement>
+                    <ui:DropdownField name="source-director-dropdown" label="원본 Timeline" class="form-field" />
+                    <ui:HelpBox name="source-summary-box" message-type="Warning" text="모션과 음원이 들어 있는 원본 Timeline을 선택하세요." class="summary-box" />
+                </ui:VisualElement>
+
+                <ui:VisualElement class="workflow-card generation-card">
+                    <ui:VisualElement class="card-heading">
+                        <ui:Label text="2" class="step-badge" />
+                        <ui:VisualElement class="card-heading-copy">
+                            <ui:Label text="전체 카메라 자율 생성" class="card-title" />
+                            <ui:Label text="학습된 컷 리듬과 카메라 문법으로 전체 구간을 자유롭게 구성합니다." class="card-description" />
+                        </ui:VisualElement>
+                    </ui:VisualElement>
+                    <ui:DropdownField name="cut-rhythm-dropdown" label="컷 리듬" tooltip="자동은 음악, 동작과 작업자 컷 데이터를 함께 분석합니다." class="form-field" />
+                    <ui:Label text="거리·무빙·구도는 전체 생성 후 원하는 샷만 따로 조절할 수 있습니다." class="inline-note" />
+                    <ui:Toggle name="fresh-candidate-toggle" text="후보 풀도 새로 계산 (느림)" tooltip="캐시를 사용하지 않고 이번 후보를 처음부터 다시 계산합니다." class="fresh-toggle" />
+                    <ui:HelpBox name="fresh-candidate-warning" message-type="Warning" text="후보 풀을 다시 계산하므로 이번 생성은 더 오래 걸립니다." class="hidden-box" />
+                    <ui:Button name="generate-full-button" text="전체 카메라 자율 생성" class="primary-action" />
+                </ui:VisualElement>
+
+                <ui:VisualElement name="refinement-card" class="workflow-card refinement-card">
+                    <ui:VisualElement class="card-heading">
+                        <ui:Label text="3" class="step-badge" />
+                        <ui:VisualElement class="card-heading-copy">
+                            <ui:Label text="선택한 카메라 다듬기" class="card-title" />
+                            <ui:Label text="Timeline 또는 Hierarchy에서 카메라를 선택한 뒤 필요한 샷만 다시 생성합니다." class="card-description" />
+                        </ui:VisualElement>
+                    </ui:VisualElement>
+                    <ui:HelpBox name="selected-shot-info" message-type="None" text="Timeline의 AI 카메라를 선택하면 자동으로 연결됩니다." class="summary-box" />
+                    <ui:VisualElement name="selected-shot-picker-row">
+                        <ui:DropdownField name="selected-shot-dropdown" label="카메라 직접 선택" class="form-field" />
+                    </ui:VisualElement>
+                    <ui:Foldout name="shot-options-foldout" text="재생성 옵션" value="false" class="inner-foldout">
+                        <ui:Label text="아래 설정은 선택한 카메라 한 개에만 적용됩니다." class="inline-note" />
+                        <ui:VisualElement class="field-pair">
+                            <ui:DropdownField name="shot-size-dropdown" label="샷 거리" class="compact-field" />
+                            <ui:DropdownField name="composition-dropdown" label="인물 구도" class="compact-field" />
+                        </ui:VisualElement>
+                        <ui:DropdownField name="motion-dropdown" label="카메라 움직임" class="form-field" />
+                        <ui:Slider name="motion-intensity-slider" label="움직임 강도" low-value="0" high-value="2" show-input-field="true" class="form-field" />
+                        <ui:FloatField name="distance-field" label="직접 거리 (m)" tooltip="0이면 선택한 샷 거리와 캐릭터 크기에 맞춰 자동 결정합니다." class="form-field" />
+                        <ui:Slider name="body-follow-slider" label="몸 추종 강도" low-value="0" high-value="1" show-input-field="true" tooltip="0이면 무대 기준으로 안정적이고, 1이면 캐릭터 이동을 강하게 따라갑니다." class="form-field" />
+                        <ui:Button name="reset-shot-options-button" text="옵션을 자동으로 되돌리기" class="quiet-action" />
+                    </ui:Foldout>
+                    <ui:VisualElement class="button-row">
+                        <ui:Button name="regenerate-shot-button" text="선택한 카메라 재생성" class="secondary-action grow-action" />
+                        <ui:Button name="remove-result-button" text="생성 결과 지우기" class="danger-action" />
+                    </ui:VisualElement>
+                </ui:VisualElement>
+
+                <ui:VisualElement name="final-card" class="workflow-card final-card">
+                    <ui:VisualElement class="card-heading">
+                        <ui:Label text="4" class="step-badge" />
+                        <ui:VisualElement class="card-heading-copy">
+                            <ui:Label text="완성본 보존" class="card-title" />
+                            <ui:Label text="현재 씬을 원본과 별개의 AI_Camera_Final 씬으로 저장합니다." class="card-description" />
+                        </ui:VisualElement>
+                    </ui:VisualElement>
+                    <ui:Button name="save-final-scene-button" text="완성본 씬으로 저장" class="secondary-action" />
+                </ui:VisualElement>
+
+                <ui:Foldout name="feedback-foldout" text="선택 사항 · 컷 수정 기록" value="false" class="utility-foldout">
+                    <ui:Label text="AI 카메라 컷을 직접 수정한 뒤 기록하면 유지한 컷과 변경한 컷을 익명 데이터로 저장합니다. 씬과 Timeline 자체는 저장하지 않습니다." class="foldout-description" />
+                    <ui:TextField name="editor-style-id-field" label="익명 편집 스타일 ID" class="form-field" />
+                    <ui:Button name="record-correction-button" text="컷 수정 기록 저장" class="quiet-action" />
+                </ui:Foldout>
+
+                <ui:Foldout name="advanced-foldout" text="고급 · 진단" value="false" class="utility-foldout advanced-foldout">
+                    <ui:Label text="경로, Worker, Seed, 캐시와 수동 복구는 문제가 있거나 세부 조정이 필요할 때만 사용하세요." class="foldout-description" />
+                    <ui:VisualElement name="advanced-configuration-host" class="advanced-configuration-host" />
+                    <ui:Label text="수동 작업" class="subsection-title" />
+                    <ui:VisualElement class="button-row advanced-actions">
+                        <ui:Button name="extract-dataset-button" text="Timeline 데이터만 추출" class="quiet-action grow-action" />
+                        <ui:Button name="reapply-full-button" text="현재 결과 전체 다시 적용" class="quiet-action grow-action" />
+                        <ui:Button name="reapply-shot-button" text="현재 결과로 선택 카메라 교체" class="quiet-action grow-action" />
+                        <ui:Button name="build-cache-button" text="준비 캐시 만들기·갱신" class="quiet-action grow-action" />
+                        <ui:Button name="refresh-diagnostics-button" text="목록·상태 새로고침" class="quiet-action grow-action" />
+                    </ui:VisualElement>
+                    <ui:VisualElement class="log-heading">
+                        <ui:Label text="실행 로그" class="subsection-title" />
+                        <ui:Button name="clear-log-button" text="지우기" class="mini-action" />
+                    </ui:VisualElement>
+                    <ui:TextField name="log-field" multiline="true" is-read-only="true" class="log-field" />
+                </ui:Foldout>
+            </ui:VisualElement>
+        </ui:ScrollView>
+
+        <ui:VisualElement name="status-footer" class="status-footer status--ready">
+            <ui:VisualElement class="status-copy">
+                <ui:Label name="status-message" text="모션과 음원이 들어 있는 Timeline을 선택하세요." class="status-message" />
+                <ui:Label name="generation-stage-label" text="" class="generation-stage" />
+                <ui:ProgressBar name="generation-progress" low-value="0" high-value="1" value="0" class="generation-progress" />
+                <ui:Label name="generation-timing-label" text="생성을 시작하면 단계와 예상 시간을 여기에 표시합니다." class="generation-timing" />
+                <ui:HelpBox name="applied-seed-box" message-type="Info" text="" class="applied-seed-box" />
+            </ui:VisualElement>
+            <ui:Button name="status-log-button" text="로그 보기" class="footer-action" />
+            <ui:Button name="cancel-generation-button" text="생성 취소" class="cancel-action" />
+        </ui:VisualElement>
+    </ui:VisualElement>
+</ui:UXML>

CameraAI~/Editor/UI/AICameraGeneratorWindow.uxml.meta

@@ -0,0 +1,10 @@
+fileFormatVersion: 2
+guid: 8c71572bfd3749108603d0fe48f1f20b
+ScriptedImporter:
+  internalIDToNameTable: []
+  externalObjects: {}
+  serializedVersion: 2
+  userData: 
+  assetBundleName: 
+  assetBundleVariant: 
+  script: {fileID: 13804, guid: 0000000000000000e000000000000000, type: 0}

CameraAI~/README.md

@@ -0,0 +1,155 @@
+# Mingle Camera Work AI Unity Package
+
+생성할 새 Unity Timeline에서 캐릭터 모션과 원본 음원을 60 FPS로 추출하고,
+완전히 새로 만든 카메라를 비파괴 프리뷰 Timeline으로 불러옵니다. 생성 입력에
+Cinemachine Track이나 기존 카메라 애니메이션은 필요하지 않으며, 존재해도
+생성 입력으로 사용하지 않습니다.
+축적된 작업자 데이터를 재구성하는 고품질 생성 엔진은
+`CWCameraWorker.exe`로 실행됩니다. 워커에 Python 런타임과 라이브러리가
+포함되므로 작업 PC에 Python을 별도로 설치하지 않아도 됩니다.
+동일한 구간과 음원으로 후보 A/B를 녹화하고 Camera AI Review Portal에
+반입할 provenance manifest도 생성합니다.
+
+설치와 씬 요구사항은 저장소의 `docs/UNITY_COLLECTION.md`를 참고하세요.
+워커 빌드와 배포 검증은 `docs/CLI_WORKER_PACKAGING.md`에 정리되어 있습니다.
+
+Unity Package Manager의 `Add package from git URL`에는 다음 주소를 사용할 수
+있습니다.
+
+`https://kindnick-git.duckdns.org/mingle/streamingle-unity-utilities.git?path=/CameraAI~#v0.1.5`
+
+배포 패키지에는 Windows x64용 `CWCameraWorker` 폴더 전체가 포함됩니다.
+Python은 따로 설치하지 않아도 되지만, Git 패키지의 대용량 바이너리를 받으려면
+Unity를 열기 전에 Git과 Git LFS를 설치해야 합니다. Worker는 단일 파일 EXE가
+아니므로 `CWCameraWorker.exe`와 같은 폴더의 `_internal` 내용을 함께 유지해야
+합니다.
+
+카메라 생성에 필요한 사내 참조 카메라·모션 데이터는 권한이 있는 `CW-AI`
+데이터 루트에서 읽습니다. 해당 데이터는 이 유틸리티 패키지에 포함되지 않습니다.
+다른 PC에서는 `CWAI_ROOT` 환경 변수, Unity 프로젝트 옆의 `CW-AI` 폴더 또는
+생성 창의 `고급 · 진단 > 참조 데이터 루트` 중 하나로 위치를 지정합니다.
+상세 설치 절차는 `Documentation~/EXTERNAL_INSTALLATION.md`를 참고하세요.
+참조 데이터는 읽기 전용이어도 됩니다. 반복 생성 캐시는 기본적으로 현재 Unity
+프로젝트의 `Library/CWAI`에 저장되며, 필요하면 `CWAI_CACHE_ROOT` 환경 변수로
+별도의 쓰기 가능한 위치를 지정할 수 있습니다.
+
+메뉴:
+
+- `Tools/Streamingle/AI 카메라 생성`
+- `Tools/Streamingle/Timeline/Export Camera Dataset (60 FPS)`
+- `Tools/Streamingle/Timeline/Create AI Camera Preview`
+- `Tools/Streamingle/Timeline/Remove AI Camera Preview`
+- `Tools/Streamingle/Timeline/Render AI Camera A-B`
+
+## 카메라 생성
+
+일반 작업자는 다음 세 단계만 사용하면 됩니다.
+
+1. `Tools > Streamingle > AI 카메라 생성`을 엽니다.
+2. 모션 트랙과 Audio Track만 들어 있는 `원본 Timeline`을 선택하고
+   `새 카메라 생성하기`를 누릅니다. 입력 추출, 새 카메라 생성과 Timeline
+   반영이 자동으로 이어집니다. 실행 중에는 현재 단계, 경과 시간과 예상
+   남은 시간 범위가 표시됩니다.
+3. 결과를 확인한 뒤 Timeline의 생성 카메라 clip 또는 Hierarchy의 카메라를
+   선택하고 필요하면 `선택한 카메라만 다시 생성` 또는
+   `완성본 씬으로 저장`을 누릅니다.
+
+Timeline이 하나뿐이면 자동으로 선택됩니다. 특별한 연출 의도가 없다면
+`연출 설정 (선택)`도 열 필요가 없습니다. 샷 거리, 움직임, 인물 구도와
+강도를 직접 지정하려는 경우에만 펼칩니다.
+
+경로, 워커 실행 파일, 내부 입력 ID, Seed, 캐시, 수동 가져오기와 로그는
+`고급 설정 및 관리` 안에 있습니다. 기본 생성에서는 입력할 필요가 없습니다.
+
+기본 화면에는 `데이터셋 곡`을 고르는 절차가 없습니다. 여기서 “입력”은 지금
+선택한 새 Timeline 한 개이고, 고품질 워커가 내부적으로 참고하는 누적
+작업자 카메라 데이터는 별도의 참조 라이브러리입니다. 새 Timeline을 그
+라이브러리 안의 기존 곡과 연결하거나 기존 카메라를 정답으로 제공할 필요가
+없습니다.
+
+배포된 워커는 다음 명령을 제공합니다. Unity 생성 창은 `generate`와
+`prepare-cache`를 호출하고, 설치·배포 확인에는 `version`과 `doctor`를
+사용합니다.
+
+```powershell
+CWCameraWorker.exe version --json
+CWCameraWorker.exe doctor
+CWCameraWorker.exe prepare-cache --help
+CWCameraWorker.exe generate --help
+```
+
+`version --json`은 워커의 CLI 계약 버전을 확인하고, `doctor`는 배포 파일과
+필수 데이터 경로를 진단합니다. `prepare-cache`는 반복 생성용
+준비 캐시를 구성하며, `generate`는 전체 생성과 선택 샷 재생성을 처리합니다.
+
+전체 결과는 카메라별 CinemachineCamera, Animator, Animation Track과 `.anim`으로
+1:1 분리됩니다. 각 카메라의 Transform/Track Offset과 커브를 다른 샷에 영향을
+주지 않고 조정할 수 있습니다. 선택 샷 재생성은 기존 clip GUID와 컷 경계를
+유지하고 나머지 샷을 보존합니다. `Balanced` 또는 `Editable` 키 단순화를
+선택하면 위치·Quaternion·렌즈 오차 한도 안에서 키가 축약됩니다.
+
+예상 시간은 Timeline 길이와 준비·후보 캐시 상태를 기준으로 범위로 표시합니다.
+같은 PC에서 완료된 전체 생성과 선택 샷 생성 시간을 별도로 누적해 이후 예측을
+보정합니다. 준비 캐시 생성 시간은 실제 카메라 생성 기록에 섞지 않습니다.
+
+처음 실행하는 PC에서는 `고품질 생성 준비 캐시 만들기 / 갱신`을
+한 번 실행합니다. 준비 모델 seed와 후보 seed는 분리되어 있으므로 이후
+선택 샷 재생성에서 seed가 바뀌어도 같은 무결성 검증 캐시를 재사용합니다.
+
+`Seed`는 안전 검사를 통과하고 최종 화면에서 서로 구별되는 카메라
+후보 중 하나를 결정론적으로 선택합니다. 같은 Seed와 입력은 같은 결과를
+재현하며, 안전한 구별 후보가 둘 이상이면 인접 Seed는 다른 후보를 선택합니다.
+후보는 최고 안전 후보와의 선택 점수 차이가 허용 범위 안인 경우에만 사용되어,
+다양성을 위해 구도 품질을 과도하게 낮추지 않습니다.
+다음 샷의 계획 문맥은 최고 안전 후보로 고정되므로, 앞 샷에서 Seed로 고른
+후보가 뒤 샷의 후보 풀을 바꾸어 다시 같은 카메라로 수렴하지 않습니다.
+명시한 `static` 연출은 유지되고, 안전한 구별 후보가 하나뿐인 샷은 Seed를
+바꿔도 같을 수 있습니다. 기존 결과를 다시 적용하는 기능은 새 후보를 생성하지
+않으므로 Seed를 사용하지 않습니다.
+
+`metadata.json`의 샷별 `variationSeed`, `variationPoolSize`,
+`variationIndex`, `variationApplied`, `variationQualityEligibleCandidateCount`,
+`variationSelectedScoreDeltaFromBest`, `sequenceContinuationPolicy`와 전체 요약
+`seedVariationPolicy`,
+`seedVariationAppliedShotCount`, `seedVariationPoolSizeMinMedianMax`로 Seed가
+실제로 적용된 범위와 후보 풀이 하나뿐이었던 예외를 확인할 수 있습니다.
+
+생성된 회전은 AnimationClip에 굽고 런타임 LookAt이나 Tracking Target을
+사용하지 않습니다. 캐릭터 관절 envelope와 의미 기반 구도를 검증하며,
+안전한 후보가 없으면 결과 생성을 중단합니다. 사용자가 `static` 또는
+움직임 강도 0을 명시했을 때는 정지 의도를 유지합니다.
+
+가져오기, 제거, 전체/선택 샷 재생성은 모두 같은 원본 Director scope만
+사용합니다. 씬에 사용할 수 있는 `Timeline` Director가 하나뿐이면 자동으로
+선택됩니다.
+
+`현재 씬을 AI Camera Final 복사본으로 저장`은 preview Timeline과 생성된 `.anim`
+파일을 Final 전용 asset 폴더로 복제하고, 복사된 씬이 그 복제본을 참조하게 합니다.
+따라서 이후 작업 씬에서 preview를 제거하거나 재생성해도 Final 씬의 참조가 끊기지
+않습니다.
+
+샷별 JSON 예시는 `Samples~/CameraDirections/camera_directives.example.json`
+에 있습니다.
+
+## A/B 렌더
+
+1. 씬과 Timeline을 저장합니다.
+2. 두 생성 결과 디렉터리의 `metadata.json`, `world_camera.f32`,
+   `time.f64`, 선택적인 `shots.json`이 완전한지 확인합니다.
+3. A/B 렌더 창에서 두 디렉터리와 `[startFrame, endFrameExclusive)`
+   구간을 선택합니다.
+4. 렌더러는 두 후보의 sample rate, frame count, `time.f64`, song ID,
+   evaluation group, aspect ratio가 같은지 먼저 검증합니다.
+5. 후보마다 원본 씬을 다시 열고 Preview Timeline을 만든 뒤, 기존
+   RecorderTrack은 mute하고 MainCamera와 Timeline audio를 녹화합니다.
+6. 완료 폴더의 `manifest.json`과 두 영상을 웹 포털에 함께 반입합니다.
+
+작업 상태는 `Library/CWAI/ABRender/active_job.json`에 저장되어 Play Mode
+domain reload 뒤에도 이어집니다. 실패·취소 시 원본 scene setup을
+복구하며, 원본 Timeline과 생성 카메라 파일은 수정하지 않습니다.
+
+UniCLI 공개 진입점:
+
+- `AICameraABRenderRunner.StartABRenderForCli(...)`
+- `AICameraABRenderRunner.GetABRenderStatusForCli(jobId)`
+- `AICameraABRenderRunner.CancelABRenderForCli(jobId)`

