diff --git a/skills/remotion-to-hyperframes/references/.gitkeep b/skills/remotion-to-hyperframes/references/.gitkeep
deleted file mode 100644
index e69de29bb..000000000
diff --git a/skills/remotion-to-hyperframes/references/api-map.md b/skills/remotion-to-hyperframes/references/api-map.md
new file mode 100644
index 000000000..906d7957e
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/api-map.md
@@ -0,0 +1,142 @@
+# Remotion → HyperFrames API Map
+
+Authoritative translation table. Load this reference when starting a translation
+to know the high-level mapping; load the per-topic references for fragile
+details (timing, transitions, etc.).
+
+## Reading this table
+
+- **`drop`** = remove from output entirely. The HF runtime handles it.
+- **`see references/X.md`** = the mapping is non-trivial; read the linked file.
+- **`refuse + interop`** = the skill bows out and recommends the runtime adapter
+  pattern from [PR #214](https://github.com/heygen-com/hyperframes/pull/214).
+
+## Composition root
+
+| Remotion                                             | HyperFrames                                                                                                          |
+| ---------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------- |
+| `<Composition id durationInFrames fps width height>` | root `<div id="stage" data-composition-id data-start="0" data-duration="<dur/fps>" data-fps data-width data-height>` |
+| `defaultProps={...}`                                 | `data-*` attributes on `#stage` (one per scalar prop). Nested objects/arrays — see [parameters.md](parameters.md)    |
+| `schema={z.object(...)}`                             | not represented in HTML; the schema lives in the agent's translation step only                                       |
+| `calculateMetadata` (sync)                           | resolve at translation time, write concrete values into `data-*`                                                     |
+| `calculateMetadata` (async)                          | **refuse + interop** — see [escape-hatch.md](escape-hatch.md)                                                        |
+| `registerRoot(RemotionRoot)`                         | drop                                                                                                                 |
+| `<AbsoluteFill style>`                               | `<div style="position:absolute;inset:0;{style}">`                                                                    |
+
+## Sequencing
+
+See [sequencing.md](sequencing.md) for nesting and stagger details.
+
+| Remotion                                   | HyperFrames                                                                                               |
+| ------------------------------------------ | --------------------------------------------------------------------------------------------------------- |
+| `<Sequence from={F} durationInFrames={D}>` | `<div data-start="<F/fps>" data-duration="<D/fps>" data-track-index="N">`                                 |
+| `<Series>` + `<Series.Sequence>`           | siblings with sequential `data-start` values                                                              |
+| `<Loop durationInFrames={D}>`              | not a primitive — emit a custom GSAP `repeat: -1` loop with manual offset math                            |
+| `<Freeze frame={F}>`                       | drop the wrapper; HF doesn't have running animation outside the seek-driven timeline so freeze is a no-op |
+
+## Timing
+
+See [timing.md](timing.md) — this is the highest-leverage section.
+
+| Remotion                                                   | HyperFrames                                                                                                        |
+| ---------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------ |
+| `useCurrentFrame()`                                        | drop — HF seeks the timeline. The math derived from `frame` becomes an animatable property of a paused GSAP tween. |
+| `useVideoConfig()` for `fps` / `durationInFrames`          | drop — read from `data-fps` / `data-duration` on `#stage`                                                          |
+| `interpolate(frame, [a,b], [x,y])` (linear)                | `gsap.fromTo(t, {p:x}, {p:y, duration:(b-a)/fps, ease:"none"})` at offset `a/fps`                                  |
+| `interpolate(frame, [a,b,c,d], [x,y,y,z])` (multi-segment) | three `gsap.to` calls at offsets `a/fps`, `b/fps`, `c/fps`                                                         |
+| `interpolate(..., {easing: Easing.bezier})`                | GSAP `CustomEase.create("c", "M0,0 C${a},${b} ${c},${d} 1,1")`                                                     |
+| `spring({frame, fps, config: {damping, stiffness, mass}})` | GSAP `back.out(N)` — see [timing.md](timing.md) for damping → overshoot table                                      |
+| `interpolateColors(frame, range, colors)`                  | `gsap.to({...}, { backgroundColor, color, duration, ease })` — GSAP handles color tweens natively                  |
+| `Easing.in / .out / .inOut(power)`                         | GSAP `power<N>.in` / `power<N>.out` / `power<N>.inOut`                                                             |
+
+## Media
+
+See [media.md](media.md) for trim, volume ramps, and decoder notes.
