fix(camera-ai): eliminate generated camera trajectory jolts

CameraAI~/CHANGELOG.md

@@ -1,5 +1,37 @@
 # Changelog
 
+## 0.4.8 - 2026-08-09
+
+- Replaced the unstable frame-local aim controller with a causal, feed-forward
+  angular-velocity path. Static targets now settle without a left/right limit
+  cycle, legal 45/80-degree-per-second pans keep their entry velocity, and
+  abrupt changes are bounded to 90 deg/s, 360 deg/s^2, and 7,200 deg/s^3.
+- Added C2 position resampling, speed-adaptive C2 distance transitions, and a
+  final distance/step audit after every trajectory transform. The final
+  candidate gate now fails closed on missing data and checks translation jerk,
+  screen-space p99 and one-frame impulses, and the actual post-clamp step.
+- Calibrated the new dynamics policy against 1,381 runtime-eligible authored
+  shots. The 600 m/s^3 translation maximum applies only to final generated
+  candidates; expressive authored wide/dolly templates remain available for
+  retargeting and soft ranking.
+- Replaced Unity's piecewise-linear reduced position curves with velocity-aware
+  C1 Hermite curves. Every reduced shot is audited at source times and
+  midpoints for position error, local speed/acceleration/jerk regressions, and
+  meaningful-motion retention; unsafe reductions automatically fall back to
+  exact position keys for that shot only.
+- Rebuilt the self-contained Windows worker as 0.1.4 with the trajectory module
+  and build-identity snapshot included. The frozen worker doctor and 196-test
+  build suite pass without requiring Python on the artist machine.
+- On the 12,269-frame Arisa regression input, all 56 shots passed visibility,
+  facing, aim, distance, step, screen-dynamics, and cut-transition checks.
+  Worst translation jerk improved from 641.61 to 247.81 m/s^3 and worst
+  angular jerk from 30,294.84 to 7,146.35 deg/s^3; uncached generation improved
+  from about 124 seconds to 107 seconds.
+- Unity compiled with zero Camera AI errors and the package EditMode suite
+  passed 121/121. The Balanced importer retained simplified C1 curves for 41
+  shots and safely selected exact position keys for the 15 shots whose reduced
+  curves exceeded the local motion or 5 mm error contract.
+
 ## 0.4.7 - 2026-08-09
 
 - Fixed the incomplete 6D-to-quaternion conversion that replaced every

CameraAI~/Tests/Editor/AICameraCurveSimplifierTests.cs

@@ -155,6 +155,293 @@ namespace Streamingle.Editor
                 Is.LessThan(exact.DutchIndices.Length));
         }
 