CameraAI~/README.md.meta

@@ -0,0 +1,7 @@
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+  externalObjects: {}
+  userData:
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CameraAI~/Samples~/CameraDirections/camera_directives.example.json

@@ -0,0 +1,24 @@
+{
+  "schemaVersion": "camera-directives-v1",
+  "defaults": {
+    "composition": "center",
+    "bodyFollowStrength": 0.18,
+    "motionIntensity": 1.0
+  },
+  "shots": [
+    {
+      "index": 0,
+      "shotSize": "wide",
+      "motion": "dolly_in",
+      "composition": "center",
+      "distanceMeters": 6.0,
+      "motionIntensity": 0.8
+    },
+    {
+      "index": 1,
+      "shotSize": "close",
+      "motion": "static",
+      "bodyFollowStrength": 0.0
+    }
+  ]
+}

CameraAI~/THIRD_PARTY_NOTICES.md

@@ -0,0 +1,16 @@
+# Third-party notices
+
+The bundled Windows x64 `CWCameraWorker` is a frozen Python application. Its
+runtime includes Python 3.10 and open-source packages including NumPy, SciPy,
+scikit-learn, librosa, python-soundfile, joblib, PyInstaller, and their
+transitive dependencies.
+
+License and metadata files retained by the frozen distribution are stored
+beside the corresponding components under
+`Tools~/CWCameraWorker/_internal`. This package does not remove or replace
+those notices.
+
+This file is an inventory note, not a substitute for a consolidated legal
+review. Before distributing the worker beyond authorized Streamingle or
+mingle Studio workstations, review the exact worker build and its retained
+license texts.

CameraAI~/THIRD_PARTY_NOTICES.md.meta

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CameraAI~/Tests.meta

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+  userData:
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CameraAI~/Tests/Editor.meta

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+DefaultImporter:
+  externalObjects: {}
+  userData:
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CameraAI~/Tests/Editor/AICameraABRenderTests.cs

@@ -0,0 +1,165 @@
+using System;
+using NUnit.Framework;
+using UnityEditor.Recorder.Timeline;
+using UnityEngine;
+using UnityEngine.Timeline;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraABRenderTests
+    {
+        [Test]
+        public void ToInclusiveEndFrame_UsesEndExclusiveContract()
+        {
+            Assert.That(
+                AICameraABRenderUtility.ToInclusiveEndFrame(10, 20, 100),
+                Is.EqualTo(19));
+        }
+
+        [Test]
+        public void ValidateFrameRange_RejectsEmptyRange()
+        {
+            Assert.Throws<ArgumentOutOfRangeException>(
+                () => AICameraABRenderUtility.ValidateFrameRange(
+                    10,
+                    10,
+                    100));
+        }
+
+        [Test]
+        public void ValidateOutputSettings_RejectsOddMp4Dimensions()
+        {
+            Assert.Throws<ArgumentException>(
+                () => AICameraABRenderUtility.ValidateOutputSettings(
+                    AICameraABRenderCodec.MP4,
+                    1919,
+                    1080));
+            Assert.DoesNotThrow(
+                () => AICameraABRenderUtility.ValidateOutputSettings(
+                    AICameraABRenderCodec.WEBM,
+                    1919,
+                    1080));
+        }
+
+        [Test]
+        public void ValidateCandidatePair_RejectsDifferentTimeData()
+        {
+            var candidateA = CreateProbe("same-time");
+            var candidateB = CreateProbe("different-time");
+            var request = CreateRequest();
+
+            Assert.Throws<System.IO.InvalidDataException>(
+                () => AICameraABRenderUtility.ValidateCandidatePair(
+                    candidateA,
+                    candidateB,
+                    request));
+        }
+
+        [Test]
+        public void ValidateCandidatePair_RejectsDifferentDatasets()
+        {
+            var candidateA = CreateProbe("same-time", "dataset-a");
+            var candidateB = CreateProbe("same-time", "dataset-b");
+
+            Assert.Throws<System.IO.InvalidDataException>(
+                () => AICameraABRenderUtility.ValidateCandidatePair(
+                    candidateA,
+                    candidateB,
+                    CreateRequest()));
+        }
+
+        [Test]
+        public void MuteCopiedRecorderTracks_MutesExistingRecorderTrack()
+        {
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var recorderTrack = timeline.CreateTrack<RecorderTrack>(
+                    null,
+                    "Existing Recorder");
+                recorderTrack.muted = false;
+
+                var mutedCount =
+                    AICameraTimelinePreviewImporter.MuteCopiedRecorderTracks(
+                        timeline);
+
+                Assert.That(mutedCount, Is.EqualTo(1));
+                Assert.That(recorderTrack.muted, Is.True);
+                Assert.That(
+                    AICameraTimelinePreviewImporter.MuteCopiedRecorderTracks(
+                        timeline),
+                    Is.Zero);
+            }
+            finally
+            {
+                UnityEngine.Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [Test]
+        public void WriteJsonAtomic_ReplacesExistingStateWithoutTempFiles()
+        {
+            var directory = System.IO.Path.Combine(
+                System.IO.Path.GetTempPath(),
+                $"cw-ai-ab-json-{Guid.NewGuid():N}");
+            var path = System.IO.Path.Combine(directory, "active_job.json");
+            try
+            {
+                AICameraABRenderUtility.WriteJsonAtomic(
+                    path,
+                    new AICameraABRenderJobState { jobId = "first" });
+                AICameraABRenderUtility.WriteJsonAtomic(
+                    path,
+                    new AICameraABRenderJobState { jobId = "second" });
+
+                var restored =
+                    AICameraABRenderUtility.ReadJson<AICameraABRenderJobState>(
+                        path);
+                Assert.That(restored.jobId, Is.EqualTo("second"));
+                Assert.That(
+                    System.IO.Directory.GetFiles(directory, "*.tmp"),
+                    Is.Empty);
+            }
+            finally
+            {
+                if (System.IO.Directory.Exists(directory))
+                {
+                    System.IO.Directory.Delete(directory, true);
+                }
+            }
+        }
+
+        private static AICameraABCandidateProbe CreateProbe(
+            string timeSha,
+            string datasetId = "dataset")
+        {
+            return new AICameraABCandidateProbe
+            {
+                Metadata = new AICameraABGeneratedCameraMetadata(),
+                Result = new AICameraABCandidateResult
+                {
+                    sampleRate = 60,
+                    frameCount = 120,
+                    duration = 2,
+                    timeSha256 = timeSha,
+                    songId = "song",
+                    datasetId = datasetId,
+                    targetEvaluationGroupId = "group",
+                    targetAspectRatio = 16.0 / 9.0
+                }
+            };
+        }
+
+        private static AICameraABRenderRequest CreateRequest()
+        {
+            return new AICameraABRenderRequest
+            {
+                startFrame = 0,
+                endFrameExclusive = 120,
+                codec = AICameraABRenderCodec.MP4,
+                width = 1920,
+                height = 1080
+            };
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraABRenderTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 99556bdd71254adaa3f4d8654875a01d

CameraAI~/Tests/Editor/AICameraCliRunnerTests.cs

@@ -0,0 +1,126 @@
+using System;
+using System.IO;
+using NUnit.Framework;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraCliRunnerTests
+    {
+        [Test]
+        public void ResolveExecutablePrefersConfiguredWorker()
+        {
+            var root = CreateTemporaryDirectory();
+            try
+            {
+                var configured = Path.Combine(root, "custom-worker.exe");
+                File.WriteAllText(configured, string.Empty);
+
+                Assert.That(
+                    AICameraCliRunner.ResolveExecutable(
+                        configured,
+                        string.Empty,
+                        string.Empty,
+                        string.Empty),
+                    Is.EqualTo(Path.GetFullPath(configured)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ResolveExecutableFindsConventionalDistributionFolder()
+        {
+            var root = CreateTemporaryDirectory();
+            try
+            {
+                var worker = Path.Combine(
+                    root,
+                    "dist",
+                    "CWCameraWorker",
+                    AICameraCliRunner.ExecutableName);
+                Directory.CreateDirectory(Path.GetDirectoryName(worker));
+                File.WriteAllText(worker, string.Empty);
+
+                Assert.That(
+                    AICameraCliRunner.ResolveExecutable(
+                        string.Empty,
+                        root,
+                        string.Empty,
+                        string.Empty),
+                    Is.EqualTo(Path.GetFullPath(worker)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [TestCase("plain", "plain")]
+        [TestCase("two words", "\"two words\"")]
+        [TestCase("", "\"\"")]
+        public void QuoteArgumentUsesWindowsProcessEscaping(
+            string argument,
+            string expected)
+        {
+            Assert.That(AICameraCliRunner.QuoteArgument(argument), Is.EqualTo(expected));
+        }
+
+        [Test]
+        public void JsonLineEventParsesProgressAndIdentity()
+        {
+            var parsed = AICameraCliRunner.TryParseEvent(
+                "{\"type\":\"progress\",\"protocolVersion\":\"1\"," +
+                "\"jobId\":\"unity-1\",\"phase\":\"generate\"," +
+                "\"progress\":0.25,\"etaSeconds\":12.5}",
+                out var cliEvent);
+
+            Assert.That(parsed, Is.True);
+            Assert.That(cliEvent.EventType, Is.EqualTo("progress"));
+            Assert.That(cliEvent.JobId, Is.EqualTo("unity-1"));
+            Assert.That(cliEvent.Progress, Is.EqualTo(0.25f));
+            Assert.That(cliEvent.EtaSeconds, Is.EqualTo(12.5d));
+        }
+
+        [Test]
+        public void PrefixedEventParsesButOrdinaryLogDoesNot()
+        {
+            Assert.That(
+                AICameraCliRunner.TryParseEvent(
+                    "CWAI_EVENT {\"eventType\":\"stage\",\"phase\":\"prepare\"}",
+                    out var cliEvent),
+                Is.True);
+            Assert.That(cliEvent.EventType, Is.EqualTo("stage"));
+            Assert.That(
+                AICameraCliRunner.TryParseEvent("preparing camera data", out _),
+                Is.False);
+        }
+
+        [Test]
+        public void ResultEventParsesGeneratedOutputPath()
+        {
+            var expected = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai generated result");
+            var jsonPath = expected.Replace("\\", "\\\\");
+
+            Assert.That(
+                AICameraCliRunner.TryParseEvent(
+                    "{\"type\":\"result\",\"protocolVersion\":\"1\"," +
+                    "\"outputPath\":\"" + jsonPath + "\"}",
+                    out var cliEvent),
+                Is.True);
+            Assert.That(cliEvent.OutputPath, Is.EqualTo(expected));
+        }
+
+        private static string CreateTemporaryDirectory()
+        {
+            var path = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-cli-runner-tests-" + Guid.NewGuid().ToString("N"));
+            Directory.CreateDirectory(path);
+            return path;
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraCliRunnerTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 30c854c9afbd493f8b2e660c23584f83