+
+| Remotion                               | HyperFrames                                                                 |
+| -------------------------------------- | --------------------------------------------------------------------------- |
+| `<Audio src volume>`                   | `<audio data-start data-duration data-track-index data-volume src>`         |
+| `<Audio playbackRate startFrom endAt>` | `data-playback-rate`, `data-trim-start`, `data-trim-end`                    |
+| `<Video src>`                          | `<video muted playsinline data-start data-duration data-track-index src>`   |
+| `<OffthreadVideo>`                     | `<video>` — HF doesn't need the off-thread variant (uses headless Chrome)   |
+| `<Img src>`                            | `<img>`                                                                     |
+| `<IFrame src>`                         | `<iframe>` — HF auto-falls back to screenshot mode for nested iframes       |
+| `staticFile("x.png")`                  | `"assets/x.png"` — copy the file into `hf-src/assets/` next to `index.html` |
+| `delayRender()` / `continueRender()`   | drop — HF waits on asset readiness via the Frame Adapter pattern            |
+
+## Transitions
+
+See [transitions.md](transitions.md).
+
+| Remotion                                                                       | HyperFrames                                                                                               |
+| ------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------- |
+| `<TransitionSeries>` + `<TransitionSeries.Transition presentation={fade()} />` | manual `gsap.to(scene, {opacity: 0/1, duration})` crossfade at the boundary                               |
+| `slide()`, `wipe()`, `clockWipe()`, `fade()`                                   | HF [shader-transitions](https://hyperframes.heygen.com/catalog/blocks) package presets — pick the closest |
+| `linearTiming({durationInFrames})`                                             | duration in seconds (`/fps`)                                                                              |
+| `springTiming({config})`                                                       | duration in seconds, ease `back.out` — see [timing.md](timing.md)                                         |
+
+## Lottie
+
+See [lottie.md](lottie.md).
+
+| Remotion                        | HyperFrames                                                                                               |
+| ------------------------------- | --------------------------------------------------------------------------------------------------------- |
+| `<Lottie animationData={data}>` | `<div id="lottie-N">` + `<script>lottie.loadAnimation(...).then(a => window.__hfLottie.push(a))</script>` |
+| `loop` / `playbackRate` props   | translate to `loop` / lottie playback options; HF adapter seeks via `goToAndStop`                         |
+| `@remotion/lottie` runtime      | `lottie-web` from CDN — drop the React wrapper                                                            |
+
+## Fonts
+
+See [fonts.md](fonts.md).
+
+| Remotion                                            | HyperFrames                                                                                 |
+| --------------------------------------------------- | ------------------------------------------------------------------------------------------- |
+| `loadFont()` from `@remotion/google-fonts/<Family>` | `@font-face` rule referencing the Google Fonts CSS, OR `<link>` to Google Fonts in `<head>` |
+| Local font via `@font-face`                         | same — paste the rule into `<style>`                                                        |
+| System font fallback                                | document the font-fallback divergence cost (see [eval.md](eval.md))                         |
+
+## Parameters
+
+See [parameters.md](parameters.md).
