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+# Reference-Driven Motion Pipeline — design spec
+
+_2026-06-23 · status: **DESIGN / handoff — not built** · authored: Corp Bob (from the Buck air-guitar iteration thread) · build: Marvin (UnrealMCP lane) · review: Corp Bob, on the gate._
+
+## Goal
+Turn a **reference video of a real performance** into **editable motion on any character rig**, in-engine and deterministic: capture → retarget → bake-editable → tweak → render. Reusable for ANY character and ANY referenced human motion (walk, fight, dance, gesture, acting beat) — not a one-off for the air-guitar.
+
+## Why
+Freehand performance authoring is the wall. The Buck air-guitar saga ran static → flail → seizure, and every failure was on the **time axis** — timing, coordination, rhythm — the things you can't author blind. Real footage *encodes* timing/weight/coordination in where the limbs sit each frame. Sourcing motion from reference converts a *feel*-problem into a *data*-problem, and it's THE accelerator for the full-motion-video goal: stop inventing performance, start capturing and adapting it.
+
+## Key leverage: most of this already exists
+The back half shipped in batch 3 (#5). New work is the front end only.
+
+```
+video → [mocap: NEW, external] → import → [retarget_anim: NEW] → cr_bake_anim (BUILT) → seq_keyframe tweak (BUILT) → MRQ render (BUILT)
+```
+
+| Stage | Status |
+|---|---|
+| 1. video → motion (mocap) | **NEW** — external, pluggable engine (markerless video-to-mocap → FBX on a source skeleton) |
+| 2. import mocap FBX → AnimSequence | **NEW / verify** — `asset_import` may already cover FBX-anim; confirm or add an anim-import path |
+| 3. retarget source-skel → target-char-skel | **NEW** — `retarget_anim`, wrapping UE's IK Retargeter |
+| 4. bake onto editable FK Control Rig | ✅ **BUILT** — `cr_bake_anim` |
+| 5. clean up / fix proportions / exaggerate | ✅ **BUILT** — `seq_keyframe` |
+| 6. final render | ✅ **BUILT** — MRQ (`render_sequence` / `render_status`) |
+
+## New tools to build
+1. **`retarget_anim(source_anim, source_skeleton, target_skeleton, ik_retargeter=None) -> target AnimSequence`** — the core new in-engine tool. Wrap UE's IK Retargeter (`IKRetargeter` asset + the batch/run-retarget API). If no retargeter asset is supplied, resolve/create one for the source→target skeleton pair. `# VERIFY` the Python surface on metal (likely `unreal.IKRetargeterController` / `unreal.IKRetargetBatchOperation` — confirm; may need a pre-authored `IKRig` per skeleton).
+2. **`import_mocap(fbx_path, target_skeleton) -> AnimSequence`** (or extend `asset_import`) — import an external mocap FBX as an AnimSequence bound to a skeleton. Verify whether `asset_import` already handles FBX-anim; if not, add the anim path.
+3. **(doc, not code) the mocap contract** — the video→motion engine is EXTERNAL and pluggable; the server only *consumes* its output. Document the contract: it must emit an FBX (or AnimSequence) on a known/standard skeleton that `retarget_anim` can map. The LLM orchestrates the engine as a pre-step (conductor pattern); it is NOT baked into the stdio server.
+
+## Load-bearing design decisions
+- **Capture-then-clean, never capture-and-ship.** Single-camera markerless mocap is imperfect — jitter, foot-slide, depth guesses, occlusion. The editable-rig bake (step 4) is therefore *essential, not optional*: it's where artifacts AND the human→character proportion mismatch get fixed. The whole architecture rests on "real motion in, fully editable after."
+- **Retarget for proportions.** Human → stylized character (Buck = stocky ogre, short arms) is not 1:1. The IK Retargeter handles a lot; residual proportion/style fixes happen in `seq_keyframe` (windmill radius, stance width, headbang range).
+- **Character-agnostic by design.** `retarget_anim` + import take ANY source/target skeleton — the "use it for other things" requirement. Nothing Buck-specific in the tools.