CameraAI~/Tests/Editor/AICameraCurveSimplifierTests.cs

@@ -0,0 +1,484 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using NUnit.Framework;
+using UnityEngine;
+using UnityEngine.Playables;
+using UnityEngine.Timeline;
+
+namespace Streamingle.Editor
+{
+    public sealed class AICameraCurveSimplifierTests
+    {
+        [Test]
+        public void ExactPresetKeepsEverySampleAndNormalizesQuaternionSigns()
+        {
+            var samples = CreateSamples(121);
+
+            var result = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Exact);
+            var expected = Enumerable.Range(0, samples.Times.Length).ToArray();
+
+            CollectionAssert.AreEqual(expected, result.PositionIndices);
+            CollectionAssert.AreEqual(expected, result.RotationIndices);
+            CollectionAssert.AreEqual(expected, result.FieldOfViewIndices);
+            CollectionAssert.AreEqual(expected, result.DutchIndices);
+            for (var index = 1; index < result.Rotations.Length; index++)
+            {
+                Assert.That(
+                    Quaternion.Dot(
+                        result.Rotations[index - 1],
+                        result.Rotations[index]),
+                    Is.GreaterThanOrEqualTo(0f),
+                    $"Quaternion sign changed at sample {index}.");
+            }
+        }
+
+        [TestCase(AICameraTimelinePreviewImporter.CurveSimplificationPreset.Balanced)]
+        [TestCase(AICameraTimelinePreviewImporter.CurveSimplificationPreset.Editable)]
+        public void ReducedPresetsRespectConfiguredVectorAngleAndLensErrors(
+            AICameraTimelinePreviewImporter.CurveSimplificationPreset preset)
+        {
+            var samples = CreateSamples(241);
+            var result = Simplify(samples, preset);
+            var settings =
+                AICameraTimelinePreviewImporter.GetCurveSimplificationSettings(preset);
+
+            AssertVectorError(
+                result,
+                settings.PositionErrorMeters + 0.00001f);
+            AssertQuaternionError(
+                result,
+                settings.QuaternionAngleErrorDegrees + 0.0001f);
+            AssertScalarError(
+                result.Times,
+                result.FieldOfView,
+                result.FieldOfViewIndices,
+                settings.FieldOfViewErrorDegrees + 0.00001f,
+                "FOV");
+            AssertScalarError(
+                result.Times,
+                result.Dutch,
+                result.DutchIndices,
+                settings.DutchErrorDegrees + 0.00001f,
+                "Dutch");
+        }
+
+        [Test]
+        public void EveryChannelPreservesEndpointsAndGlobalExtrema()
+        {
+            var samples = CreateSamples(181);
+            var result = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Editable);
+
+            AssertEndpoints(result.PositionIndices, samples.Times.Length);
+            AssertEndpoints(result.RotationIndices, samples.Times.Length);
+            AssertEndpoints(result.FieldOfViewIndices, samples.Times.Length);
+            AssertEndpoints(result.DutchIndices, samples.Times.Length);
+
+            AssertExtrema(
+                result.PositionIndices,
+                result.Positions.Select(value => value.x).ToArray());
+            AssertExtrema(
+                result.PositionIndices,
+                result.Positions.Select(value => value.y).ToArray());
+            AssertExtrema(
+                result.PositionIndices,
+                result.Positions.Select(value => value.z).ToArray());
+            AssertExtrema(result.FieldOfViewIndices, result.FieldOfView);
+            AssertExtrema(result.DutchIndices, result.Dutch);
+            AssertExtrema(
+                result.RotationIndices,
+                result.Rotations.Select(value => value.x).ToArray());
+            AssertExtrema(
+                result.RotationIndices,
+                result.Rotations.Select(value => value.y).ToArray());
+            AssertExtrema(
+                result.RotationIndices,
+                result.Rotations.Select(value => value.z).ToArray());
+            AssertExtrema(
+                result.RotationIndices,
+                result.Rotations.Select(value => value.w).ToArray());
+        }
+
+        [Test]
+        public void QuaternionComponentsUseOneStrictlyIncreasingTimeIndexSet()
+        {
+            var samples = CreateSamples(151);
+            var result = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Balanced);
+
+            Assert.That(result.RotationIndices, Is.Ordered.Ascending);
+            Assert.That(
+                result.RotationIndices.Distinct().Count(),
+                Is.EqualTo(result.RotationIndices.Length));
+            foreach (var index in result.RotationIndices)
+            {
+                Assert.That(index, Is.InRange(0, result.Times.Length - 1));
+            }
+
+            for (var index = 1; index < result.Rotations.Length; index++)
+            {
+                Assert.That(
+                    Quaternion.Dot(
+                        result.Rotations[index - 1],
+                        result.Rotations[index]),
+                    Is.GreaterThanOrEqualTo(0f));
+            }
+        }
+
+        [Test]
+        public void EditablePresetReducesSmoothCameraDataMoreThanExact()
+        {
+            var samples = CreateSamples(301);
+            var exact = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Exact);
+            var editable = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Editable);
+
+            Assert.That(
+                editable.PositionIndices.Length,
+                Is.LessThan(exact.PositionIndices.Length));
+            Assert.That(
+                editable.RotationIndices.Length,
+                Is.LessThan(exact.RotationIndices.Length));
+            Assert.That(
+                editable.FieldOfViewIndices.Length,
+                Is.LessThan(exact.FieldOfViewIndices.Length));
+            Assert.That(
+                editable.DutchIndices.Length,
+                Is.LessThan(exact.DutchIndices.Length));
+        }
+
+        [Test]
+        public void ExplicitDirectorScopesSeparateSameNamedSongDirectors()
+        {
+            var firstObject = new GameObject("SongDirector");
+            var secondObject = new GameObject("SongDirector");
+            var firstTimeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            var secondTimeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var firstDirector = firstObject.AddComponent<PlayableDirector>();
+                var secondDirector = secondObject.AddComponent<PlayableDirector>();
+                firstDirector.playableAsset = firstTimeline;
+                secondDirector.playableAsset = secondTimeline;
+
+                var firstName = AICameraTimelinePreviewImporter
+                    .GetScopedPreviewDirectorName(firstDirector);
+                var secondName = AICameraTimelinePreviewImporter
+                    .GetScopedPreviewDirectorName(secondDirector);
+
+                StringAssert.StartsWith(
+                    AICameraTimelinePreviewImporter.PreviewDirectorName + "__",
+                    firstName);
+                Assert.That(secondName, Is.Not.EqualTo(firstName));
+            }
+            finally
+            {
+                UnityEngine.Object.DestroyImmediate(firstObject);
+                UnityEngine.Object.DestroyImmediate(secondObject);
+                UnityEngine.Object.DestroyImmediate(firstTimeline);
+                UnityEngine.Object.DestroyImmediate(secondTimeline);
+            }
+        }
+
+        [Test]
+        public void PreviewDirectorDetectionAcceptsScopedGeneratedPreviewOnly()
+        {
+            var previewObject = new GameObject(
+                AICameraTimelinePreviewImporter.PreviewDirectorName + "__Song_1234");
+            var ordinaryObject = new GameObject("Song");
+            var previewTimeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            var ordinaryTimeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                previewTimeline.CreateTrack<AnimationTrack>(
+                    null,
+                    AICameraTimelinePreviewImporter.GeneratedAnimationTrackName);
+                var preview = previewObject.AddComponent<PlayableDirector>();
+                var ordinary = ordinaryObject.AddComponent<PlayableDirector>();
+                preview.playableAsset = previewTimeline;
+                ordinary.playableAsset = ordinaryTimeline;
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .IsPreviewDirectorForEditor(preview),
+                    Is.True);
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .IsPreviewDirectorForEditor(ordinary),
+                    Is.False);
+            }
+            finally
+            {
+                UnityEngine.Object.DestroyImmediate(previewObject);
+                UnityEngine.Object.DestroyImmediate(ordinaryObject);
+                UnityEngine.Object.DestroyImmediate(previewTimeline);
+                UnityEngine.Object.DestroyImmediate(ordinaryTimeline);
+            }
+        }
+
+        [Test]
+        public void FinalAssetFolderMustStayBelowAssets()
+        {
+            Assert.That(
+                AICameraTimelinePreviewImporter.NormalizeFinalAssetFolder(
+                    "Assets/Shows/AI_CameraFinal/SongA/"),
+                Is.EqualTo("Assets/Shows/AI_CameraFinal/SongA"));
+            Assert.Throws<ArgumentException>(() =>
+                AICameraTimelinePreviewImporter.NormalizeFinalAssetFolder(
+                    "Assets/../Outside"));
+            Assert.Throws<ArgumentException>(() =>
+                AICameraTimelinePreviewImporter.NormalizeFinalAssetFolder(
+                    "C:/Outside"));
+            Assert.Throws<ArgumentException>(() =>
+                AICameraTimelinePreviewImporter.NormalizeFinalAssetFolder(
+                    "Assets"));
+        }
+
+        [Test]
+        public void FinalizationClearsDisposablePreviewTrackBindings()
+        {
+            var directorObject = new GameObject("FinalDestinationDirector");
+            var animatorObject = new GameObject("DisposablePreviewAnimator");
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                var animator = animatorObject.AddComponent<Animator>();
+                var track = timeline.CreateTrack<AnimationTrack>(
+                    null,
+                    "Disposable Preview Track");
+                director.playableAsset = timeline;
+                director.SetGenericBinding(track, animator);
+                Assert.That(director.GetGenericBinding(track), Is.SameAs(animator));
+
+                AICameraTimelinePreviewImporter
+                    .ClearTimelineBindingsForFinalization(director, timeline);
+
+                Assert.That(director.GetGenericBinding(track), Is.Null);
+            }
+            finally
+            {
+                UnityEngine.Object.DestroyImmediate(directorObject);
+                UnityEngine.Object.DestroyImmediate(animatorObject);
+                UnityEngine.Object.DestroyImmediate(timeline);
+            }
+        }
+
+        private static AICameraTimelinePreviewImporter.SimplifiedCameraCurves
+            Simplify(
+                CameraSamples samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset preset)
+        {
+            return AICameraTimelinePreviewImporter.SimplifyCameraCurves(
+                samples.Times,
+                samples.Positions,
+                samples.Rotations,
+                samples.FieldOfView,
+                samples.Dutch,
+                preset);
+        }
+
+        private static CameraSamples CreateSamples(int count)
+        {
+            var times = new double[count];
+            var positions = new Vector3[count];
+            var rotations = new Quaternion[count];
+            var fieldOfView = new float[count];
+            var dutch = new float[count];
+            for (var index = 0; index < count; index++)
+            {
+                var time = index / 60.0;
+                times[index] = time;
+                positions[index] = new Vector3(
+                    1.2f * Mathf.Sin((float)time * 0.8f),
+                    1.6f + 0.25f * Mathf.Cos((float)time * 1.1f),
+                    -3.2f + 0.7f * Mathf.Sin((float)time * 0.45f));
+                var rotation = Quaternion.Euler(
+                    8f * Mathf.Sin((float)time * 0.7f),
+                    35f * Mathf.Sin((float)time * 0.35f),
+                    3f * Mathf.Cos((float)time * 0.9f));
+                rotations[index] = index % 11 == 0
+                    ? new Quaternion(
+                        -rotation.x,
+                        -rotation.y,
+                        -rotation.z,
+                        -rotation.w)
+                    : rotation;
+                fieldOfView[index] =
+                    42f + 7f * Mathf.Sin((float)time * 0.55f);
+                dutch[index] =
+                    2.5f * Mathf.Cos((float)time * 0.75f);
+            }
+
+            return new CameraSamples(
+                times,
+                positions,
+                rotations,
+                fieldOfView,
+                dutch);
+        }
+
+        private static void AssertVectorError(
+            AICameraTimelinePreviewImporter.SimplifiedCameraCurves result,
+            float maximumError)
+        {
+            ForEverySegmentSample(
+                result.Times,
+                result.PositionIndices,
+                (sample, left, right, blend) =>
+                {
+                    var reconstructed = Vector3.LerpUnclamped(
+                        result.Positions[left],
+                        result.Positions[right],
+                        blend);
+                    Assert.That(
+                        Vector3.Distance(result.Positions[sample], reconstructed),
+                        Is.LessThanOrEqualTo(maximumError),
+                        $"Position error exceeded at sample {sample}.");
+                });
+        }
+
+        private static void AssertQuaternionError(
+            AICameraTimelinePreviewImporter.SimplifiedCameraCurves result,
+            float maximumError)
+        {
+            ForEverySegmentSample(
+                result.Times,
+                result.RotationIndices,
+                (sample, left, right, blend) =>
+                {
+                    var reconstructed = Normalize(new Quaternion(
+                        Mathf.LerpUnclamped(
+                            result.Rotations[left].x,
+                            result.Rotations[right].x,
+                            blend),
+                        Mathf.LerpUnclamped(
+                            result.Rotations[left].y,
+                            result.Rotations[right].y,
+                            blend),
+                        Mathf.LerpUnclamped(
+                            result.Rotations[left].z,
+                            result.Rotations[right].z,
+                            blend),
+                        Mathf.LerpUnclamped(
+                            result.Rotations[left].w,
+                            result.Rotations[right].w,
+                            blend)));
+                    Assert.That(
+                        Quaternion.Angle(result.Rotations[sample], reconstructed),
+                        Is.LessThanOrEqualTo(maximumError),
+                        $"Quaternion angle error exceeded at sample {sample}.");
+                });
+        }
+
+        private static void AssertScalarError(
+            IReadOnlyList<double> times,
+            IReadOnlyList<float> values,
+            IReadOnlyList<int> indices,
+            float maximumError,
+            string label)
+        {
+            ForEverySegmentSample(
+                times,
+                indices,
+                (sample, left, right, blend) =>
+                {
+                    var reconstructed = Mathf.LerpUnclamped(
+                        values[left],
+                        values[right],
+                        blend);
+                    Assert.That(
+                        Mathf.Abs(values[sample] - reconstructed),
+                        Is.LessThanOrEqualTo(maximumError),
+                        $"{label} error exceeded at sample {sample}.");
+                });
+        }
+
+        private static void ForEverySegmentSample(
+            IReadOnlyList<double> times,
+            IReadOnlyList<int> indices,
+            Action<int, int, int, float> assertion)
+        {
+            for (var segmentIndex = 1;
+                 segmentIndex < indices.Count;
+                 segmentIndex++)
+            {
+                var left = indices[segmentIndex - 1];
+                var right = indices[segmentIndex];
+                var duration = times[right] - times[left];
+                for (var sample = left; sample <= right; sample++)
+                {
+                    var blend = duration > double.Epsilon
+                        ? (float)((times[sample] - times[left]) / duration)
+                        : 0f;
+                    assertion(sample, left, right, blend);
+                }
+            }
+        }
+
+        private static void AssertEndpoints(IReadOnlyCollection<int> indices, int count)
+        {
+            Assert.That(indices, Does.Contain(0));
+            Assert.That(indices, Does.Contain(count - 1));
+        }
+
+        private static void AssertExtrema(
+            IReadOnlyCollection<int> indices,
+            IReadOnlyList<float> values)
+        {
+            var minimum = Enumerable.Range(0, values.Count)
+                .OrderBy(index => values[index])
+                .First();
+            var maximum = Enumerable.Range(0, values.Count)
+                .OrderByDescending(index => values[index])
+                .First();
+            Assert.That(indices, Does.Contain(minimum));
+            Assert.That(indices, Does.Contain(maximum));
+        }
+
+        private static Quaternion Normalize(Quaternion value)
+        {
+            var magnitude = Mathf.Sqrt(
+                value.x * value.x +
+                value.y * value.y +
+                value.z * value.z +
+                value.w * value.w);
+            return new Quaternion(
+                value.x / magnitude,
+                value.y / magnitude,
+                value.z / magnitude,
+                value.w / magnitude);
+        }
+
+        private readonly struct CameraSamples
+        {
+            public CameraSamples(
+                double[] times,
+                Vector3[] positions,
+                Quaternion[] rotations,
+                float[] fieldOfView,
+                float[] dutch)
+            {
+                Times = times;
+                Positions = positions;
+                Rotations = rotations;
+                FieldOfView = fieldOfView;
+                Dutch = dutch;
+            }
+
+            public double[] Times { get; }
+            public Vector3[] Positions { get; }
+            public Quaternion[] Rotations { get; }
+            public float[] FieldOfView { get; }
+            public float[] Dutch { get; }
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraCurveSimplifierTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 5856da1abe05460b9e98bed6d6d2536d