+
+| Remotion                      | HyperFrames                                                                                   |
+| ----------------------------- | --------------------------------------------------------------------------------------------- |
+| `z.object({foo: z.string()})` | `data-foo` on `#stage` (the schema is implicit in HTML structure)                             |
+| nested array prop (`stats[]`) | repeated HTML markup with per-instance `data-*` attrs                                         |
+| Zod default values            | bake defaults into the HTML directly                                                          |
+| Zod runtime validation        | not represented; if validation matters, validate in the translation step before emitting HTML |
+
+## React patterns
+
+| Remotion                                           | HyperFrames                                                      |
+| -------------------------------------------------- | ---------------------------------------------------------------- |
+| Custom React subcomponent (pure, prop-driven)      | inline as repeated HTML using the prop interface as the template |
+| `useState` driving animation                       | **refuse + interop**                                             |
+| `useReducer` driving animation                     | **refuse + interop**                                             |
+| `useEffect(fn, [deps])` (non-empty deps)           | **refuse + interop**                                             |
+| `useEffect(fn, [])` (mount-once side effect)       | drop the effect; use `queueMicrotask` if startup work is needed  |
+| `useCallback`, `useMemo`                           | drop the wrappers — decorative                                   |
+| Custom hook (pure derivation of `useCurrentFrame`) | inline the body                                                  |
+| Custom hook with state/effects                     | refuse + interop                                                 |
+
+## Distributed rendering
+
+`@remotion/lambda` and `@remotion/cloudrun` are deployment configuration —
+orthogonal to the rendered composition itself. The skill emits these as
+**warnings** (not blockers) and drops them in step 3 (Generate) with a note
+in `TRANSLATION_NOTES.md`. HF is single-machine today; document the gap.
+
+| Remotion                   | HyperFrames                                            |
+| -------------------------- | ------------------------------------------------------ |
+| `@remotion/lambda` import  | drop the import (warning `r2hf/lambda-import`)         |
+| `renderMediaOnLambda(...)` | drop the call; note in `TRANSLATION_NOTES.md`          |
+| `@remotion/cloudrun`       | drop the import + call; note in `TRANSLATION_NOTES.md` |
+
+## When to bow out entirely
+
+If any blocker pattern is present, recommend the runtime interop pattern from
+[PR #214](https://github.com/heygen-com/hyperframes/pull/214) instead of
+attempting translation. See [escape-hatch.md](escape-hatch.md).
+
+The blockers are documented in [`scripts/lint_source.py`](../scripts/lint_source.py)
+and tested by [tier-4-escape-hatch](../assets/test-corpus/tier-4-escape-hatch/).
diff --git a/skills/remotion-to-hyperframes/references/escape-hatch.md b/skills/remotion-to-hyperframes/references/escape-hatch.md
new file mode 100644
index 000000000..9dd0fa445
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/escape-hatch.md
@@ -0,0 +1,115 @@
+# When to bow out: the runtime interop pattern
+
+Some Remotion compositions can't be translated cleanly. The skill should
+recognize them upfront and recommend the **runtime interop pattern** from
+[PR #214](https://github.com/heygen-com/hyperframes/pull/214) instead of
+producing broken HTML.
+
+## When to recommend interop
+
+Run `scripts/lint_source.py` first. If it returns any blocker, recommend
+interop. The blockers are:
+
+| Rule                        | What it catches                                                |
+| --------------------------- | -------------------------------------------------------------- |
+| `r2hf/use-state`            | useState driving animation                                     |
+| `r2hf/use-reducer`          | useReducer driving animation                                   |
+| `r2hf/use-effect-deps`      | useEffect/useLayoutEffect with non-empty deps (side effects)   |
+| `r2hf/async-metadata`       | calculateMetadata returns a Promise                            |
+| `r2hf/third-party-react-ui` | Imports from MUI, Chakra, Mantine, antd, shadcn, Radix, NextUI |
+
+Each of these breaks the seek-driven, deterministic-frame model that HF
+relies on. Translating them produces silently-wrong output.
+
+## What the interop pattern actually does
+
+Per [PR #214](https://github.com/heygen-com/hyperframes/pull/214), the
+runtime adapter:
+
+1. Bundles the user's Remotion code with React + `@remotion/player` via esbuild.
+2. Mounts a Remotion `<Player>` inside an HF composition's HTML.
+3. Pauses the player on mount.
+4. Registers the player on `window.__hfRemotion` with `seekTo(frame)`,
+   `pause()`, `durationInFrames`, `fps`.
+5. HF's render loop seeks the player frame-by-frame via `seekTo(frame)`.
+
+Result: Remotion's React tree renders at HF's deterministic frame ticks.
+Custom hooks, useState, useEffect, MUI components — all work because
+Remotion's React reconciler is doing the rendering.
+
+## The recommendation message
+
+When the skill detects a blocker, output something like:
+
+> The Remotion source uses `useState` (and others), which can't be
+> translated to HF's seek-driven HTML model. The recommended path is the
+> **runtime interop pattern**: bundle your Remotion code with `@remotion/player`
+> and let HF drive it frame-by-frame.