+        [TestCase(AICameraTimelinePreviewImporter.CurveSimplificationPreset.Balanced)]
+        [TestCase(AICameraTimelinePreviewImporter.CurveSimplificationPreset.Editable)]
+        public void ReducedPositionCurvesUseAuditedC1HermiteWithoutOvershoot(
+            AICameraTimelinePreviewImporter.CurveSimplificationPreset preset)
+        {
+            var samples = CreateQuadraticMotionSamples(241);
+            var simplified = Simplify(samples, preset);
+
+            var curves = AICameraTimelinePreviewImporter.BuildPositionCurves(
+                simplified,
+                preset);
+
+            Assert.That(curves.UsedExactFallback, Is.False, curves.FallbackReason);
+            Assert.That(simplified.PositionUsedExactFallback, Is.False);
+            Assert.That(
+                curves.XCurve.length,
+                Is.LessThan(samples.Times.Length));
+            AssertCurveIsC1(curves.XCurve);
+            AssertCurveIsC1(curves.YCurve);
+            AssertCurveIsC1(curves.ZCurve);
+            AssertCurveDoesNotOvershootSelectedSegments(
+                curves.XCurve,
+                simplified.Times,
+                simplified.PositionIndices);
+            AssertCurveDoesNotOvershootSelectedSegments(
+                curves.YCurve,
+                simplified.Times,
+                simplified.PositionIndices);
+            AssertCurveDoesNotOvershootSelectedSegments(
+                curves.ZCurve,
+                simplified.Times,
+                simplified.PositionIndices);
+
+            var audit = AICameraTimelinePreviewImporter.AuditPositionCurves(
+                simplified.Times,
+                simplified.Positions,
+                curves.XCurve,
+                curves.YCurve,
+                curves.ZCurve,
+                AICameraTimelinePreviewImporter
+                    .GetCurveSimplificationSettings(preset)
+                    .PositionErrorMeters);
+            Assert.That(audit.Passed, Is.True, audit.FailureReason);
+
+            var rawMaximumJerk = MeasureMaximumJerk(
+                simplified.Times,
+                simplified.Positions);
+            var evaluatedMaximumJerk = MeasureMaximumJerk(
+                simplified.Times,
+                EvaluatePositionCurves(simplified.Times, curves));
+            var allowedMaximumJerk = Mathf.Max(
+                250f,
+                Mathf.Max(rawMaximumJerk * 3f, rawMaximumJerk + 150f));
+            Assert.That(
+                evaluatedMaximumJerk,
+                Is.LessThanOrEqualTo(allowedMaximumJerk));
+        }
+
+        [Test]
+        public void ReducedPositionCurveAuditFallsBackToExactPositionOnly()
+        {
+            const int count = 61;
+            var times = new double[count];
+            var positions = new Vector3[count];
+            for (var index = 0; index < count; index++)
+            {
+                var time = index / 60.0;
+                times[index] = time;
+                positions[index] = new Vector3(
+                    Mathf.Sin((float)time * Mathf.PI * 2f),
+                    1.6f,
+                    -4f);
+            }
+
+            var simplified = CreatePositionOnlySimplifiedCurves(
+                times,
+                positions,
+                new[] { 0, count - 1 });
+            var curves = AICameraTimelinePreviewImporter.BuildPositionCurves(
+                simplified,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Editable);
+
+            Assert.That(curves.UsedExactFallback, Is.True);
+            Assert.That(curves.FallbackReason, Does.Contain("position error"));
+            Assert.That(simplified.PositionUsedExactFallback, Is.True);
+            Assert.That(
+                simplified.PositionFallbackReason,
+                Is.EqualTo(curves.FallbackReason));