CameraAI~/Tests/Editor/AICameraCutCorrectionRecorderTests.cs

@@ -0,0 +1,426 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Text;
+using NUnit.Framework;
+using Unity.Cinemachine;
+using UnityEditor;
+using UnityEngine;
+using UnityEngine.Timeline;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraCutCorrectionRecorderTests
+    {
+        private string _temporaryRoot;
+        private readonly List<TimelineAsset> _timelines =
+            new List<TimelineAsset>();
+
+        [SetUp]
+        public void SetUp()
+        {
+            _temporaryRoot = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_cut_corrections_{Guid.NewGuid():N}");
+            Directory.CreateDirectory(_temporaryRoot);
+        }
+
+        [TearDown]
+        public void TearDown()
+        {
+            foreach (var timeline in _timelines.Where(value => value != null))
+            {
+                UnityEngine.Object.DestroyImmediate(timeline);
+            }
+
+            _timelines.Clear();
+            if (!string.IsNullOrWhiteSpace(_temporaryRoot) &&
+                Directory.Exists(_temporaryRoot))
+            {
+                Directory.Delete(_temporaryRoot, true);
+            }
+        }
+
+        [Test]
+        public void CaptureRecordsKeepMoveAddAndDeleteWithoutRawEditorId()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 180, 600, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0, 60, 210, 300, 720 });
+            const string rawEditorId = "operator-secret@example.com";
+
+            var path = AICameraCutCorrectionRecorder
+                .CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    rawEditorId,
+                    Path.Combine(_temporaryRoot, "logs"),
+                    new DateTime(
+                        2026,
+                        8,
+                        2,
+                        5,
+                        4,
+                        3,
+                        210,
+                        DateTimeKind.Utc));
+
+            var json = File.ReadAllText(path);
+            Assert.That(
+                json,
+                Does.Contain(
+                    $"\"schemaVersion\": " +
+                    $"\"{AICameraCutCorrectionRecorder.CurrentSchemaVersion}\""));
+            Assert.That(json, Does.Contain("\"sampleRate\": 60"));
+            Assert.That(json, Does.Contain("\"songId\": \"song-1\""));
+            Assert.That(json, Does.Contain("\"datasetId\": \"dataset-1\""));
+            Assert.That(json, Does.Contain("\"keepCount\": 1"));
+            Assert.That(json, Does.Contain("\"moveCount\": 1"));
+            Assert.That(json, Does.Contain("\"addCount\": 1"));
+            Assert.That(json, Does.Contain("\"deleteCount\": 1"));
+            Assert.That(json, Does.Contain("\"deltaFrames\": 30"));
+            Assert.That(
+                json,
+                Does.Contain("editor-style-sha256:"));
+            Assert.That(json, Does.Not.Contain(rawEditorId));
+
+            var bytes = File.ReadAllBytes(path);
+            Assert.That(
+                bytes.Take(3).ToArray(),
+                Is.Not.EqualTo(new byte[] { 0xEF, 0xBB, 0xBF }));
+            Assert.That(
+                Directory.GetFiles(
+                    Path.GetDirectoryName(path),
+                    "*.tmp-*"),
+                Is.Empty);
+        }
+
+        [Test]
+        public void UnchangedBoundariesAreRecordedAsAcceptedKeeps()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 180, 600, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0, 60, 180, 600, 720 });
+
+            var path = AICameraCutCorrectionRecorder
+                .CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "stable-editor",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UnixEpoch);
+
+            var json = File.ReadAllText(path);
+            Assert.That(json, Does.Contain("\"keepCount\": 3"));
+            Assert.That(json, Does.Contain("\"moveCount\": 0"));
+            Assert.That(json, Does.Contain("\"addCount\": 0"));
+            Assert.That(json, Does.Contain("\"deleteCount\": 0"));
+        }
+
+        [Test]
+        public void SameInputsProduceDeterministicSnapshotContent()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 180, 600, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0, 60, 210, 300, 720 });
+            var capturedUtc = new DateTime(
+                2026,
+                8,
+                2,
+                1,
+                2,
+                3,
+                DateTimeKind.Utc);
+
+            var first = AICameraCutCorrectionRecorder
+                .CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs-a"),
+                    capturedUtc);
+            var second = AICameraCutCorrectionRecorder
+                .CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs-b"),
+                    capturedUtc);
+
+            Assert.That(
+                File.ReadAllText(second),
+                Is.EqualTo(File.ReadAllText(first)));
+        }
+
+        [Test]
+        public void CaptureDoesNotModifyTimelineOrDirtyState()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 180, 600, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0, 60, 210, 300, 720 });
+            var before = timeline.GetOutputTracks()
+                .OfType<CinemachineTrack>()
+                .Single()
+                .GetClips()
+                .OrderBy(clip => clip.start)
+                .Select(clip => new[]
+                {
+                    clip.start,
+                    clip.duration,
+                    clip.easeInDuration,
+                    clip.easeOutDuration
+                })
+                .ToArray();
+            var wasDirty = EditorUtility.IsDirty(timeline);
+
+            AICameraCutCorrectionRecorder.CaptureTimelineForTests(
+                timeline,
+                generated,
+                "editor-a",
+                Path.Combine(_temporaryRoot, "logs"),
+                DateTime.UtcNow);
+
+            var after = timeline.GetOutputTracks()
+                .OfType<CinemachineTrack>()
+                .Single()
+                .GetClips()
+                .OrderBy(clip => clip.start)
+                .Select(clip => new[]
+                {
+                    clip.start,
+                    clip.duration,
+                    clip.easeInDuration,
+                    clip.easeOutDuration
+                })
+                .ToArray();
+            Assert.That(after, Is.EqualTo(before));
+            Assert.That(EditorUtility.IsDirty(timeline), Is.EqualTo(wasDirty));
+        }
+
+        [Test]
+        public void RejectsMetadataThatIsNotSixtyFps()
+        {
+            var generated = CreateGeneration(
+                30,
+                720,
+                new[] { 0, 720 });
+            var timeline = CreateTimeline(new[] { 0, 720 });
+
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraCutCorrectionRecorder.CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UtcNow));
+
+            Assert.That(exception.Message, Does.Contain("60 FPS"));
+        }
+
+        [Test]
+        public void RejectsStalePreviewMetadataHash()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 720 });
+            var timeline = CreateTimeline(new[] { 0, 720 });
+
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraCutCorrectionRecorder.CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UtcNow,
+                    new string('0', 64)));
+
+            Assert.That(exception.Message, Does.Contain("different generation"));
+        }
+
+        [Test]
+        public void RejectsGapBetweenEditedCinemachineClips()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 720 });
+            var timeline = CreateTimelineWithGap();
+
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraCutCorrectionRecorder.CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UtcNow));
+
+            Assert.That(exception.Message, Does.Contain("gap or overlap"));
+        }
+
+        [Test]
+        public void RejectsSubframeEditedBoundary()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0d, 60.4d, 720d });
+
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraCutCorrectionRecorder.CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UtcNow));
+
+            Assert.That(exception.Message, Does.Contain("not aligned"));
+        }
+
+        [Test]
+        public void AcceptsImportersMicroscopicHardCutGuard()
+        {
+            var generated = CreateGeneration(
+                60,
+                720,
+                new[] { 0, 60, 180, 720 });
+            var timeline = CreateTimeline(
+                new[] { 0, 60, 180, 720 });
+            var clips = timeline.GetOutputTracks()
+                .OfType<CinemachineTrack>()
+                .Single()
+                .GetClips()
+                .OrderBy(clip => clip.start)
+                .ToArray();
+            clips[0].duration -= 0.000001d;
+            clips[1].duration -= 0.000001d;
+
+            var path = AICameraCutCorrectionRecorder
+                .CaptureTimelineForTests(
+                    timeline,
+                    generated,
+                    "editor-a",
+                    Path.Combine(_temporaryRoot, "logs"),
+                    DateTime.UtcNow);
+
+            Assert.That(File.Exists(path), Is.True);
+            Assert.That(
+                File.ReadAllText(path),
+                Does.Contain("\"keepCount\": 2"));
+        }
+
+        private string CreateGeneration(
+            int sampleRate,
+            int frameCount,
+            IReadOnlyList<int> edges)
+        {
+            var generated = Path.Combine(
+                _temporaryRoot,
+                $"generated-{Guid.NewGuid():N}");
+            Directory.CreateDirectory(generated);
+            var hashA = new string('a', 64);
+            var hashB = new string('b', 64);
+            var hashC = new string('c', 64);
+            var metadata =
+                "{\n" +
+                "  \"songName\": \"Test Song\",\n" +
+                "  \"songId\": \"song-1\",\n" +
+                "  \"datasetId\": \"dataset-1\",\n" +
+                $"  \"sampleRate\": {sampleRate},\n" +
+                $"  \"frameCount\": {frameCount},\n" +
+                "  \"shotsFile\": \"shots.json\",\n" +
+                "  \"outputSha256\": {\n" +
+                $"    \"worldCamera\": \"{hashA}\",\n" +
+                $"    \"time\": \"{hashB}\",\n" +
+                $"    \"shots\": \"{hashC}\"\n" +
+                "  }\n" +
+                "}\n";
+            File.WriteAllText(
+                Path.Combine(generated, "metadata.json"),
+                metadata,
+                new UTF8Encoding(false));
+
+            var shots = new StringBuilder();
+            shots.Append("{\n  \"shots\": [\n");
+            for (var index = 0; index < edges.Count - 1; index++)
+            {
+                shots.Append(
+                    $"    {{ \"startFrame\": {edges[index]}, " +
+                    $"\"endFrameExclusive\": {edges[index + 1]} }}");
+                shots.Append(index + 1 < edges.Count - 1 ? ",\n" : "\n");
+            }
+
+            shots.Append("  ]\n}\n");
+            File.WriteAllText(
+                Path.Combine(generated, "shots.json"),
+                shots.ToString(),
+                new UTF8Encoding(false));
+            return generated;
+        }
+
+        private TimelineAsset CreateTimeline(IReadOnlyList<int> edges)
+        {
+            return CreateTimeline(edges.Select(value => (double)value).ToArray());
+        }
+
+        private TimelineAsset CreateTimeline(IReadOnlyList<double> edgeFrames)
+        {
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            _timelines.Add(timeline);
+            var track = timeline.CreateTrack<CinemachineTrack>(
+                null,
+                AICameraTimelinePreviewImporter.GeneratedCinemachineTrackName);
+            for (var index = 0; index < edgeFrames.Count - 1; index++)
+            {
+                var clip = track.CreateDefaultClip();
+                clip.start = edgeFrames[index] /
+                    AICameraCutCorrectionRecorder.RequiredSampleRate;
+                clip.duration =
+                    (edgeFrames[index + 1] - edgeFrames[index]) /
+                    AICameraCutCorrectionRecorder.RequiredSampleRate;
+                clip.easeInDuration = 0d;
+                clip.easeOutDuration = 0d;
+            }
+
+            return timeline;
+        }
+
+        private TimelineAsset CreateTimelineWithGap()
+        {
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            _timelines.Add(timeline);
+            var track = timeline.CreateTrack<CinemachineTrack>(
+                null,
+                AICameraTimelinePreviewImporter.GeneratedCinemachineTrackName);
+            var first = track.CreateDefaultClip();
+            first.start = 0d;
+            first.duration = 59d /
+                AICameraCutCorrectionRecorder.RequiredSampleRate;
+            first.easeInDuration = 0d;
+            first.easeOutDuration = 0d;
+            var second = track.CreateDefaultClip();
+            second.start = 60d /
+                AICameraCutCorrectionRecorder.RequiredSampleRate;
+            second.duration = 660d /
+                AICameraCutCorrectionRecorder.RequiredSampleRate;
+            second.easeInDuration = 0d;
+            second.easeOutDuration = 0d;
+            return timeline;
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraCutCorrectionRecorderTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 1b88c37fe4bd4e48818660d18810ae43