+>
+> See https://github.com/heygen-com/hyperframes/pull/214 for the full
+> implementation. Quick summary:
+>
+> 1. Bundle `entry.tsx` with esbuild: `npx esbuild entry.tsx --bundle --outfile=dist/bundle.js --format=iife --jsx=automatic`
+> 2. Mount the Player and register on `window.__hfRemotion`:
+>
+>    ```tsx
+>    const playerRef = useRef<PlayerRef>(null);
+>    useEffect(() => {
+>      playerRef.current?.pause();
+>      window.__hfRemotion = window.__hfRemotion || [];
+>      window.__hfRemotion.push({
+>        seekTo: (f) => playerRef.current?.seekTo(f),
+>        pause: () => playerRef.current?.pause(),
+>        durationInFrames,
+>        fps,
+>      });
+>    }, []);
+>    ```
+>
+> 3. Reference the bundle from your HF `index.html` and render normally:
+>    `<script src="dist/bundle.js"></script>`
+
+## The lint output already includes recommendations
+
+`lint_source.py` emits a `recommendation` field per finding. Surface those
+verbatim — they're tuned per blocker rule:
+
+```json
+{
+  "rule": "r2hf/use-state",
+  "message": "useState detected — Remotion compositions that drive animation via React state are not deterministic frame-capture targets in HyperFrames",
+  "recommendation": "Use the runtime interop pattern from PR #214 instead of attempting a translation"
+}
+```
+
+## When NOT to bow out: warnings only
+
+Some patterns produce warnings, not blockers — translate after dropping
+the wrappers:
+
+| Rule                      | Action                                                              |
+| ------------------------- | ------------------------------------------------------------------- |
+| `r2hf/lambda-import`      | drop the `@remotion/lambda` config; HF runs single-machine, log gap |
+| `r2hf/delay-render`       | drop the call; HF handles asset readiness                           |
+| `r2hf/use-callback`       | drop the wrapper, inline the function                               |
+| `r2hf/use-memo`           | drop the wrapper, compute inline                                    |
+| `r2hf/custom-hook` (pure) | inline the hook body if it's a derivation of `useCurrentFrame`      |
+| `r2hf/static-file`        | replace `staticFile("x")` with `"assets/x"`                         |
+| `r2hf/interpolate-colors` | translate to GSAP color tween (see [timing.md](timing.md))          |
+
+These are documented in T4 cases 05–07.
+
+`r2hf/lambda-import` is a warning — not a blocker — because Lambda
+configuration is orthogonal to the rendered composition. Translating an
+otherwise-clean Remotion comp shouldn't fail just because the author also
+configured AWS Lambda for distributed rendering. The skill drops the
+`@remotion/lambda` imports and `renderMediaOnLambda(...)` calls in step 3
+(Generate) and writes a `TRANSLATION_NOTES.md` entry so the user knows to
+set up HF rendering separately.
+
+## When the source has BOTH blockers AND warnings
+
+Bow out. The presence of a single blocker means the skill shouldn't
+attempt translation — even if the rest of the composition is clean.
+The user should use interop for the whole thing OR refactor the
+blocker patterns out of their Remotion source first.
diff --git a/skills/remotion-to-hyperframes/references/eval.md b/skills/remotion-to-hyperframes/references/eval.md
new file mode 100644
index 000000000..edb951c3a
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/eval.md
@@ -0,0 +1,140 @@
+# Eval: how to validate a translation end-to-end
+
+Every translation should be measured. The skill ships three scripts and
+a tiered test corpus that, together, gate translation quality.
+
+## The three scripts
+
+| Script                   | Input                       | Output                                                              |
+| ------------------------ | --------------------------- | ------------------------------------------------------------------- |
+| `scripts/lint_source.py` | Remotion source dir or file | JSON findings + exit code (0 clean, 1 has blockers)                 |
+| `scripts/render_diff.sh` | two MP4 paths               | per-frame SSIM + JSON summary (`mean`, `min`, `p05`, `p95`, `pass`) |
+| `scripts/frame_strip.sh` | two MP4 paths               | side-by-side comparison strip PNG for visual debugging              |
+
+Run them in this order: **lint → render → diff → (if fail) strip**.