+- **Preserve reference cadence.** Timing lives in the footage's frame rate; don't down-sample the retarget/bake to sparse keys — that reintroduces the v3 snap.
+- **Clean reference angle** (for any manual pose-match fallback): a front-ish reference reduces 2D→3D depth ambiguity.
+
+## Mocap engine — recommendation (researched + license-verified 2026-06-23, Corp Bob)
+The video→mocap engine is the one external/pluggable piece. **Decisive finding: the free OSS path is NOT cleanly usable for a shipped film.** The monocular models (WHAM, GVHMR) output **SMPL**, and SMPL is **non-commercial** — a separate paid commercial license is required from Max Planck. So "free OSS" carries a commercial-licensing encumbrance here, and the turnkey commercial services are the *correct* primary (not just the fast one): they grant clean commercial rights AND solve the FBX→UE path.
+
+- **PRIMARY → DeepMotion / Animate 3D.** US-origin (San Mateo, CA — clears the no-PRC rule). Single-camera video → **FBX / BVH / GLB**, with a published UE5 IK-retarget guide. Tiers: **Freemium = NON-commercial license only** (fine for R&D / the throwaway air-guitar test); **paid plans grant a perpetual worldwide COMMERCIAL license to the outputs** → the *shipped* film must run on a paid plan. Restriction: no reselling the raw mocap stand-alone (irrelevant — we animate Buck, we don't resell motion).
+  - ⚠ **Name-collision diligence:** a *separate, unrelated PRC company* is also called "DeepMotion." The mocap product is `deepmotion.com` / Animate 3D, **San Mateo CA (US)** — confirm you're on the US entity before committing.
+- **FALLBACK → Move.ai (Move One).** UK-origin (Move Ai Ltd) — non-PRC. Single-phone capture → FBX, UE-retargeting docs (`docs.move.ai`), top-tier single-cam quality. Commercial product; confirm current pricing/credits. Use when DeepMotion's quality isn't enough.
+- **AVOID for shipped work → OSS WHAM / GVHMR.** WHAM is MIT *code* but SMPL-dependent (non-commercial encumbrance), German/CMU origin; GVHMR is **Zhejiang University / PRC** (fails the no-PRC rule) and also SMPL-based. Fine for *free, non-shipped* R&D only — not the film, unless a SMPL commercial license is purchased.
+
+**UE-retarget path (either commercial engine):** engine exports an FBX on its own skeleton → import to UE → author an IK Rig for that source skeleton + an IK Rig for Buck → IK Retargeter maps source→Buck. That step is exactly what the `retarget_anim` tool above wraps; its output feeds `cr_bake_anim`.
+
+## Validation case
+The **Buck air-guitar solo**. Prove `video(real air-guitar) → mocap → retarget_anim → cr_bake_anim → seq_keyframe → render` yields a solo that finally *rips*. Validating the capability and closing the air-guitar saga are the same act — the throwaway clip is the unit test for the whole pipeline.
+
+## Suggested build order
+1. Mocap engine = **DeepMotion / Animate 3D** (verified — see recommendation above; US-origin, single-cam → FBX, UE retarget guide, commercial on paid tiers). Validate with one test FBX from a real air-guitar reference on the **free tier** (the throwaway clip isn't shipped); the film later needs a paid plan for the commercial license.
+2. Import path (`asset_import` FBX-anim, or new `import_mocap`).
+3. `retarget_anim` (wrap IK Retargeter) — the core new tool; live-verify bindings on metal.
+4. End-to-end on the air-guitar reference → bake → tweak → render → compare against the freehand attempts.
+5. Generalize + document as a reusable workflow (any character / any reference).
+
+## Open questions for Marvin (resolve on metal)
+- UE IK Retargeter Python surface: `IKRetargeterController` vs batch-op; does it require a pre-authored `IKRig` per skeleton?
+- Does `asset_import` already cover FBX-anim import, or is a dedicated path needed?
+- Mocap-engine choice + its output skeleton (that drives the retarget *source* rig).
+
+---
+_Handoff: Marvin builds (UnrealMCP lane); Corp Bob reviews on the gate (`REVIEW: APPROVED` convention), same flow as the UE5.8 harvest batches._