CameraAI~/Tests/Editor/AICameraGeneratorWindowTests.cs

@@ -0,0 +1,844 @@
+using System;
+using System.Globalization;
+using System.IO;
+using System.Security.Cryptography;
+using NUnit.Framework;
+using UnityEngine;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraGeneratorWindowTests
+    {
+        [Serializable]
+        private sealed class DirectiveDocument
+        {
+            public string schemaVersion;
+            public DirectiveShot[] shots;
+        }
+
+        [Serializable]
+        private sealed class DirectiveShot
+        {
+            public int index;
+            public string shotSize;
+            public string motion;
+            public string composition;
+            public float distanceMeters;
+            public float motionIntensity;
+            public float bodyFollowStrength;
+        }
+
+        private static string HybridMetadataJson(
+            string generationMode = "hierarchical_hybrid_retarget_v12",
+            string plannerMode = "hierarchical",
+            double targetAspectRatio = 16d / 9d)
+        {
+            return "{" +
+                   "\"schemaVersion\":\"3.6\"," +
+                   $"\"generationMode\":\"{generationMode}\"," +
+                   "\"songId\":\"song-id\"," +
+                   "\"datasetId\":\"dataset-id\"," +
+                   "\"frameCount\":6," +
+                   "\"sampleRate\":60," +
+                   "\"shotCount\":2," +
+                   $"\"plannerMode\":\"{plannerMode}\"," +
+                   "\"targetAspectRatio\":" +
+                   targetAspectRatio.ToString(
+                       "R",
+                       CultureInfo.InvariantCulture) + "," +
+                   "\"worldCameraFile\":\"generated_camera_world.f32\"," +
+                   "\"timeFile\":\"time.f64\"," +
+                   "\"shotsFile\":\"shots.json\"," +
+                   "\"outputSha256\":{" +
+                   "\"worldCamera\":\"camera-hash\"," +
+                   "\"time\":\"time-hash\"," +
+                   "\"shots\":\"shots-hash\"}}";
+        }
+
+        private static string HybridShotsJson(string schemaVersion = "1.2")
+        {
+            return "{" +
+                   $"\"schemaVersion\":\"{schemaVersion}\"," +
+                   "\"shots\":[" +
+                   "{\"index\":0,\"startFrame\":0,\"endFrameExclusive\":3}," +
+                   "{\"index\":1,\"startFrame\":3,\"endFrameExclusive\":6}]}";
+        }
+
+        [Test]
+        public void DefaultCwAiRootPrefersConfiguredThenSiblingRepository()
+        {
+            var root = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-root-tests-" + Guid.NewGuid().ToString("N"));
+            var project = Path.Combine(root, "UnityProject");
+            var configured = Path.Combine(root, "ConfiguredCWAI");
+            var sibling = Path.Combine(root, "CW-AI");
+            Directory.CreateDirectory(project);
+            CreateCwAiRootMarker(configured);
+            CreateCwAiRootMarker(sibling);
+            try
+            {
+                Assert.That(
+                    AICameraGeneratorWindow.ResolveDefaultCwAiRoot(
+                        project,
+                        configured),
+                    Is.EqualTo(Path.GetFullPath(configured)));
+                Assert.That(
+                    AICameraGeneratorWindow.ResolveDefaultCwAiRoot(
+                        project,
+                        string.Empty),
+                    Is.EqualTo(Path.GetFullPath(sibling)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void DefaultCwAiRootSkipsProjectCopyWithoutTrainingIndex()
+        {
+            var root = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-incomplete-root-tests-" + Guid.NewGuid().ToString("N"));
+            var project = Path.Combine(root, "UnityProject");
+            var sibling = Path.Combine(root, "CW-AI");
+            Directory.CreateDirectory(Path.Combine(project, "DatasetExports"));
+            Directory.CreateDirectory(Path.Combine(
+                project,
+                "MachineLearning",
+                "CameraDirector"));
+            CreateCwAiRootMarker(sibling);
+            try
+            {
+                Assert.That(
+                    AICameraGeneratorWindow.IsGenerationLibraryRoot(project),
+                    Is.False);
+                Assert.That(
+                    AICameraGeneratorWindow.ResolveDefaultCwAiRoot(
+                        project,
+                        project),
+                    Is.EqualTo(Path.GetFullPath(sibling)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void DefaultCwAiRootSkipsMalformedConfiguredPath()
+        {
+            var root = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-malformed-root-tests-" + Guid.NewGuid().ToString("N"));
+            var project = Path.Combine(root, "UnityProject");
+            var sibling = Path.Combine(root, "CW-AI");
+            Directory.CreateDirectory(project);
+            CreateCwAiRootMarker(sibling);
+            try
+            {
+                Assert.That(
+                    AICameraGeneratorWindow.ResolveDefaultCwAiRoot(
+                        project,
+                        "\0invalid"),
+                    Is.EqualTo(Path.GetFullPath(sibling)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ProjectCacheRootDefaultsToWritableProjectLibrary()
+        {
+            var project = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-cache-root-tests-" + Guid.NewGuid().ToString("N"));
+            var configured = Path.Combine(project, "ConfiguredCache");
+
+            Assert.That(
+                AICameraGeneratorWindow.ResolveProjectCacheRoot(
+                    project,
+                    string.Empty),
+                Is.EqualTo(Path.Combine(
+                    Path.GetFullPath(project),
+                    "Library",
+                    "CWAI")));
+            Assert.That(
+                AICameraGeneratorWindow.ResolveProjectCacheRoot(
+                    project,
+                    configured),
+                Is.EqualTo(Path.GetFullPath(configured)));
+        }
+
+        private static void CreateCwAiRootMarker(string root)
+        {
+            Directory.CreateDirectory(Path.Combine(root, "DatasetExports"));
+            Directory.CreateDirectory(Path.Combine(
+                root,
+                "MachineLearning",
+                "CameraDirector"));
+            var reports = Directory.CreateDirectory(Path.Combine(root, "reports"));
+            File.WriteAllText(
+                Path.Combine(reports.FullName, "training_index.json"),
+                "{}");
+            var models = Directory.CreateDirectory(Path.Combine(root, "models"));
+            File.WriteAllText(
+                Path.Combine(models.FullName, "cut_ranker_v2.json"),
+                "{}");
+        }
+
+        [Test]
+        public void CliWorkerIsTheOnlyHighQualityBackend()
+        {
+            Assert.That(
+                AICameraGeneratorWindow.HybridQualityBackendLabel,
+                Does.Contain("CWCameraWorker"));
+            Assert.That(
+                AICameraGeneratorWindow.HybridQualityBackendDescription,
+                Does.Contain("별도 Python 설치가 필요하지 않습니다"));
+        }
+
+        [TestCase(0, "auto")]
+        [TestCase(1, "slow")]
+        [TestCase(2, "normal")]
+        [TestCase(3, "fast")]
+        public void CutRhythmUsesStableDataPlannerCliValues(
+            int value,
+            string expected)
+        {
+            Assert.That(
+                AICameraGeneratorWindow.CutDensityCliValueForTests(value),
+                Is.EqualTo(expected));
+            Assert.That(
+                AICameraGeneratorWindow.CutRhythmExplanation,
+                Does.Contain("음악"));
+        }
+
+        [TestCase("auto", "balanced")]
+        [TestCase("center", "centered")]
+        [TestCase("centered", "centered")]
+        [TestCase("left_third", "left_third")]
+        [TestCase("right-third", "right_third")]
+        public void HybridHorizontalFramingPreservesExplicitDirection(
+            string composition,
+            string expected)
+        {
+            Assert.That(
+                AICameraGeneratorWindow.HybridHorizontalFraming(composition),
+                Is.EqualTo(expected));
+        }
+
+        [Test]
+        public void FullGenerationIgnoresPersistedManualOverrides()
+        {
+            var unusedOutput = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-full-scope-" + Guid.NewGuid().ToString("N"));
+
+            var scope = AICameraGeneratorWindow.CreateGenerationControlScope(
+                false,
+                12,
+                unusedOutput,
+                "close",
+                "orbit_right",
+                "left_third",
+                9.5f,
+                2f,
+                1f);
+
+            Assert.That(scope.ShotSize, Is.EqualTo("auto"));
+            Assert.That(scope.Motion, Is.EqualTo("auto"));
+            Assert.That(scope.Composition, Is.EqualTo("auto"));
+            Assert.That(scope.DistanceMeters, Is.Zero);
+            Assert.That(scope.MotionIntensity, Is.EqualTo(1f));
+            Assert.That(scope.BodyFollowStrength, Is.EqualTo(0.18f));
+            Assert.That(scope.DirectivesPath, Is.Empty);
+            Assert.That(scope.UsesSelectedShotOverrides, Is.False);
+            Assert.That(Directory.Exists(unusedOutput), Is.False);
+        }
+
+        [Test]
+        public void SelectedShotRegenerationSerializesOnlyThatShotsOverrides()
+        {
+            var output = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-selected-scope-" + Guid.NewGuid().ToString("N"));
+            try
+            {
+                var scope =
+                    AICameraGeneratorWindow.CreateGenerationControlScope(
+                        true,
+                        7,
+                        output,
+                        "medium",
+                        "truck_left",
+                        "right_third",
+                        6.25f,
+                        1.4f,
+                        0.08f);
+
+                Assert.That(scope.ShotSize, Is.EqualTo("auto"));
+                Assert.That(scope.Motion, Is.EqualTo("auto"));
+                Assert.That(scope.Composition, Is.EqualTo("auto"));
+                Assert.That(scope.DistanceMeters, Is.Zero);
+                Assert.That(scope.MotionIntensity, Is.EqualTo(1f));
+                Assert.That(scope.BodyFollowStrength, Is.EqualTo(0.18f));
+                Assert.That(scope.UsesSelectedShotOverrides, Is.True);
+                Assert.That(File.Exists(scope.DirectivesPath), Is.True);
+
+                var document = JsonUtility.FromJson<DirectiveDocument>(
+                    File.ReadAllText(scope.DirectivesPath));
+                Assert.That(
+                    document.schemaVersion,
+                    Is.EqualTo("camera-directives-v1"));
+                Assert.That(document.shots, Has.Length.EqualTo(1));
+                Assert.That(document.shots[0].index, Is.EqualTo(7));
+                Assert.That(document.shots[0].shotSize, Is.EqualTo("medium"));
+                Assert.That(document.shots[0].motion, Is.EqualTo("truck_left"));
+                Assert.That(
+                    document.shots[0].composition,
+                    Is.EqualTo("right_third"));
+                Assert.That(document.shots[0].distanceMeters, Is.EqualTo(6.25f));
+                Assert.That(document.shots[0].motionIntensity, Is.EqualTo(1.4f));
+                Assert.That(document.shots[0].bodyFollowStrength, Is.EqualTo(0.08f));
+            }
+            finally
+            {
+                if (Directory.Exists(output))
+                {
+                    Directory.Delete(output, true);
+                }
+            }
+        }
+
+        [Test]
+        public void FullGenerationDoesNotEmitSelectedShotOneShotArguments()
+        {
+            Assert.That(
+                AICameraGeneratorWindow.BuildSelectedShotOneShotArguments(
+                    -1,
+                    string.Empty),
+                Is.Empty);
+        }
+
+        [Test]
+        public void SelectedShotOneShotArgumentsIncludeIndexAndBaseGeneration()
+        {
+            var baseGeneration = Path.Combine(
+                Path.GetTempPath(),
+                "cw ai base generation");
+
+            var arguments =
+                AICameraGeneratorWindow.BuildSelectedShotOneShotArguments(
+                    7,
+                    baseGeneration);
+
+            Assert.That(arguments, Does.Contain("--only-shot-index"));
+            Assert.That(arguments, Does.Contain("7"));
+            Assert.That(arguments, Does.Contain("--base-generation"));
+            Assert.That(
+                arguments,
+                Does.Contain(Path.GetFullPath(baseGeneration)));
+        }
+
+        [Test]
+        public void SelectedShotTimingUsesSeparateOneShotHistory()
+        {
+            var text =
+                AICameraGeneratorWindow.BuildSelectedShotGenerationTimingText(
+                    4d,
+                    10d,
+                    AICameraGeneratorWindow.CacheObservation.Hit,
+                    AICameraGeneratorWindow.CacheObservation.Miss);
+
+            Assert.That(text, Does.Contain("선택 카메라 1개만 계산 중"));
+            Assert.That(text, Does.Contain("최근 단일 샷 기준 총"));
+            Assert.That(text, Does.Contain("새 후보 풀 계산 중"));
+        }
+
+        [Test]
+        public void FailedImportPreservesPreviousGeneratedFolder()
+        {
+            var previous = Path.Combine(Path.GetTempPath(), "previous-base");
+            var failedCandidate = Path.Combine(
+                Path.GetTempPath(),
+                "failed-candidate");
+
+            Assert.That(
+                AICameraGeneratorWindow.GeneratedFolderAfterImport(
+                    previous,
+                    failedCandidate,
+                    false),
+                Is.EqualTo(previous));
+        }
+
+        [Test]
+        public void SuccessfulImportAdvancesGeneratedFolder()
+        {
+            var candidate = Path.Combine(Path.GetTempPath(), "new-base");
+
+            Assert.That(
+                AICameraGeneratorWindow.GeneratedFolderAfterImport(
+                    "previous-base",
+                    candidate,
+                    true),
+                Is.EqualTo(Path.GetFullPath(candidate)));
+        }
+
+        [Test]
+        public void HybridBaseContractAcceptsFullCompositeSchema()
+        {
+            Assert.DoesNotThrow(() =>
+                AICameraGeneratorWindow
+                    .ValidateHybridBaseGenerationContractForTests(
+                        HybridMetadataJson(),
+                        HybridShotsJson()));
+        }
+
+        [Test]
+        public void HybridBaseContractRejectsNonHybridOutputBeforeWorkerStarts()
+        {
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraGeneratorWindow
+                    .ValidateHybridBaseGenerationContractForTests(
+                        HybridMetadataJson(
+                            generationMode: "unity_native_fast",
+                            plannerMode: string.Empty,
+                            targetAspectRatio: 0d),
+                        HybridShotsJson("1.3")));
+
+            Assert.That(exception.Message, Does.Contain("Hybrid"));
+        }
+
+        [Test]
+        public void HybridBaseContractRequiresTargetAspectRatio()
+        {
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraGeneratorWindow
+                    .ValidateHybridBaseGenerationContractForTests(
+                        HybridMetadataJson(targetAspectRatio: 0d),
+                        HybridShotsJson()));
+
+            Assert.That(exception.Message, Does.Contain("targetAspectRatio"));
+        }
+
+        [Test]
+        public void HybridBaseContractRequiresShotsSchema12()
+        {
+            var exception = Assert.Throws<InvalidDataException>(() =>
+                AICameraGeneratorWindow
+                    .ValidateHybridBaseGenerationContractForTests(
+                        HybridMetadataJson(),
+                        HybridShotsJson("1.3")));
+
+            Assert.That(exception.Message, Does.Contain("schema 1.2"));
+        }
+
+        [Test]
+        public void WindowProvenanceRecoveryPrefersCwAiRelativePathAfterMove()
+        {
+            var newRoot = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-moved-" + Guid.NewGuid().ToString("N"));
+            var relative = Path.Combine(
+                "examples",
+                "UnityGenerated",
+                "camera_result");
+            var movedFolder = Path.Combine(newRoot, relative);
+            Directory.CreateDirectory(movedFolder);
+            try
+            {
+                Assert.That(
+                    AICameraGeneratorWindow
+                        .ResolveGeneratedFolderFromProvenance(
+                            newRoot,
+                            relative.Replace('\\', '/'),
+                            @"D:\OldPc\CW-AI\examples\UnityGenerated\camera_result"),
+                    Is.EqualTo(Path.GetFullPath(movedFolder)));
+            }
+            finally
+            {
+                Directory.Delete(newRoot, true);
+            }
+        }
+
+        [Test]
+        public void WindowProvenanceRecoveryUsesAbsoluteFallback()
+        {
+            var fallback = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-fallback-" + Guid.NewGuid().ToString("N"));
+            Directory.CreateDirectory(fallback);
+            try
+            {
+                Assert.That(
+                    AICameraGeneratorWindow
+                        .ResolveGeneratedFolderFromProvenance(
+                            Path.Combine(fallback, "missing-root"),
+                            "examples/UnityGenerated/missing",
+                            fallback),
+                    Is.EqualTo(Path.GetFullPath(fallback)));
+            }
+            finally
+            {
+                Directory.Delete(fallback, true);
+            }
+        }
+
+        [Test]
+        public void WindowProvenanceRejectsMetadataChangedBehindStoredHash()
+        {
+            var generatedFolder = Path.Combine(
+                Path.GetTempPath(),
+                "cw-ai-provenance-hash-" + Guid.NewGuid().ToString("N"));
+            Directory.CreateDirectory(generatedFolder);
+            var metadataPath = Path.Combine(generatedFolder, "metadata.json");
+            try
+            {
+                File.WriteAllText(metadataPath, "{\"generation\":1}");
+                string expected;
+                using (var algorithm = SHA256.Create())
+                {
+                    expected = BitConverter.ToString(
+                            algorithm.ComputeHash(File.ReadAllBytes(metadataPath)))
+                        .Replace("-", string.Empty)
+                        .ToLowerInvariant();
+                }
+
+                Assert.DoesNotThrow(() =>
+                    AICameraGeneratorWindow.ValidateProvenanceMetadataSha256(
+                        generatedFolder,
+                        expected));
+                File.WriteAllText(metadataPath, "{\"generation\":2}");
+                Assert.That(
+                    () => AICameraGeneratorWindow
+                        .ValidateProvenanceMetadataSha256(
+                            generatedFolder,
+                            expected),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains("does not match"));
+            }
+            finally
+            {
+                Directory.Delete(generatedFolder, true);
+            }
+        }
+
+        [Test]
+        public void ColdStartHybridEstimateIsBroadAndMarkedInitial()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                204.48d,
+                0d,
+                0,
+                -1d,
+                0d);
+
+            Assert.That(estimate.IsAvailable, Is.True);
+            Assert.That(estimate.IsInitial, Is.True);
+            Assert.That(
+                estimate.MinimumTotalSeconds,
+                Is.EqualTo(79.4112d).Within(1e-4));
+            Assert.That(
+                estimate.MaximumTotalSeconds,
+                Is.EqualTo(148.23424d).Within(1e-4));
+            Assert.That(
+                estimate.MinimumRemainingSeconds,
+                Is.EqualTo(79.4112d).Within(1e-4));
+            Assert.That(
+                estimate.MaximumRemainingSeconds,
+                Is.EqualTo(148.23424d).Within(1e-4));
+        }
+
+        [Test]
+        public void HistoricalEstimateUsesObservedRateAndElapsedTime()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                20d,
+                4,
+                0.5d,
+                0.05d);
+
+            Assert.That(estimate.IsAvailable, Is.True);
+            Assert.That(estimate.IsInitial, Is.False);
+            Assert.That(estimate.MinimumTotalSeconds, Is.EqualTo(85d));
+            Assert.That(estimate.MaximumTotalSeconds, Is.EqualTo(115d));
+            Assert.That(estimate.MinimumRemainingSeconds, Is.EqualTo(65d));
+            Assert.That(estimate.MaximumRemainingSeconds, Is.EqualTo(95d));
+        }
+
+        [Test]
+        public void CandidateCacheHitReplacesGeneralHistoryWithShortTailBudget()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                10d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                3,
+                false);
+
+            Assert.That(estimate.MinimumTotalSeconds, Is.EqualTo(13d));
+            Assert.That(estimate.MaximumTotalSeconds, Is.EqualTo(30d));
+            Assert.That(estimate.MinimumRemainingSeconds, Is.EqualTo(3d));
+            Assert.That(estimate.MaximumRemainingSeconds, Is.EqualTo(20d));
+        }
+
+        [Test]
+        public void CandidateCacheHitTailCountsDownFromObservationTime()
+        {
+            var initial = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                10d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                3,
+                false,
+                10d);
+            var later = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                15d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                3,
+                false,
+                10d);
+
+            Assert.That(initial.MaximumRemainingSeconds, Is.EqualTo(20d));
+            Assert.That(later.MaximumRemainingSeconds, Is.EqualTo(15d));
+            Assert.That(
+                later.MaximumRemainingSeconds,
+                Is.LessThan(initial.MaximumRemainingSeconds));
+            Assert.That(later.MaximumTotalSeconds, Is.EqualTo(30d));
+        }
+
+        [Test]
+        public void PreparationCacheMissAddsColdPreparationPenalty()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                20d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Miss,
+                AICameraGeneratorWindow.CacheObservation.Miss,
+                2,
+                false);
+
+            Assert.That(estimate.MinimumTotalSeconds, Is.EqualTo(103d));
+            Assert.That(estimate.MaximumTotalSeconds, Is.EqualTo(164d));
+            Assert.That(estimate.MinimumRemainingSeconds, Is.EqualTo(83d));
+            Assert.That(estimate.MaximumRemainingSeconds, Is.EqualTo(144d));
+        }
+
+        [Test]
+        public void ImportStageBoundsStaleRemainingEstimate()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                20d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Miss,
+                4,
+                true);
+
+            Assert.That(estimate.MinimumRemainingSeconds, Is.Zero);
+            Assert.That(estimate.MaximumRemainingSeconds, Is.EqualTo(24d));
+            Assert.That(estimate.MaximumTotalSeconds, Is.EqualTo(44d));
+        }
+
+        [Test]
+        public void ImportStageTailCountsDownFromObservationTime()
+        {
+            var initial = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                20d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Miss,
+                4,
+                true,
+                double.NaN,
+                20d);
+            var later = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                21d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Miss,
+                4,
+                true,
+                double.NaN,
+                20d);
+
+            Assert.That(initial.MaximumRemainingSeconds, Is.EqualTo(24d));
+            Assert.That(later.MaximumRemainingSeconds, Is.EqualTo(23d));
+            Assert.That(
+                later.MaximumRemainingSeconds,
+                Is.LessThan(initial.MaximumRemainingSeconds));
+            Assert.That(initial.MaximumTotalSeconds, Is.EqualTo(44d));
+            Assert.That(later.MaximumTotalSeconds, Is.EqualTo(44d));
+        }
+
+        [Test]
+        public void InvalidDurationDoesNotClaimAnEstimate()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                0d,
+                10d,
+                2,
+                0.5d,
+                0.1d);
+
+            Assert.That(estimate.IsAvailable, Is.False);
+            Assert.That(estimate.MinimumTotalSeconds, Is.Zero);
+            Assert.That(estimate.MaximumTotalSeconds, Is.Zero);
+            Assert.That(estimate.MinimumRemainingSeconds, Is.Zero);
+            Assert.That(estimate.MaximumRemainingSeconds, Is.Zero);
+        }
+
+        [Test]
+        public void TimingTextShowsElapsedTotalRemainingAndCacheState()
+        {
+            var estimate = AICameraGeneratorWindow.CalculateRuntimeEstimate(
+                200d,
+                10d,
+                4,
+                0.5d,
+                0.05d,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                3,
+                false);
+
+            var text = AICameraGeneratorWindow.BuildGenerationTimingText(
+                10d,
+                estimate,
+                AICameraGeneratorWindow.CacheObservation.Hit,
+                AICameraGeneratorWindow.CacheObservation.Hit);
+
+            Assert.That(text, Does.Contain("경과 10초"));
+            Assert.That(text, Does.Contain("최근 실측 예상 총"));
+            Assert.That(text, Does.Contain("남은 시간"));
+            Assert.That(text, Does.Contain("안전 후보 캐시 사용 중"));
+        }
+
+        [TestCase("Candidate cache hit: abc", "candidate", 1)]
+        [TestCase("[candidate-cache] miss: none", "candidate", 2)]
+        [TestCase(
+            "Candidate cache runtime validation failed; falling back",
+            "candidate",
+            2)]
+        [TestCase("Preparation cache invalid: sha mismatch", "preparation", 2)]
+        [TestCase("unrelated message", "candidate", 0)]
+        public void CacheLogObservationParsesStableSignals(
+            string message,
+            string cacheName,
+            int expected)
+        {
+            Assert.That(
+                AICameraGeneratorWindow.ParseCacheObservation(
+                    message,
+                    cacheName),
+                Is.EqualTo(
+                    (AICameraGeneratorWindow.CacheObservation)expected));
+        }
+
+        [Test]
+        public void CandidateCacheModeDefaultsToAutoAndFreshPoolUsesOff()
+        {
+            Assert.That(
+                AICameraGeneratorWindow.CandidateCacheMode(false),
+                Is.EqualTo("auto"));
+            Assert.That(
+                AICameraGeneratorWindow.CandidateCacheMode(true),
+                Is.EqualTo("off"));
+        }
+
+        [Test]
+        public void AppliedSeedSummarySeparatesCurrentResultFromNextGeneration()
+        {
+            var summary = AICameraGeneratorWindow.BuildAppliedSeedSummary(
+                20489696,
+                20489697,
+                false,
+                -1);
+
+            Assert.That(
+                summary,
+                Is.EqualTo(
+                    "현재 전체 생성 결과 Seed: 20489696\n" +
+                    "다음 생성에 사용할 Seed: 20489697"));
+        }
+
+        [Test]
+        public void AppliedSeedSummaryMarksSelectedShotAsMixedResult()
+        {
+            var summary = AICameraGeneratorWindow.BuildAppliedSeedSummary(
+                20489696,
+                20489697,
+                true,
+                8);
+
+            Assert.That(summary, Does.Contain("카메라: 008"));
+            Assert.That(summary, Does.Contain("해당 카메라 Seed: 20489696"));
+            Assert.That(summary, Does.Contain("나머지 카메라는 기존 결과"));
+        }
+
+        [Test]
+        public void SeedAndReapplyLabelsDescribeDifferentActions()
+        {
+            Assert.That(
+                AICameraGeneratorWindow.NextGenerationSeedLabel,
+                Does.Contain("다음 생성"));
+            Assert.That(
+                AICameraGeneratorWindow.SelectedCameraRegenerationButtonLabel,
+                Does.Contain("안전 후보"));
+            Assert.That(
+                AICameraGeneratorWindow.ListedCameraRegenerationButtonLabel,
+                Does.Contain("안전 후보"));
+            Assert.That(
+                AICameraGeneratorWindow.ReapplyCurrentResultButtonLabel,
+                Does.Contain("Seed 사용 안 함"));
+            Assert.That(
+                AICameraGeneratorWindow.ReapplyCurrentResultWarning,
+                Does.Contain("새 후보를 생성하지 않으며"));
+            Assert.That(
+                AICameraGeneratorWindow.SeedCandidateExplanation,
+                Does.Contain("안전 후보 풀을 재사용"));
+            Assert.That(
+                AICameraGeneratorWindow.FreshCandidatePoolOptionLabel,
+                Does.Contain("후보 풀 캐시 무시하고 재계산"));
+            Assert.That(
+                AICameraGeneratorWindow.FullAutonomousGenerationButtonLabel,
+                Does.Contain("자율 생성"));
+            Assert.That(
+                AICameraGeneratorWindow.FullGenerationAutonomyExplanation,
+                Does.Contain("전체 생성에 적용되지 않습니다"));
+            Assert.That(
+                AICameraGeneratorWindow.SelectedShotOverrideExplanation,
+                Does.Contain("선택한 카메라를 다시 생성할 때만"));
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraGeneratorWindowTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 7a3ea2034f8a4ce1b45f1673472e5e6f