+
+## Per-fixture flow
+
+```bash
+# 1. Lint the source — blockers mean stop
+python3 ../../scripts/lint_source.py ./remotion-src/src/
+
+# 2. Generate any binary assets (T2+T3 only)
+[ -f setup.sh ] && ./setup.sh
+
+# 3. Render Remotion baseline
+cd remotion-src && npm install && npm run render
+# -> remotion-src/out/baseline.mp4
+
+# 4. Render HF translation
+cd .. && node ../../../packages/cli/dist/cli.js render hf-src/ --output hf.mp4
+# -> hf.mp4
+
+# 5. SSIM diff
+../../scripts/render_diff.sh ./remotion-src/out/baseline.mp4 ./hf.mp4 ./diff
+# -> diff/summary.json
+
+# 6. If diff fails, generate frame strip for visual inspection
+../../scripts/frame_strip.sh ./remotion-src/out/baseline.mp4 ./hf.mp4 ./strip 8
+# -> strip/strip.png
+```
+
+## Reading `diff/summary.json`
+
+```json
+{
+  "frame_count": 90,
+  "mean": 0.974,
+  "min": 0.972,
+  "max": 0.999,
+  "p05": 0.972,
+  "p95": 0.983,
+  "threshold": 0.95,
+  "pass": true
+}
+```
+
+| Field         | What it tells you                                                           |
+| ------------- | --------------------------------------------------------------------------- |
+| `mean`        | average SSIM across all frames; the headline number                         |
+| `min`         | worst frame; below threshold means at least one frame is structurally wrong |
+| `p05` / `p95` | 5th / 95th percentile — most frames sit between these                       |
+| `threshold`   | from `R2HF_SSIM_THRESHOLD` env var (default 0.85)                           |
+| `pass`        | whether `mean >= threshold`                                                 |
+
+## Validated tier thresholds
+
+Calibrated against actual Remotion + HF renders:
+
+| Tier | Composition shape                           | Mean  | Threshold | Margin |
+| ---- | ------------------------------------------- | ----- | --------- | ------ |
+| T1   | single-element fade-in                      | 0.974 | 0.95      | +0.022 |
+| T2   | multi-scene + spring + audio + image        | 0.985 | 0.95      | +0.016 |
+| T3   | data-driven, custom subcomponents, count-up | 0.953 | 0.90      | +0.038 |
+
+Each fixture's `expected.json` carries:
+
+- `ssim_threshold` — the gate for `pass`
+- `validation` — the actual measured numbers from the calibration run
+- `translation_notes` — what's lossy and why
+
+## Critical: encoder config
+
+Both Remotion and HF must output the same pixel format for SSIM to be
+meaningful. Remotion's default JPEG output writes `yuvj420p` (full-range);
+HF outputs `yuv420p` (limited-range). The mismatch costs ~0.05 SSIM.
+
+Every fixture's `remotion.config.ts` sets:
+
+```ts
+Config.setVideoImageFormat("png");
+Config.setColorSpace("bt709");
+```
+
+If the user's source doesn't have these, add them in the translation
+step — otherwise the diff measures encoder differences, not translation
+fidelity.
+
+## What the noise floor looks like
+
+The dominant non-translation noise is **system font fallback divergence**.
+Remotion's bundled Chromium and HF's `chrome-headless-shell` interpret
+`font-weight: 800` differently when there's no real font installed:
+
+- Remotion HELLO at 160px: medium-weight stroke
+- HF HELLO at 160px: heavy-weight stroke
+
+This costs ~0.025 mean SSIM. Visible in T1's frame strip.
+[fonts.md](fonts.md) covers how to mitigate (use Inter, load explicit
+Google Fonts).
+
+## Threshold rule of thumb
+
+Set the threshold ~0.02 below measured `p05`:
+
+- Real translation regressions drop mean by 0.05+ — caught.
+- Encoder/font drift between CI runs is bounded at ~0.01 — not caught.
+
+If a calibration run's measured mean is far above your initial threshold
+guess, _don't_ tighten the threshold to fit. Leave headroom — fixtures
+re-rendered on different hardware will drift.