+            Assert.That(curves.XCurve.length, Is.EqualTo(count));
+            Assert.That(curves.YCurve.length, Is.EqualTo(count));
+            Assert.That(curves.ZCurve.length, Is.EqualTo(count));
+            for (var index = 0; index < count; index++)
+            {
+                Assert.That(
+                    curves.XCurve.Evaluate((float)times[index]),
+                    Is.EqualTo(positions[index].x).Within(0.000001f));
+            }
+        }
+
+        [Test]
+        public void MotionAuditRejectsPathologicalMidpointVelocityRegression()
+        {
+            const int count = 61;
+            var times = new double[count];
+            var positions = new Vector3[count];
+            for (var index = 0; index < count; index++)
+            {
+                var time = index / 60.0;
+                times[index] = time;
+                positions[index] = new Vector3((float)time, 0f, 0f);
+            }
+
+            var pathologicalX = new AnimationCurve(
+                new Keyframe(0f, 0f, 1f, 80f),
+                new Keyframe(1f, 1f, -80f, 1f));
+            var constant = AnimationCurve.Linear(0f, 0f, 1f, 0f);
+
+            var audit = AICameraTimelinePreviewImporter.AuditPositionCurves(
+                times,
+                positions,
+                pathologicalX,
+                constant,
+                constant,
+                100f);
+
+            Assert.That(audit.Passed, Is.False);
+            Assert.That(audit.FailureReason, Does.Contain("regressed"));
+        }
+
+        [Test]
+        public void AuditGridUsesExactSourceTimesAndDropsFloatingTailDuplicates()
+        {
+            var frame = 1.0 / 60.0;
+            var times = new[]
+            {
+                0.0,
+                frame,
+                frame * 2.0,
+                frame * 3.0,
+                frame * 3.0 + 0.00000000005
+            };
+
+            var auditTimes = AICameraTimelinePreviewImporter
+                .BuildPositionCurveAuditTimes(times);
+
+            Assert.That(auditTimes.Count, Is.EqualTo(7));
+            Assert.That(auditTimes[0], Is.EqualTo(times[0]));
+            Assert.That(auditTimes[2], Is.EqualTo(times[1]));
+            Assert.That(auditTimes[4], Is.EqualTo(times[2]));
+            Assert.That(auditTimes[6], Is.EqualTo(times[3]));
+            for (var index = 1; index < auditTimes.Count; index++)
+            {
+                Assert.That(
+                    auditTimes[index] - auditTimes[index - 1],
+                    Is.GreaterThan(frame * 0.49),
+                    $"Audit time {index} introduced a floating-point tail.");
+            }
+        }
+
+        [Test]
+        public void AlignedMotionAuditFindsLocalJerkHiddenByEarlierGlobalMaximum()
+        {
+            const int count = 40;
+            var times = new double[count];
+            var reference = new Vector3[count];
+            var candidate = new Vector3[count];
+            for (var index = 0; index < count; index++)
+            {
+                times[index] = index / 60.0;
+            }
+
+            reference[3] = new Vector3(0.1f, 0f, 0f);
+            Array.Copy(reference, candidate, count);
+            candidate[30] = new Vector3(0.001f, 0f, 0f);
+
+            Assert.That(
+                MeasureMaximumJerk(times, candidate),
+                Is.EqualTo(MeasureMaximumJerk(times, reference))
+                    .Within(0.01f),
+                "The earlier source jolt must mask the new jolt in a global-max audit.");
+            Assert.That(
+                AICameraTimelinePreviewImporter.TryDescribeAlignedMotionRegression(
+                    times,
+                    reference,
+                    candidate,
+                    out var failureReason),
+                Is.True);
+            Assert.That(failureReason, Does.Contain("windowed jerk"));