CameraAI~/Tests/Editor/AICameraGeneratorWindowUiTests.cs

@@ -0,0 +1,67 @@
+using NUnit.Framework;
+using UnityEditor;
+using UnityEngine;
+using UnityEngine.UIElements;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraGeneratorWindowUiTests
+    {
+        [Test]
+        public void UiAssetsLoadAndExposeTheCoreWorkflowContract()
+        {
+            var uxmlPath =
+                AICameraGeneratorWindow.ResolveUiAssetPathForTests(false);
+            var ussPath =
+                AICameraGeneratorWindow.ResolveUiAssetPathForTests(true);
+
+            Assert.That(uxmlPath, Is.Not.Empty);
+            Assert.That(ussPath, Is.Not.Empty);
+            var visualTree =
+                AssetDatabase.LoadAssetAtPath<VisualTreeAsset>(uxmlPath);
+            var styleSheet = AssetDatabase.LoadAssetAtPath<StyleSheet>(ussPath);
+            Assert.That(visualTree, Is.Not.Null);
+            Assert.That(styleSheet, Is.Not.Null);
+
+            var root = visualTree.CloneTree();
+            Assert.That(
+                root.Q<DropdownField>("source-director-dropdown"),
+                Is.Not.Null);
+            Assert.That(root.Q<Button>("generate-full-button"), Is.Not.Null);
+            Assert.That(root.Q<VisualElement>("refinement-card"), Is.Not.Null);
+            Assert.That(
+                root.Q<DropdownField>("selected-shot-dropdown"),
+                Is.Not.Null);
+            Assert.That(root.Q<Button>("regenerate-shot-button"), Is.Not.Null);
+            Assert.That(root.Q<VisualElement>("final-card"), Is.Not.Null);
+            Assert.That(root.Q<Button>("save-final-scene-button"), Is.Not.Null);
+            Assert.That(root.Q<Foldout>("advanced-foldout"), Is.Not.Null);
+            Assert.That(root.Q<ProgressBar>("generation-progress"), Is.Not.Null);
+            Assert.That(root.Q<Button>("status-log-button"), Is.Not.Null);
+            Assert.That(root.Q<Button>("cancel-generation-button"), Is.Not.Null);
+        }
+
+        [Test]
+        public void CreateGuiCanRunTwiceWithoutDuplicatingTheWindowRoot()
+        {
+            var window = ScriptableObject.CreateInstance<AICameraGeneratorWindow>();
+            try
+            {
+                window.CreateGUI();
+                window.CreateGUI();
+
+                var roots = window.rootVisualElement
+                    .Query<VisualElement>("camera-generator-root")
+                    .ToList();
+                Assert.That(roots, Has.Count.EqualTo(1));
+                Assert.That(
+                    window.rootVisualElement.Q<Button>("generate-full-button"),
+                    Is.Not.Null);
+            }
+            finally
+            {
+                Object.DestroyImmediate(window);
+            }
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraGeneratorWindowUiTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 9ef03e2f61a24afab45e0e719a9098be

CameraAI~/Tests/Editor/AICameraTimelinePreviewImporterTests.cs

@@ -0,0 +1,867 @@
+using System;
+using System.IO;
+using System.Linq;
+using System.Security.Cryptography;
+using System.Text;
+using NUnit.Framework;
+using Unity.Cinemachine;
+using UnityEditor;
+using UnityEngine;
+using UnityEngine.Playables;
+using UnityEngine.Timeline;
+using Object = UnityEngine.Object;
+
+namespace Streamingle.Editor.Tests
+{
+    public sealed class AICameraTimelinePreviewImporterTests
+    {
+        [Test]
+        public void BrainResolutionUsesOnlySceneBrainWithoutCinemachineTrack()
+        {
+            var directorObject = new GameObject("Director");
+            var cameraObject = new GameObject("Render Camera");
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                director.playableAsset = timeline;
+                cameraObject.AddComponent<Camera>();
+                var brain = cameraObject.AddComponent<CinemachineBrain>();
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter.ResolveCinemachineBrainForEditor(
+                        director,
+                        timeline,
+                        new[] { brain }),
+                    Is.SameAs(brain));
+            }
+            finally
+            {
+                Object.DestroyImmediate(directorObject);
+                Object.DestroyImmediate(cameraObject);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [Test]
+        public void BrainResolutionPrefersUniqueMainCamera()
+        {
+            var directorObject = new GameObject("Director");
+            var mainCameraObject = new GameObject("Main Camera");
+            var secondaryCameraObject = new GameObject("Secondary Camera");
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                director.playableAsset = timeline;
+                mainCameraObject.tag = "MainCamera";
+                mainCameraObject.AddComponent<Camera>();
+                var mainBrain = mainCameraObject.AddComponent<CinemachineBrain>();
+                secondaryCameraObject.AddComponent<Camera>();
+                var secondaryBrain =
+                    secondaryCameraObject.AddComponent<CinemachineBrain>();
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter.ResolveCinemachineBrainForEditor(
+                        director,
+                        timeline,
+                        new[] { secondaryBrain, mainBrain }),
+                    Is.SameAs(mainBrain));
+            }
+            finally
+            {
+                Object.DestroyImmediate(directorObject);
+                Object.DestroyImmediate(mainCameraObject);
+                Object.DestroyImmediate(secondaryCameraObject);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [Test]
+        public void BrainResolutionRejectsAmbiguousSceneBrains()
+        {
+            var directorObject = new GameObject("Director");
+            var firstCameraObject = new GameObject("First Camera");
+            var secondCameraObject = new GameObject("Second Camera");
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                director.playableAsset = timeline;
+                firstCameraObject.AddComponent<Camera>();
+                var firstBrain = firstCameraObject.AddComponent<CinemachineBrain>();
+                secondCameraObject.AddComponent<Camera>();
+                var secondBrain = secondCameraObject.AddComponent<CinemachineBrain>();
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ResolveCinemachineBrainForEditor(
+                            director,
+                            timeline,
+                            new[] { firstBrain, secondBrain }),
+                    Throws.TypeOf<InvalidOperationException>()
+                        .With.Message.Contains("Multiple enabled CinemachineBrain"));
+            }
+            finally
+            {
+                Object.DestroyImmediate(directorObject);
+                Object.DestroyImmediate(firstCameraObject);
+                Object.DestroyImmediate(secondCameraObject);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [TestCase(false)]
+        [TestCase(true)]
+        public void GeneratedDirectorySupportsLegacyAndDeclaredHashes(
+            bool includeHashes)
+        {
+            var directory = CreateGeneratedDirectory(includeHashes);
+            try
+            {
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Does.Contain("1 frames, 1 shots at 60 FPS"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+            }
+        }
+
+        [TestCase("generated_camera_world.f32", "worldCamera")]
+        [TestCase("time.f64", "time")]
+        [TestCase("shots.json", "shots")]
+        public void GeneratedDirectoryRejectsTamperedDeclaredPayloadBeforeParsing(
+            string fileName,
+            string payloadName)
+        {
+            var directory = CreateGeneratedDirectory(true);
+            try
+            {
+                File.AppendAllText(
+                    Path.Combine(directory, fileName),
+                    "tampered",
+                    new UTF8Encoding(false));
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains(
+                            $"{payloadName} payload SHA-256 mismatch"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+            }
+        }
+
+        [Test]
+        public void GeneratedDirectoryRejectsAbsolutePayloadPath()
+        {
+            var directory = CreateGeneratedDirectory(true);
+            try
+            {
+                ReplaceMetadataPayloadPath(
+                    directory,
+                    "worldCameraFile",
+                    Path.Combine(directory, "generated_camera_world.f32"));
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains("must be relative"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+            }
+        }
+
+        [Test]
+        public void GeneratedDirectoryRejectsParentTraversalEvenWhenHashMatches()
+        {
+            var directory = CreateGeneratedDirectory(true);
+            var outsidePath = Path.Combine(
+                Path.GetDirectoryName(directory) ?? Path.GetTempPath(),
+                $"cw_ai_outside_{Guid.NewGuid():N}.f32");
+            try
+            {
+                File.Copy(
+                    Path.Combine(directory, "generated_camera_world.f32"),
+                    outsidePath);
+                ReplaceMetadataPayloadPath(
+                    directory,
+                    "worldCameraFile",
+                    "../" + Path.GetFileName(outsidePath));
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains("invalid segment"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+                if (File.Exists(outsidePath))
+                {
+                    File.Delete(outsidePath);
+                }
+            }
+        }
+
+        [Test]
+        public void GeneratedDirectoryRejectsExplicitNullHashObject()
+        {
+            var directory = CreateGeneratedDirectory(false);
+            try
+            {
+                var metadataPath = Path.Combine(directory, "metadata.json");
+                var json = File.ReadAllText(metadataPath);
+                File.WriteAllText(
+                    metadataPath,
+                    json.Substring(0, json.Length - 1) +
+                    ",\"outputSha256\":null}",
+                    new UTF8Encoding(false));
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains(
+                            "metadata.outputSha256 must be a JSON object"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+            }
+        }
+
+        [Test]
+        public void GeneratedDirectoryRejectsIncompleteDeclaredHashes()
+        {
+            var directory = CreateGeneratedDirectory(true);
+            try
+            {
+                var metadataPath = Path.Combine(directory, "metadata.json");
+                var timePath = Path.Combine(directory, "time.f64");
+                var json = File.ReadAllText(metadataPath).Replace(
+                    $",\"time\":\"{ComputeSha256(timePath)}\"",
+                    string.Empty);
+                File.WriteAllText(
+                    metadataPath,
+                    json,
+                    new UTF8Encoding(false));
+
+                Assert.That(
+                    () => AICameraTimelinePreviewImporter
+                        .ValidateGeneratedDirectoryForCli(directory),
+                    Throws.TypeOf<InvalidDataException>()
+                        .With.Message.Contains(
+                            "metadata.outputSha256.time is missing"));
+            }
+            finally
+            {
+                Directory.Delete(directory, true);
+            }
+        }
+
+        [Test]
+        public void PreviewProvenancePersistsHiddenRelativeAndAbsoluteFallback()
+        {
+            var cwAiRoot = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_provenance_root_{Guid.NewGuid():N}");
+            var generatedDirectory = Path.Combine(
+                cwAiRoot,
+                "examples",
+                "UnityGenerated",
+                "camera_test");
+            Directory.CreateDirectory(generatedDirectory);
+            File.WriteAllText(
+                Path.Combine(generatedDirectory, "metadata.json"),
+                "{\"generation\":1}",
+                new UTF8Encoding(false));
+            var timelinePath =
+                $"Assets/__CWAI_Provenance_{Guid.NewGuid():N}.playable";
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                AssetDatabase.CreateAsset(timeline, timelinePath);
+                var provenance = AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        generatedDirectory,
+                        cwAiRoot,
+                        false);
+                AssetDatabase.SaveAssets();
+                AssetDatabase.ImportAsset(
+                    timelinePath,
+                    ImportAssetOptions.ForceSynchronousImport);
+
+                var reloaded = AssetDatabase.LoadAssetAtPath<TimelineAsset>(
+                    timelinePath);
+                Assert.That(reloaded, Is.Not.Null);
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            reloaded,
+                            out var info),
+                    Is.True);
+                Assert.That(
+                    info.CwAiRelativeGeneratedFolder,
+                    Is.EqualTo("examples/UnityGenerated/camera_test"));
+                Assert.That(
+                    info.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(generatedDirectory)));
+                Assert.That(
+                    info.MetadataSha256,
+                    Is.EqualTo(ComputeSha256(
+                        Path.Combine(generatedDirectory, "metadata.json"))));
+                Assert.That(
+                    provenance.hideFlags,
+                    Is.EqualTo(
+                        HideFlags.HideInHierarchy |
+                        HideFlags.HideInInspector));
+            }
+            finally
+            {
+                AssetDatabase.DeleteAsset(timelinePath);
+                Directory.Delete(cwAiRoot, true);
+            }
+        }
+
+        [Test]
+        public void PreviewProvenanceUndoRedoRestoresMaterializedBase()
+        {
+            var cwAiRoot = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_provenance_undo_{Guid.NewGuid():N}");
+            var first = Path.Combine(cwAiRoot, "outputs", "first");
+            var second = Path.Combine(cwAiRoot, "outputs", "second");
+            Directory.CreateDirectory(first);
+            Directory.CreateDirectory(second);
+            File.WriteAllText(
+                Path.Combine(first, "metadata.json"),
+                "{\"generation\":1}",
+                new UTF8Encoding(false));
+            File.WriteAllText(
+                Path.Combine(second, "metadata.json"),
+                "{\"generation\":2}",
+                new UTF8Encoding(false));
+            var timelinePath =
+                $"Assets/__CWAI_ProvenanceUndo_{Guid.NewGuid():N}.playable";
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                AssetDatabase.CreateAsset(timeline, timelinePath);
+                AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        first,
+                        cwAiRoot,
+                        false);
+                AssetDatabase.SaveAssets();
+
+                Undo.IncrementCurrentGroup();
+                var undoGroup = Undo.GetCurrentGroup();
+                Undo.SetCurrentGroupName("Test AI Camera Provenance Undo");
+                AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        second,
+                        cwAiRoot,
+                        true);
+                Undo.CollapseUndoOperations(undoGroup);
+                Undo.FlushUndoRecordObjects();
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out var changed),
+                    Is.True);
+                Assert.That(
+                    changed.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(second)));
+
+                Undo.PerformUndo();
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out var undone),
+                    Is.True);
+                Assert.That(
+                    undone.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(first)));
+
+                Undo.PerformRedo();
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out var redone),
+                    Is.True);
+                Assert.That(
+                    redone.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(second)));
+            }
+            finally
+            {
+                AssetDatabase.DeleteAsset(timelinePath);
+                Directory.Delete(cwAiRoot, true);
+            }
+        }
+
+        [Test]
+        public void FinalTimelineCleanupRemovesPreviewOnlyProvenanceSubasset()
+        {
+            var generatedDirectory = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_provenance_final_{Guid.NewGuid():N}");
+            Directory.CreateDirectory(generatedDirectory);
+            File.WriteAllText(
+                Path.Combine(generatedDirectory, "metadata.json"),
+                "{\"generation\":1}",
+                new UTF8Encoding(false));
+            var timelinePath =
+                $"Assets/__CWAI_ProvenanceFinal_{Guid.NewGuid():N}.playable";
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                AssetDatabase.CreateAsset(timeline, timelinePath);
+                AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        generatedDirectory,
+                        string.Empty,
+                        false);
+                AssetDatabase.SaveAssets();
+
+                AICameraTimelinePreviewImporter
+                    .RemovePreviewGenerationProvenanceForTests(timeline);
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out _),
+                    Is.False);
+                Assert.That(
+                    AssetDatabase.LoadAllAssetsAtPath(timelinePath)
+                        .OfType<AICameraPreviewGenerationProvenance>(),
+                    Is.Empty);
+            }
+            finally
+            {
+                AssetDatabase.DeleteAsset(timelinePath);
+                Directory.Delete(generatedDirectory, true);
+            }
+        }
+
+        [Test]
+        public void ShotDisplayNameAndProvenanceRestoreInOneUndoGroup()
+        {
+            var root = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_track_undo_{Guid.NewGuid():N}");
+            var first = Path.Combine(root, "first");
+            var second = Path.Combine(root, "second");
+            Directory.CreateDirectory(first);
+            Directory.CreateDirectory(second);
+            File.WriteAllText(
+                Path.Combine(first, "metadata.json"),
+                "{\"generation\":1}");
+            File.WriteAllText(
+                Path.Combine(second, "metadata.json"),
+                "{\"generation\":2}");
+            var timelinePath =
+                $"Assets/__CWAI_TrackUndo_{Guid.NewGuid():N}.playable";
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            try
+            {
+                AssetDatabase.CreateAsset(timeline, timelinePath);
+                var track = timeline.CreateTrack<AnimationTrack>(null, "Shot");
+                var shot = track.CreateDefaultClip();
+                shot.displayName = "Before";
+                AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        first,
+                        root,
+                        false);
+                EditorUtility.SetDirty(track);
+                AssetDatabase.SaveAssets();
+
+                Undo.IncrementCurrentGroup();
+                var undoGroup = Undo.GetCurrentGroup();
+                Undo.SetCurrentGroupName("Test Shot and Provenance Undo");
+                Undo.RegisterCompleteObjectUndo(track, "Test Shot and Provenance Undo");
+                shot.displayName = "After";
+                AICameraTimelinePreviewImporter
+                    .UpsertPreviewGenerationProvenanceForTests(
+                        timeline,
+                        second,
+                        root,
+                        true);
+                Undo.CollapseUndoOperations(undoGroup);
+                Undo.FlushUndoRecordObjects();
+
+                Undo.PerformUndo();
+                Assert.That(shot.displayName, Is.EqualTo("Before"));
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out var undone),
+                    Is.True);
+                Assert.That(
+                    undone.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(first)));
+
+                Undo.PerformRedo();
+                Assert.That(shot.displayName, Is.EqualTo("After"));
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryGetPreviewGenerationProvenanceForTests(
+                            timeline,
+                            out var redone),
+                    Is.True);
+                Assert.That(
+                    redone.AbsoluteGeneratedFolder,
+                    Is.EqualTo(Path.GetFullPath(second)));
+            }
+            finally
+            {
+                AssetDatabase.DeleteAsset(timelinePath);
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void GeneratedMotionUsesOneAnimatorAndTrackPerCamera()
+        {
+            var directorObject = new GameObject("Director");
+            var cameraRoot = new GameObject("AI Camera Root");
+            var firstCamera = new GameObject("Shot_000");
+            var secondCamera = new GameObject("Shot_001");
+            firstCamera.transform.SetParent(cameraRoot.transform, false);
+            secondCamera.transform.SetParent(cameraRoot.transform, false);
+            firstCamera.transform.SetLocalPositionAndRotation(
+                new Vector3(1.25f, 1.8f, -3.5f),
+                Quaternion.Euler(8f, 135f, 0f));
+            secondCamera.transform.SetLocalPositionAndRotation(
+                new Vector3(-2f, 0.9f, 6f),
+                Quaternion.Euler(-4f, 20f, 2f));
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            var firstClip = new AnimationClip();
+            var secondClip = new AnimationClip();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                director.playableAsset = timeline;
+                var group = timeline.CreateTrack<GroupTrack>(
+                    null,
+                    AICameraTimelinePreviewImporter.GeneratedAnimationTrackName);
+
+                var firstTrack = AICameraTimelinePreviewImporter
+                    .CreateGeneratedAnimationTrackForCamera(
+                        timeline,
+                        group,
+                        director,
+                        firstCamera,
+                        firstClip,
+                        0,
+                        firstCamera.name,
+                        0,
+                        1);
+                var secondTrack = AICameraTimelinePreviewImporter
+                    .CreateGeneratedAnimationTrackForCamera(
+                        timeline,
+                        group,
+                        director,
+                        secondCamera,
+                        secondClip,
+                        1,
+                        secondCamera.name,
+                        1,
+                        2);
+
+                var firstAnimator = firstCamera.GetComponent<Animator>();
+                var secondAnimator = secondCamera.GetComponent<Animator>();
+                Assert.That(cameraRoot.GetComponent<Animator>(), Is.Null);
+                Assert.That(firstAnimator, Is.Not.Null);
+                Assert.That(secondAnimator, Is.Not.Null);
+                Assert.That(firstAnimator, Is.Not.SameAs(secondAnimator));
+                Assert.That(
+                    firstAnimator.cullingMode,
+                    Is.EqualTo(AnimatorCullingMode.AlwaysAnimate));
+                Assert.That(
+                    secondAnimator.cullingMode,
+                    Is.EqualTo(AnimatorCullingMode.AlwaysAnimate));
+                Assert.That(director.GetGenericBinding(firstTrack), Is.SameAs(firstAnimator));
+                Assert.That(director.GetGenericBinding(secondTrack), Is.SameAs(secondAnimator));
+                Assert.That(firstTrack.parent, Is.SameAs(group));
+                Assert.That(secondTrack.parent, Is.SameAs(group));
+                Assert.That(
+                    firstTrack.position,
+                    Is.EqualTo(firstCamera.transform.localPosition));
+                Assert.That(
+                    secondTrack.position,
+                    Is.EqualTo(secondCamera.transform.localPosition));
+                Assert.That(
+                    Quaternion.Angle(
+                        firstTrack.rotation,
+                        firstCamera.transform.localRotation),
+                    Is.LessThan(0.001f));
+                Assert.That(
+                    Quaternion.Angle(
+                        secondTrack.rotation,
+                        secondCamera.transform.localRotation),
+                    Is.LessThan(0.001f));
+                Assert.That(
+                    System.Linq.Enumerable.Count(firstTrack.GetClips()),
+                    Is.EqualTo(1));
+                Assert.That(
+                    System.Linq.Enumerable.Count(secondTrack.GetClips()),
+                    Is.EqualTo(1));
+                StringAssert.StartsWith(
+                    AICameraTimelinePreviewImporter.GeneratedAnimationTrackPrefix,
+                    firstTrack.name);
+            }
+            finally
+            {
+                Object.DestroyImmediate(directorObject);
+                Object.DestroyImmediate(cameraRoot);
+                Object.DestroyImmediate(firstClip);
+                Object.DestroyImmediate(secondClip);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [Test]
+        public void ShotSelectionResolvesTimelineClipAssetAndCamera()
+        {
+            var directorObject = new GameObject("Director");
+            var cameraRoot = new GameObject("AI Camera Root");
+            var firstCamera = new GameObject("Shot_000");
+            var secondCamera = new GameObject("Shot_001");
+            firstCamera.transform.SetParent(cameraRoot.transform, false);
+            secondCamera.transform.SetParent(cameraRoot.transform, false);
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            var firstClip = new AnimationClip();
+            var secondClip = new AnimationClip();
+            try
+            {
+                var director = directorObject.AddComponent<PlayableDirector>();
+                director.playableAsset = timeline;
+                var group = timeline.CreateTrack<GroupTrack>(
+                    null,
+                    AICameraTimelinePreviewImporter.GeneratedAnimationTrackName);
+                AICameraTimelinePreviewImporter
+                    .CreateGeneratedAnimationTrackForCamera(
+                        timeline,
+                        group,
+                        director,
+                        firstCamera,
+                        firstClip,
+                        0,
+                        firstCamera.name,
+                        0,
+                        1);
+                var secondTrack = AICameraTimelinePreviewImporter
+                    .CreateGeneratedAnimationTrackForCamera(
+                        timeline,
+                        group,
+                        director,
+                        secondCamera,
+                        secondClip,
+                        1,
+                        secondCamera.name,
+                        1,
+                        2);
+                var selectedTimelineClip = System.Linq.Enumerable.Single(
+                    secondTrack.GetClips());
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryResolveGeneratedShotIndexForEditor(
+                            timeline,
+                            cameraRoot,
+                            selectedTimelineClip,
+                            null,
+                            null,
+                            out var timelineIndex),
+                    Is.True);
+                Assert.That(timelineIndex, Is.EqualTo(1));
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryResolveGeneratedShotIndexForEditor(
+                            timeline,
+                            cameraRoot,
+                            null,
+                            null,
+                            secondClip,
+                            out var assetIndex),
+                    Is.True);
+                Assert.That(assetIndex, Is.EqualTo(1));
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryResolveGeneratedShotIndexForEditor(
+                            timeline,
+                            cameraRoot,
+                            null,
+                            firstCamera,
+                            null,
+                            out var cameraIndex),
+                    Is.True);
+                Assert.That(cameraIndex, Is.EqualTo(0));
+            }
+            finally
+            {
+                Object.DestroyImmediate(directorObject);
+                Object.DestroyImmediate(cameraRoot);
+                Object.DestroyImmediate(firstClip);
+                Object.DestroyImmediate(secondClip);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        [Test]
+        public void LegacySharedAnimationTrackStillResolvesShots()
+        {
+            var cameraRoot = new GameObject("Legacy AI Camera Root");
+            var firstCamera = new GameObject("Shot_000");
+            var secondCamera = new GameObject("Shot_001");
+            firstCamera.transform.SetParent(cameraRoot.transform, false);
+            secondCamera.transform.SetParent(cameraRoot.transform, false);
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            var firstClip = new AnimationClip();
+            var secondClip = new AnimationClip();
+            try
+            {
+                var track = timeline.CreateTrack<AnimationTrack>(
+                    null,
+                    AICameraTimelinePreviewImporter.GeneratedAnimationTrackName);
+                var firstTimelineClip = track.CreateClip(firstClip);
+                firstTimelineClip.start = 0;
+                firstTimelineClip.duration = 1;
+                var secondTimelineClip = track.CreateClip(secondClip);
+                secondTimelineClip.start = 1;
+                secondTimelineClip.duration = 1;
+
+                Assert.That(
+                    AICameraTimelinePreviewImporter
+                        .TryResolveGeneratedShotIndexForEditor(
+                            timeline,
+                            cameraRoot,
+                            secondTimelineClip,
+                            null,
+                            null,
+                            out var shotIndex),
+                    Is.True);
+                Assert.That(shotIndex, Is.EqualTo(1));
+            }
+            finally
+            {
+                Object.DestroyImmediate(cameraRoot);
+                Object.DestroyImmediate(firstClip);
+                Object.DestroyImmediate(secondClip);
+                Object.DestroyImmediate(timeline);
+            }
+        }
+
+        private static string CreateGeneratedDirectory(bool includeHashes)
+        {
+            var directory = Path.Combine(
+                Path.GetTempPath(),
+                $"cw_ai_importer_test_{Guid.NewGuid():N}");
+            Directory.CreateDirectory(directory);
+            var cameraPath = Path.Combine(
+                directory,
+                "generated_camera_world.f32");
+            var timePath = Path.Combine(directory, "time.f64");
+            var shotsPath = Path.Combine(directory, "shots.json");
+            using (var writer = new BinaryWriter(File.Create(cameraPath)))
+            {
+                writer.Write(0f);
+                writer.Write(1.5f);
+                writer.Write(-3f);
+                writer.Write(0f);
+                writer.Write(0f);
+                writer.Write(0f);
+                writer.Write(1f);
+                writer.Write(60f);
+                writer.Write(0f);
+            }
+
+            using (var writer = new BinaryWriter(File.Create(timePath)))
+            {
+                writer.Write(0d);
+            }
+
+            File.WriteAllText(
+                shotsPath,
+                "{\"shots\":[{\"index\":0,\"cameraName\":\"Shot_000\"," +
+                "\"shotType\":\"medium\",\"startFrame\":0," +
+                "\"endFrameExclusive\":1}]}",
+                new UTF8Encoding(false));
+
+            var hashes = includeHashes
+                ? ",\"outputSha256\":{" +
+                  $"\"worldCamera\":\"{ComputeSha256(cameraPath)}\"," +
+                  $"\"time\":\"{ComputeSha256(timePath)}\"," +
+                  $"\"shots\":\"{ComputeSha256(shotsPath)}\"}}"
+                : string.Empty;
+            File.WriteAllText(
+                Path.Combine(directory, "metadata.json"),
+                "{\"songName\":\"Hash Validation Test\",\"sampleRate\":60," +
+                "\"frameCount\":1,\"duration\":0.016666666666666666," +
+                "\"worldCameraFile\":\"generated_camera_world.f32\"," +
+                "\"timeFile\":\"time.f64\",\"shotsFile\":\"shots.json\"," +
+                $"\"lookAtUsed\":false{hashes}}}",
+                new UTF8Encoding(false));
+            return directory;
+        }
+
+        private static void ReplaceMetadataPayloadPath(
+            string directory,
+            string propertyName,
+            string replacementPath)
+        {
+            var metadataPath = Path.Combine(directory, "metadata.json");
+            var json = File.ReadAllText(metadataPath);
+            var marker = $"\"{propertyName}\":\"";
+            var valueStart = json.IndexOf(marker, StringComparison.Ordinal);
+            Assert.That(valueStart, Is.GreaterThanOrEqualTo(0));
+            valueStart += marker.Length;
+            var valueEnd = json.IndexOf('"', valueStart);
+            Assert.That(valueEnd, Is.GreaterThan(valueStart));
+            var escapedReplacement = replacementPath
+                .Replace("\\", "\\\\")
+                .Replace("\"", "\\\"");
+            json = json.Substring(0, valueStart) +
+                   escapedReplacement +
+                   json.Substring(valueEnd);
+            File.WriteAllText(
+                metadataPath,
+                json,
+                new UTF8Encoding(false));
+        }
+
+        private static string ComputeSha256(string path)
+        {
+            using var algorithm = SHA256.Create();
+            return string.Concat(
+                algorithm.ComputeHash(File.ReadAllBytes(path))
+                    .Select(value => value.ToString("x2")));
+        }
+    }
+}