+        }
+
+        [Test]
+        public void MotionRetentionAuditRejectsErasedSubtleLowFrequencyMove()
+        {
+            const int count = 241;
+            var times = new double[count];
+            var positions = new Vector3[count];
+            for (var index = 0; index < count; index++)
+            {
+                var time = index / 60.0;
+                times[index] = time;
+                positions[index] = new Vector3(
+                    0.006f * Mathf.Sin((float)(time * Math.PI * 0.5)),
+                    0f,
+                    0f);
+            }
+
+            var erased = AnimationCurve.Linear(
+                0f,
+                0f,
+                (float)times[count - 1],
+                0f);
+            var audit = AICameraTimelinePreviewImporter.AuditPositionCurves(
+                times,
+                positions,
+                erased,
+                erased,
+                erased,
+                0.02f);
+
+            Assert.That(audit.Passed, Is.False);
+            Assert.That(
+                audit.FailureReason,
+                Does.Contain("meaningful motion retention"));
+        }
+
+        [Test]
+        public void MotionRetentionAuditIgnoresSubDeadbandPositionNoise()
+        {
+            const int count = 121;
+            var times = new double[count];
+            var positions = new Vector3[count];
+            for (var index = 0; index < count; index++)
+            {
+                times[index] = index / 60.0;
+                positions[index] = new Vector3(
+                    index % 2 == 0 ? 0.0001f : -0.0001f,
+                    0f,
+                    0f);
+            }
+
+            var denoised = AnimationCurve.Linear(
+                0f,
+                0f,
+                (float)times[count - 1],
+                0f);
+            var audit = AICameraTimelinePreviewImporter.AuditPositionCurves(
+                times,
+                positions,
+                denoised,
+                denoised,
+                denoised,
+                0.02f);
+
+            Assert.That(audit.Passed, Is.True, audit.FailureReason);
+        }
+
+        [Test]
+        public void ExactPositionCurvesRetainEveryLinearSampleWithoutFallback()
+        {
+            var samples = CreateSamples(91);
+            var simplified = Simplify(
+                samples,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Exact);
+
+            var curves = AICameraTimelinePreviewImporter.BuildPositionCurves(
+                simplified,
+                AICameraTimelinePreviewImporter.CurveSimplificationPreset.Exact);
+
+            Assert.That(curves.UsedExactFallback, Is.False);
+            Assert.That(curves.XCurve.length, Is.EqualTo(samples.Times.Length));
+            Assert.That(curves.YCurve.length, Is.EqualTo(samples.Times.Length));
+            Assert.That(curves.ZCurve.length, Is.EqualTo(samples.Times.Length));
+            for (var index = 0; index < samples.Times.Length; index++)
+            {
+                var time = (float)samples.Times[index];
+                Assert.That(
+                    curves.XCurve.Evaluate(time),
+                    Is.EqualTo(samples.Positions[index].x).Within(0.000001f));
+                Assert.That(
+                    curves.YCurve.Evaluate(time),
+                    Is.EqualTo(samples.Positions[index].y).Within(0.000001f));
+                Assert.That(
+                    curves.ZCurve.Evaluate(time),
+                    Is.EqualTo(samples.Positions[index].z).Within(0.000001f));
+            }
+        }
+
         [Test]
         public void EditablePresetPreservesStopThroughDirectionChangeKeys()
         {
@@ -448,6 +735,160 @@ namespace Streamingle.Editor
                 preset);
         }
 
+        private static CameraSamples CreateQuadraticMotionSamples(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;
+                var timeFloat = (float)time;
+                times[index] = time;
+                positions[index] = new Vector3(
+                    0.4f * timeFloat + 0.15f * timeFloat * timeFloat,
+                    1.6f + 0.02f * timeFloat * timeFloat,
+                    -4f + 0.1f * timeFloat);
+                rotations[index] = Quaternion.identity;
+                fieldOfView[index] = 40f;
+                dutch[index] = 0f;
+            }
+
+            return new CameraSamples(
+                times,
+                positions,
+                rotations,
+                fieldOfView,
+                dutch);
+        }
+
+        private static AICameraTimelinePreviewImporter.SimplifiedCameraCurves
+            CreatePositionOnlySimplifiedCurves(
+                double[] times,
+                Vector3[] positions,
+                int[] positionIndices)
+        {
+            var rotations = Enumerable.Repeat(
+                    Quaternion.identity,
+                    times.Length)
+                .ToArray();
+            var fieldOfView = Enumerable.Repeat(40f, times.Length).ToArray();
+            var dutch = new float[times.Length];
+            var allIndices = Enumerable.Range(0, times.Length).ToArray();
+            return new AICameraTimelinePreviewImporter.SimplifiedCameraCurves(
+                times,
+                positions,
+                rotations,
+                fieldOfView,
+                dutch,
+                positionIndices,
+                allIndices,
+                allIndices,
+                allIndices);
+        }
+
+        private static void AssertCurveIsC1(AnimationCurve curve)
+        {
+            var keys = curve.keys;
+            for (var index = 0; index < keys.Length; index++)
+            {
+                Assert.That(
+                    keys[index].inTangent,
+                    Is.EqualTo(keys[index].outTangent).Within(0.000001f),
+                    $"Curve key {index} has a velocity discontinuity.");
+            }
+        }
+
+        private static void AssertCurveDoesNotOvershootSelectedSegments(
+            AnimationCurve curve,
+            IReadOnlyList<double> times,
+            IReadOnlyList<int> indices)
+        {
+            const int samplesPerSegment = 16;
+            for (var segment = 1; segment < indices.Count; segment++)
+            {
+                var start = (float)times[indices[segment - 1]];
+                var end = (float)times[indices[segment]];
+                var startValue = curve.Evaluate(start);
+                var endValue = curve.Evaluate(end);
+                var minimum = Mathf.Min(startValue, endValue) - 0.000001f;
+                var maximum = Mathf.Max(startValue, endValue) + 0.000001f;
+                for (var sample = 0; sample <= samplesPerSegment; sample++)
+                {
+                    var time = Mathf.Lerp(
+                        start,
+                        end,
+                        sample / (float)samplesPerSegment);
+                    Assert.That(
+                        curve.Evaluate(time),
+                        Is.InRange(minimum, maximum),
+                        $"Curve overshot selected segment {segment - 1}.");
+                }
+            }
+        }
+
+        private static Vector3[] EvaluatePositionCurves(
+            IReadOnlyList<double> times,
+            AICameraTimelinePreviewImporter.PositionCurveBuildResult curves)
+        {
+            var result = new Vector3[times.Count];
+            for (var index = 0; index < times.Count; index++)
+            {
+                var time = (float)times[index];
+                result[index] = new Vector3(
+                    curves.XCurve.Evaluate(time),
+                    curves.YCurve.Evaluate(time),
+                    curves.ZCurve.Evaluate(time));
+            }
+
+            return result;
+        }
+
+        private static float MeasureMaximumJerk(
+            IReadOnlyList<double> times,
+            IReadOnlyList<Vector3> positions)
+        {
+            if (times.Count < 4)
+            {
+                return 0f;
+            }
+
+            var velocities = new Vector3[times.Count - 1];
+            var velocityTimes = new double[velocities.Length];
+            for (var index = 0; index < velocities.Length; index++)
+            {
+                velocities[index] =
+                    (positions[index + 1] - positions[index]) /
+                    (float)(times[index + 1] - times[index]);
+                velocityTimes[index] = (times[index + 1] + times[index]) * 0.5;
+            }
+
+            var accelerations = new Vector3[velocities.Length - 1];
+            var accelerationTimes = new double[accelerations.Length];
+            for (var index = 0; index < accelerations.Length; index++)
+            {
+                accelerations[index] =
+                    (velocities[index + 1] - velocities[index]) /
+                    (float)(velocityTimes[index + 1] - velocityTimes[index]);
+                accelerationTimes[index] =
+                    (velocityTimes[index + 1] + velocityTimes[index]) * 0.5;
+            }
+
+            var maximumJerk = 0f;
+            for (var index = 0; index < accelerations.Length - 1; index++)
+            {
+                var jerk =
+                    (accelerations[index + 1] - accelerations[index]) /
+                    (float)(accelerationTimes[index + 1] -
+                            accelerationTimes[index]);
+                maximumJerk = Mathf.Max(maximumJerk, jerk.magnitude);
+            }
+
+            return maximumJerk;
+        }
+
         private static CameraSamples CreateSamples(int count)
         {
             var times = new double[count];