CameraAI~/Tests/Editor/AICameraTimelinePreviewImporterTests.cs.meta

@@ -0,0 +1,2 @@
+fileFormatVersion: 2
+guid: 74ed53c76a0a4c6c82ea504d79132c63

CameraAI~/Tests/Editor/Mingle.CWAI.Editor.Tests.asmdef

@@ -0,0 +1,24 @@
+{
+  "name": "Mingle.CWAI.Editor.Tests",
+  "rootNamespace": "Streamingle.Editor.Tests",
+  "references": [
+    "Mingle.CWAI.Editor",
+    "Unity.Cinemachine",
+    "Unity.Recorder.Editor",
+    "Unity.Timeline"
+  ],
+  "includePlatforms": [
+    "Editor"
+  ],
+  "excludePlatforms": [],
+  "allowUnsafeCode": false,
+  "overrideReferences": false,
+  "precompiledReferences": [],
+  "autoReferenced": false,
+  "defineConstraints": [],
+  "versionDefines": [],
+  "noEngineReferences": false,
+  "optionalUnityReferences": [
+    "TestAssemblies"
+  ]
+}

CameraAI~/Tests/Editor/Mingle.CWAI.Editor.Tests.asmdef.meta

@@ -0,0 +1,7 @@
+fileFormatVersion: 2
+guid: fb8474ed574f4f70aabc37357da9fef1
+AssemblyDefinitionImporter:
+  externalObjects: {}
+  userData:
+  assetBundleName:
+  assetBundleVariant:

CameraAI~/Tests/Editor/TimelineCameraDatasetExporterTests.cs

@@ -0,0 +1,551 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Security.Cryptography;
+using NUnit.Framework;
+using UnityEngine;
+using UnityEngine.Playables;
+using UnityEngine.Timeline;
+
+namespace Streamingle.Editor
+{
+    public sealed class TimelineCameraDatasetExporterTests
+    {
+        [Test]
+        public void GenerationInputExportDoesNotRequireAnAuthoredCamera()
+        {
+            var outputDirectory = Path.Combine(
+                Path.GetTempPath(),
+                "CWAI_GenerationInput_" + Guid.NewGuid().ToString("N"));
+            var directorObject = new GameObject("GenerationInputDirector");
+            var characterObject = new GameObject("Character");
+            var hipsObject = new GameObject("Hips");
+            var headObject = new GameObject("Head");
+            var animator = characterObject.AddComponent<Animator>();
+            hipsObject.transform.SetParent(characterObject.transform, false);
+            headObject.transform.SetParent(hipsObject.transform, false);
+            headObject.transform.localPosition = Vector3.up;
+
+            var timeline = ScriptableObject.CreateInstance<TimelineAsset>();
+            timeline.name = "MotionAndAudioOnly";
+            var motionClip = new AnimationClip { name = "Motion" };
+            motionClip.SetCurve(
+                "Hips",
+                typeof(Transform),
+                "m_LocalPosition.x",
+                AnimationCurve.Linear(0f, 0f, 1f, 0.1f));
+            motionClip.SetCurve(
+                "Hips/Head",
+                typeof(Transform),
+                "m_LocalPosition.y",
+                AnimationCurve.Linear(0f, 1f, 1f, 1.05f));
+            var animationTrack = timeline.CreateTrack<AnimationTrack>();
+            var animationTimelineClip =
+                animationTrack.CreateClip<AnimationPlayableAsset>();
+            ((AnimationPlayableAsset)animationTimelineClip.asset).clip = motionClip;
+            animationTimelineClip.duration = 1.0;
+
+            var audioClip = AudioClip.Create(
+                "Audio",
+                6000,
+                1,
+                6000,
+                false);
+            var audioSamples = Enumerable.Range(0, audioClip.samples)
+                .Select(index => 0.25f * Mathf.Sin(index * 0.1f))
+                .ToArray();
+            Assert.That(audioClip.SetData(audioSamples, 0), Is.True);
+            var audioTrack = timeline.CreateTrack<AudioTrack>();
+            var audioTimelineClip = audioTrack.CreateClip<AudioPlayableAsset>();
+            ((AudioPlayableAsset)audioTimelineClip.asset).clip = audioClip;
+            audioTimelineClip.duration = 1.0;
+
+            var director = directorObject.AddComponent<PlayableDirector>();
+            director.playableAsset = timeline;
+            director.SetGenericBinding(animationTrack, animator);
+            directorObject.SetActive(false);
+
+            try
+            {
+                TimelineCameraDatasetExporter
+                    .ExportGenerationInput60FpsToForCli(
+                        director,
+                        outputDirectory,
+                        false);
+
+                Assert.That(directorObject.activeSelf, Is.False);
+
+                var manifest = File.ReadAllText(Path.Combine(
+                    outputDirectory,
+                    "dataset_manifest.json"));
+                StringAssert.Contains("\"inputKind\": \"generation_input\"", manifest);
+                StringAssert.Contains("\"hasAuthoredCamera\": false", manifest);
+                StringAssert.Contains("\"audioFingerprint\": \"", manifest);
+                var songDirectory = Directory.GetDirectories(outputDirectory).Single();
+                Assert.That(
+                    new FileInfo(Path.Combine(songDirectory, "camera.f32")).Length,
+                    Is.EqualTo(60L * 9 * sizeof(float)));
+                Assert.That(
+                    new FileInfo(Path.Combine(songDirectory, "shot_index.i32")).Length,
+                    Is.EqualTo(60L * sizeof(int)));
+                Assert.That(
+                    new FileInfo(Path.Combine(songDirectory, "audio_features.f32")).Length,
+                    Is.EqualTo(60L * 2 * sizeof(float)));
+
+                using (var cameraReader = new BinaryReader(File.OpenRead(
+                           Path.Combine(songDirectory, "camera.f32"))))
+                {
+                    Assert.That(float.IsNaN(cameraReader.ReadSingle()), Is.True);
+                }
+
+                using (var shotReader = new BinaryReader(File.OpenRead(
+                           Path.Combine(songDirectory, "shot_index.i32"))))
+                {
+                    Assert.That(shotReader.ReadInt32(), Is.EqualTo(-1));
+                }
+
+                using (var featureReader = new BinaryReader(File.OpenRead(
+                           Path.Combine(songDirectory, "audio_features.f32"))))
+                {
+                    var values = new float[120];
+                    for (var index = 0; index < values.Length; index++)
+                    {
+                        values[index] = featureReader.ReadSingle();
+                    }
+
+                    Assert.That(values.All(float.IsFinite), Is.True);
+                    Assert.That(values.Where((_, index) => index % 2 == 0).Max(),
+                        Is.GreaterThan(0f));
+                }
+
+                var shots = File.ReadAllText(Path.Combine(songDirectory, "shots.json"));
+                StringAssert.Contains("\"shots\": []", shots);
+            }
+            finally
+            {
+                if (Directory.Exists(outputDirectory))
+                {
+                    Directory.Delete(outputDirectory, true);
+                }
+
+                UnityEngine.Object.DestroyImmediate(audioClip);
+                UnityEngine.Object.DestroyImmediate(motionClip);
+                UnityEngine.Object.DestroyImmediate(timeline);
+                UnityEngine.Object.DestroyImmediate(directorObject);
+                UnityEngine.Object.DestroyImmediate(characterObject);
+            }
+        }
+
+        [Test]
+        public void GenerationInputSummaryReportsMissingSelection()
+        {
+            var summary = TimelineCameraDatasetExporter
+                .GetGenerationInputSummaryForEditor(null);
+
+            Assert.That(summary.isValid, Is.False);
+            Assert.That(summary.error, Is.Not.Empty);
+        }
+
+        [Test]
+        public void GenerationInputFingerprintRefusesDirtyScene()
+        {
+            var directorObject = new GameObject("DirtySourceDirector");
+            var director = directorObject.AddComponent<PlayableDirector>();
+            try
+            {
+                UnityEditor.SceneManagement.EditorSceneManager.MarkSceneDirty(
+                    directorObject.scene);
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryComputeGenerationInputSourceFingerprint(
+                            director,
+                            out var fingerprint,
+                            out var error),
+                    Is.False);
+                Assert.That(fingerprint, Is.Empty);
+                StringAssert.Contains("unsaved changes", error);
+            }
+            finally
+            {
+                UnityEngine.Object.DestroyImmediate(directorObject);
+            }
+        }
+
+        [Test]
+        public void ReusableGenerationInputValidationAcceptsCompleteExport()
+        {
+            var root = CreateTemporaryDirectory();
+            const string fingerprint =
+                "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa" +
+                "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa";
+            try
+            {
+                var candidate = CreateReusableGenerationInputFixture(
+                    root,
+                    "GenerationInput_60fps_20260802_120000_000",
+                    fingerprint);
+
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryValidateReusableGenerationInputExport(
+                            candidate,
+                            fingerprint,
+                            out var error),
+                    Is.True,
+                    error);
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ReusableGenerationInputValidationRejectsChangedSourceAndAudio()
+        {
+            var root = CreateTemporaryDirectory();
+            const string fingerprint =
+                "bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb" +
+                "bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb";
+            try
+            {
+                var candidate = CreateReusableGenerationInputFixture(
+                    root,
+                    "GenerationInput_60fps_20260802_120000_000",
+                    fingerprint);
+
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryValidateReusableGenerationInputExport(
+                            candidate,
+                            "changed-source",
+                            out _),
+                    Is.False);
+
+                File.AppendAllText(
+                    Path.Combine(candidate, "01_Test", "audio_source.wav"),
+                    "tampered");
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryValidateReusableGenerationInputExport(
+                            candidate,
+                            fingerprint,
+                            out var error),
+                    Is.False);
+                StringAssert.Contains("fingerprint", error);
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ReusableGenerationInputSearchSkipsIncompleteNewestCandidate()
+        {
+            var root = CreateTemporaryDirectory();
+            const string fingerprint =
+                "cccccccccccccccccccccccccccccccc" +
+                "cccccccccccccccccccccccccccccccc";
+            try
+            {
+                var expected = CreateReusableGenerationInputFixture(
+                    root,
+                    "GenerationInput_60fps_20260802_120000_000",
+                    fingerprint);
+                var incomplete = CreateReusableGenerationInputFixture(
+                    root,
+                    "GenerationInput_60fps_20260802_120001_000",
+                    fingerprint);
+                File.Delete(Path.Combine(
+                    incomplete,
+                    "01_Test",
+                    "root.f32"));
+
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryFindReusableGenerationInputExport(
+                            root,
+                            fingerprint,
+                            out var actual,
+                            out var error),
+                    Is.True,
+                    error);
+                Assert.That(actual, Is.EqualTo(Path.GetFullPath(expected)));
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ReusableGenerationInputValidationRejectsSameSizeBinaryCorruption()
+        {
+            var root = CreateTemporaryDirectory();
+            const string fingerprint =
+                "dddddddddddddddddddddddddddddddd" +
+                "dddddddddddddddddddddddddddddddd";
+            try
+            {
+                var candidate = CreateReusableGenerationInputFixture(
+                    root,
+                    "GenerationInput_60fps_20260802_120000_000",
+                    fingerprint);
+                var jointsPath = Path.Combine(
+                    candidate,
+                    "01_Test",
+                    "joints_world.f32");
+                var bytes = File.ReadAllBytes(jointsPath);
+                bytes[0] ^= 0x01;
+                File.WriteAllBytes(jointsPath, bytes);
+
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryValidateReusableGenerationInputExport(
+                            candidate,
+                            fingerprint,
+                            out var error),
+                    Is.False);
+                StringAssert.Contains("fingerprint", error);
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        [Test]
+        public void ReusableGenerationInputSearchFailsClosedOnMalformedManifest()
+        {
+            var root = CreateTemporaryDirectory();
+            try
+            {
+                var candidate = Path.Combine(
+                    root,
+                    "GenerationInput_60fps_20260802_120000_000");
+                Directory.CreateDirectory(candidate);
+                File.WriteAllText(
+                    Path.Combine(candidate, "dataset_manifest.json"),
+                    "{");
+
+                Assert.That(
+                    TimelineCameraDatasetExporter
+                        .TryFindReusableGenerationInputExport(
+                            root,
+                            "source",
+                            out var actual,
+                            out _),
+                    Is.False);
+                Assert.That(actual, Is.Empty);
+            }
+            finally
+            {
+                Directory.Delete(root, true);
+            }
+        }
+
+        private static string CreateTemporaryDirectory()
+        {
+            var path = Path.Combine(
+                Path.GetTempPath(),
+                "CWAI_ReusableGenerationInput_" + Guid.NewGuid().ToString("N"));
+            Directory.CreateDirectory(path);
+            return path;
+        }
+
+        private static string CreateReusableGenerationInputFixture(
+            string root,
+            string directoryName,
+            string sourceFingerprint)
+        {
+            const int frameCount = 2;
+            const int boneCount = 2;
+            var candidate = Path.Combine(root, directoryName);
+            var songDirectory = Path.Combine(candidate, "01_Test");
+            Directory.CreateDirectory(songDirectory);
+
+            var audioPath = Path.Combine(songDirectory, "audio_source.wav");
+            File.WriteAllBytes(audioPath, new byte[] { 1, 2, 3, 4, 5 });
+            var audioFingerprint = ComputeSha256(audioPath);
+            var song = new GenerationInputSongFixture
+            {
+                songName = "Test",
+                role = "generation_input",
+                inputKind = "generation_input",
+                hasAuthoredCamera = false,
+                folderName = "01_Test",
+                audioFile = "audio_source.wav",
+                audioFingerprint = audioFingerprint,
+                sampleRate = 60,
+                frameCount = frameCount,
+                sharedBoneCount = boneCount,
+                shotCount = 0,
+                missingCameraFrames = frameCount,
+                missingJointSamples = 0,
+                missingRootSamples = 0,
+                jointsFile = "joints_world.f32",
+                cameraFile = "camera.f32",
+                rootFile = "root.f32",
+                shotIndexFile = "shot_index.i32",
+                timeFile = "time.f64",
+                shotsFile = "shots.json",
+                previewFile = "preview.csv",
+                audioFeaturesFile = "audio_features.f32"
+            };
+            var manifest = new GenerationInputManifestFixture
+            {
+                schemaVersion = "1.3",
+                role = "generation_input",
+                inputKind = "generation_input",
+                hasAuthoredCamera = false,
+                sampleRate = 60,
+                sourceFingerprint = sourceFingerprint,
+                discoveredCameraTrackCount = 0,
+                exportedCameraTrackCount = 0,
+                skippedCameraTracks = new List<string>(),
+                sharedBones = new List<string> { "Hips", "Head" },
+                songs = new List<GenerationInputSongFixture> { song }
+            };
+
+            File.WriteAllText(
+                Path.Combine(songDirectory, "shots.json"),
+                JsonUtility.ToJson(new ShotFileFixture
+                {
+                    timelineName = "Test",
+                    shots = new List<ShotFixture>()
+                }, true));
+            File.WriteAllText(
+                Path.Combine(songDirectory, "preview.csv"),
+                "frame,time\n0,0\n");
+
+            WriteZeroBytes(
+                Path.Combine(songDirectory, song.jointsFile),
+                frameCount * boneCount * 3 * sizeof(float));
+            WriteZeroBytes(
+                Path.Combine(songDirectory, song.rootFile),
+                frameCount * 14 * sizeof(float));
+            WriteZeroBytes(
+                Path.Combine(songDirectory, song.timeFile),
+                frameCount * sizeof(double));
+            WriteZeroBytes(
+                Path.Combine(songDirectory, song.audioFeaturesFile),
+                frameCount * 2 * sizeof(float));
+
+            using (var writer = new BinaryWriter(File.Create(
+                       Path.Combine(songDirectory, song.cameraFile))))
+            {
+                for (var index = 0; index < frameCount * 9; index++)
+                {
+                    writer.Write(float.NaN);
+                }
+            }
+
+            using (var writer = new BinaryWriter(File.Create(
+                       Path.Combine(songDirectory, song.shotIndexFile))))
+            {
+                for (var index = 0; index < frameCount; index++)
+                {
+                    writer.Write(-1);
+                }
+            }
+
+            song.jointsFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.jointsFile));
+            song.cameraFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.cameraFile));
+            song.rootFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.rootFile));
+            song.shotIndexFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.shotIndexFile));
+            song.timeFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.timeFile));
+            song.audioFeaturesFingerprint = ComputeSha256(
+                Path.Combine(songDirectory, song.audioFeaturesFile));
+            File.WriteAllText(
+                Path.Combine(candidate, "dataset_manifest.json"),
+                JsonUtility.ToJson(manifest, true));
+            File.WriteAllText(
+                Path.Combine(songDirectory, "metadata.json"),
+                JsonUtility.ToJson(song, true));
+
+            return candidate;
+        }
+
+        private static void WriteZeroBytes(string path, int count)
+        {
+            File.WriteAllBytes(path, new byte[count]);
+        }
+
+        private static string ComputeSha256(string path)
+        {
+            using var stream = File.OpenRead(path);
+            using var sha256 = SHA256.Create();
+            return string.Concat(
+                sha256.ComputeHash(stream)
+                    .Select(value => value.ToString("x2")));
+        }
+
+        [Serializable]
+        private sealed class GenerationInputManifestFixture
+        {
+            public string schemaVersion;
+            public string role;
+            public string inputKind;
+            public bool hasAuthoredCamera;
+            public int sampleRate;
+            public string sourceFingerprint;
+            public int discoveredCameraTrackCount;
+            public int exportedCameraTrackCount;
+            public List<string> skippedCameraTracks;
+            public List<string> sharedBones;
+            public List<GenerationInputSongFixture> songs;
+        }
+
+        [Serializable]
+        private sealed class GenerationInputSongFixture
+        {
+            public string songName;
+            public string role;
+            public string inputKind;
+            public bool hasAuthoredCamera;
+            public string folderName;
+            public string audioFile;
+            public string audioFingerprint;
+            public int sampleRate;
+            public int frameCount;
+            public int sharedBoneCount;
+            public int shotCount;
+            public int missingCameraFrames;
+            public int missingJointSamples;
+            public int missingRootSamples;
+            public string jointsFile;
+            public string jointsFingerprint;
+            public string cameraFile;
+            public string cameraFingerprint;
+            public string rootFile;
+            public string rootFingerprint;
+            public string shotIndexFile;
+            public string shotIndexFingerprint;
+            public string timeFile;
+            public string timeFingerprint;
+            public string shotsFile;
+            public string previewFile;
+            public string audioFeaturesFile;
+            public string audioFeaturesFingerprint;
+        }
+
+        [Serializable]
+        private sealed class ShotFileFixture
+        {
+            public string timelineName;
+            public List<ShotFixture> shots;
+        }
+
+        [Serializable]
+        private sealed class ShotFixture
+        {
+        }
+    }
+}

CameraAI~/Tests/Editor/TimelineCameraDatasetExporterTests.cs.meta

@@ -0,0 +1,3 @@
+fileFormatVersion: 2
+guid: b557e27541794769bd7798589e9c5a9b
+timeCreated: 1785484800

CameraAI~/Tools~/CWCameraWorker/_internal/_soundfile_data/COPYING

@@ -0,0 +1,503 @@
+                  GNU LESSER GENERAL PUBLIC LICENSE
+                       Version 2.1, February 1999
+
+ Copyright (C) 1991, 1999 Free Software Foundation, Inc.
+     59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+[This is the first released version of the Lesser GPL.  It also counts
+ as the successor of the GNU Library Public License, version 2, hence
+ the version number 2.1.]
+
+                            Preamble
+
+  The licenses for most software are designed to take away your
+freedom to share and change it.  By contrast, the GNU General Public
+Licenses are intended to guarantee your freedom to share and change
+free software--to make sure the software is free for all its users.
+
+  This license, the Lesser General Public License, applies to some
+specially designated software packages--typically libraries--of the
+Free Software Foundation and other authors who decide to use it.  You
+can use it too, but we suggest you first think carefully about whether
+this license or the ordinary General Public License is the better
+strategy to use in any particular case, based on the explanations below.
+
+  When we speak of free software, we are referring to freedom of use,
+not price.  Our General Public Licenses are designed to make sure that
+you have the freedom to distribute copies of free software (and charge
+for this service if you wish); that you receive source code or can get
+it if you want it; that you can change the software and use pieces of
+it in new free programs; and that you are informed that you can do
+these things.
+
+  To protect your rights, we need to make restrictions that forbid
+distributors to deny you these rights or to ask you to surrender these
+rights.  These restrictions translate to certain responsibilities for
+you if you distribute copies of the library or if you modify it.
+
+  For example, if you distribute copies of the library, whether gratis
+or for a fee, you must give the recipients all the rights that we gave
+you.  You must make sure that they, too, receive or can get the source
+code.  If you link other code with the library, you must provide
+complete object files to the recipients, so that they can relink them
+with the library after making changes to the library and recompiling
+it.  And you must show them these terms so they know their rights.
+
+  We protect your rights with a two-step method: (1) we copyright the
+library, and (2) we offer you this license, which gives you legal
+permission to copy, distribute and/or modify the library.
+
+  To protect each distributor, we want to make it very clear that
+there is no warranty for the free library.  Also, if the library is
+modified by someone else and passed on, the recipients should know
+that what they have is not the original version, so that the original
+author's reputation will not be affected by problems that might be
+introduced by others.
+
+  Finally, software patents pose a constant threat to the existence of
+any free program.  We wish to make sure that a company cannot
+effectively restrict the users of a free program by obtaining a
+restrictive license from a patent holder.  Therefore, we insist that
+any patent license obtained for a version of the library must be
+consistent with the full freedom of use specified in this license.
+
+  Most GNU software, including some libraries, is covered by the
+ordinary GNU General Public License.  This license, the GNU Lesser
+General Public License, applies to certain designated libraries, and
+is quite different from the ordinary General Public License.  We use
+this license for certain libraries in order to permit linking those
+libraries into non-free programs.
+
+  When a program is linked with a library, whether statically or using
+a shared library, the combination of the two is legally speaking a
+combined work, a derivative of the original library.  The ordinary
+General Public License therefore permits such linking only if the
+entire combination fits its criteria of freedom.  The Lesser General
+Public License permits more lax criteria for linking other code with
+the library.
+
+  We call this license the "Lesser" General Public License because it
+does Less to protect the user's freedom than the ordinary General
+Public License.  It also provides other free software developers Less
+of an advantage over competing non-free programs.  These disadvantages
+are the reason we use the ordinary General Public License for many
+libraries.  However, the Lesser license provides advantages in certain
+special circumstances.
+
+  For example, on rare occasions, there may be a special need to
+encourage the widest possible use of a certain library, so that it becomes
+a de-facto standard.  To achieve this, non-free programs must be
+allowed to use the library.  A more frequent case is that a free
+library does the same job as widely used non-free libraries.  In this
+case, there is little to gain by limiting the free library to free
+software only, so we use the Lesser General Public License.
+
+  In other cases, permission to use a particular library in non-free
+programs enables a greater number of people to use a large body of
+free software.  For example, permission to use the GNU C Library in
+non-free programs enables many more people to use the whole GNU
+operating system, as well as its variant, the GNU/Linux operating
+system.
+
+  Although the Lesser General Public License is Less protective of the
+users' freedom, it does ensure that the user of a program that is
+linked with the Library has the freedom and the wherewithal to run
+that program using a modified version of the Library.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.  Pay close attention to the difference between a
+"work based on the library" and a "work that uses the library".  The
+former contains code derived from the library, whereas the latter must
+be combined with the library in order to run.
+
+                  GNU LESSER GENERAL PUBLIC LICENSE
+   TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+
+  0. This License Agreement applies to any software library or other
+program which contains a notice placed by the copyright holder or
+other authorized party saying it may be distributed under the terms of
+this Lesser General Public License (also called "this License").
+Each licensee is addressed as "you".
+
+  A "library" means a collection of software functions and/or data
+prepared so as to be conveniently linked with application programs
+(which use some of those functions and data) to form executables.
+
+  The "Library", below, refers to any such software library or work
+which has been distributed under these terms.  A "work based on the
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