CameraAI~/Tools~/CWCameraWorker/_internal/cwai_runtime/cw_camera_worker_build_identity.json

@@ -1,7 +1,7 @@
 {
   "schemaVersion": "cw-camera-worker-build-identity-v1",
-  "workerVersion": "0.1.3",
+  "workerVersion": "0.1.4",
-  "createdUtc": "2026-08-08T15:42:34.493408+00:00",
+  "createdUtc": "2026-08-08T17:11:19.216870+00:00",
   "python": "3.12.13",
   "sourceRootRelative": "cwai_sources/repository",
   "sourceSha256": {
@@ -10,20 +10,21 @@
     "MachineLearning/CameraDirector/camera_kinematics.py": "c7b85616ef44a0f28f11702459d67d78aad7cf26ed00c2548ecb78b06fc27025",
     "MachineLearning/CameraDirector/camera_runtime_data.py": "29fd30a1c97d384f7bb22d024a4f88178f6245858925c302b059a7a1afdeaac1",
     "MachineLearning/CameraDirector/cw_camera_cli.py": "943870a4cdec7e4b830b9c945d690e700902cf2a37d1e49987bba85bf0b0ea87",
-    "MachineLearning/CameraDirector/cw_camera_runtime.py": "337157e0ddaf2b3a331c7e47c73b50f01cb8c7cdfedf2cfa620adc9d79338b54",
+    "MachineLearning/CameraDirector/cw_camera_runtime.py": "94d9f03488978cf34cadbc9495542983c15c8e5050be6d7b9b0317845ca25242",
     "MachineLearning/CameraDirector/data_driven_cut_planner.py": "b6d48d03f8725aa8327abe81afa483c43edc368e7dee9f9e7228e21982f71ad2",
-    "MachineLearning/CameraDirector/generate_hybrid.py": "68e36c9a8abc7771527a7f383ba5dc501ba437c993610103bb56f9b18e1abbc1",
+    "MachineLearning/CameraDirector/generate_hybrid.py": "fbb7bd07fb32f81efd259b4bb56e30404df59eb98fe05c9c92429a214f666659",
     "MachineLearning/CameraDirector/hybrid_candidate_cache.py": "a0a5b6a8f612f18cb2875394f17ed89950e1e62e38c1226457d9e35848f6e380",
     "MachineLearning/CameraDirector/hybrid_cut_reference.py": "53521d9e31d315c011892961887baf0cde6451020bf39c9d080a5072d4707fcb",
     "MachineLearning/CameraDirector/hybrid_preparation_cache.py": "1b0df53124109dee2d744777979a0553999cb276cb6f538a17ddce6516e3da8b",
     "MachineLearning/CameraDirector/hybrid_single_shot_cache.py": "f540e603b0ccffb86ee003d441c3889c245a208db8fd8b2b966fdacfeea30950",
     "MachineLearning/CameraDirector/planner.py": "8575788c0ff1e984f8238354dcd6de2dab9f62afeb71fa4b77ebfc7c66400372",
     "MachineLearning/CameraDirector/shot_features.py": "fd912b00320ea53ca682c010de6ed1102edcd021ceb4822a5785033a500786fe",
-    "MachineLearning/CameraDirector/train.py": "40e9e9a9ab824d596b14f987b2977f187695c3d5a2a2bde9da67e95d38d78836"
+    "MachineLearning/CameraDirector/train.py": "40e9e9a9ab824d596b14f987b2977f187695c3d5a2a2bde9da67e95d38d78836",
+    "MachineLearning/CameraDirector/trajectory_quality.py": "8ede816e1d155e9d35fd6d18b3aaa145cd4957e205d898e11c1691222ef420a2"
   },
   "preparationLogicIdentifier": "acba2a46d9d979b013b7154bada6b6a8a7adfd7acd1721876ce6699ed4e03e84",
-  "candidateLogicIdentifier": "9cca18ec839f70fffad3e38ab05fbb9209c51d17081ec02dad1b2af1f93df223",
+  "candidateLogicIdentifier": "a9503f8764910d763fe0135f6b1425b0cba289dbd1dd149609d2c00e508470c1",
-  "generationCodeIdentifier": "2d225f7a926869593d8572e369e504fa6440565f84329ff797f66f3912abf7b0",
+  "generationCodeIdentifier": "05e85df5ac7eb614f68e340502cb03a9c5a073f91eba5d16d642340728d51d67",
   "generationCodeFiles": [
     "adjacent_transition.py",
     "camera_kinematics.py",
@@ -32,6 +33,7 @@
     "generate_hybrid.py",
     "hybrid_cut_reference.py",
     "planner.py",
-    "shot_features.py"
+    "shot_features.py",
+    "trajectory_quality.py"
   ]
 }

CameraAI~/Tools~/CWCameraWorker/_internal/cwai_sources/repository/MachineLearning/CameraDirector/cw_camera_runtime.py

@@ -19,7 +19,7 @@ from typing import Any, Iterable
 
 BUILD_IDENTITY_SCHEMA_VERSION = "cw-camera-worker-build-identity-v1"
 BUILD_IDENTITY_FILE = "cw_camera_worker_build_identity.json"
-WORKER_VERSION = "0.1.3"
+WORKER_VERSION = "0.1.4"
 
 
 def is_frozen_runtime() -> bool:

CameraAI~/package.json

@@ -1,6 +1,6 @@
 {
   "name": "com.mingle.cw-ai",
-  "version": "0.4.7",
+  "version": "0.4.8",
   "displayName": "Mingle Camera Work AI",
   "description": "Self-contained high-quality Unity Timeline camera generation with an embedded prepared reference library, per-shot editable clips, and A/B review tools.",
   "unity": "6000.0",