+
+## When the diff fails
+
+1. **Look at `frame_strip.sh` output first.** A side-by-side strip at 6–10
+   evenly-spaced timestamps shows whether the failure is structural
+   (wrong scene durations, missing element) or cosmetic (different font
+   weight, slight timing skew).
+2. **Check `diff/ssim.log`.** Per-frame SSIM tells you _which_ frames
+   failed. Cluster of bad frames in the middle of a scene = animation
+   problem; bad frames at scene boundaries = sequencing problem.
+3. **Re-read the relevant reference.** [timing.md](timing.md) for
+   spring/easing issues, [sequencing.md](sequencing.md) for scene
+   boundary issues, [media.md](media.md) for asset loading issues.
+
+## CI integration
+
+The fixtures are not yet wired into CI (`packages/producer/tests/` runs
+inside Docker; the skill corpus needs the same). PR 7 of the stack adds
+the orchestrator that runs all four tiers and emits an aggregated pass
+report. For now, evaluate by hand per fixture.
diff --git a/skills/remotion-to-hyperframes/references/fonts.md b/skills/remotion-to-hyperframes/references/fonts.md
new file mode 100644
index 000000000..56c92983b
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/fonts.md
@@ -0,0 +1,112 @@
+# Font translation
+
+Fonts are the dominant non-translation noise floor. Same `font-weight: 800`
+renders perceptibly bolder on HF's `chrome-headless-shell` than on
+Remotion's bundled Chromium when there's no real font installed. Validation
+showed this costs ~0.025 mean SSIM at the noise floor.
+
+## Pattern: `@remotion/google-fonts/<Family>`
+
+```tsx
+import { loadFont } from "@remotion/google-fonts/Inter";
+loadFont("normal", { weights: ["400", "800"] });
+```
+
+Translate to a `<link>` tag in `<head>`:
+
+```html
+<head>
+  <link rel="preconnect" href="https://fonts.googleapis.com" />
+  <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
+  <link
+    href="https://fonts.googleapis.com/css2?family=Inter:wght@400;800&display=swap"
+    rel="stylesheet"
+  />
+  <style>
+    body {
+      font-family: Inter, sans-serif;
+    }
+  </style>
+</head>
+```
+
+Pull the family name and weights from the import path and `loadFont`
+arguments. HF's compiler inlines the Google Fonts CSS at render time, so
+you don't pay a network round-trip per render.
+
+## Pattern: local fonts via `@font-face`
+
+```tsx
+import { Font } from "remotion";
+
+Font.loadFont("/MyFont.woff2", "MyFont");
+```
+
+Translate to a `@font-face` rule:
+
+```html
+<style>
+  @font-face {
+    font-family: "MyFont";
+    src: url("assets/MyFont.woff2") format("woff2");
+    font-weight: 400;
+    font-style: normal;
+  }
+</style>
+```
+
+Copy the font file into `hf-src/assets/` next to the HTML.
+
+## Pattern: system font fallback (no font load)
+
+```tsx
+<div style={{ fontFamily: "Helvetica, Arial, sans-serif" }}>...</div>
+```
+
+Same string in HF — but be aware: on Linux without a real Helvetica
+installed (typical CI environment), Remotion and HF fall back to
+_different_ sans-serif system fonts because they bundle different
+Chromium versions. This is the noise floor: ~0.025 mean SSIM cost,
+visible as different stroke widths at large font weights (800+).
+
+If matching the Remotion render exactly matters for a specific
+fixture, load the same font explicitly — don't rely on system
+fallback.
+
+## When in doubt: use Inter
+
+Inter renders identically across Chromium versions and is free.
+Translate any "system sans-serif" Remotion comp to Inter when you
+need to minimize font drift in the validation harness.
+
+## Font loading and `delayRender`
+
+Remotion uses `delayRender()` to defer the first frame until fonts
+load. HF's compiler inlines Google Fonts at compile time and waits
+on `@font-face` readiness via the Frame Adapter pattern — the
+`delayRender` call drops in translation. See [media.md](media.md).
+
+## Multi-weight loading
+
+When Remotion loads multiple weights:
+
+```tsx
+loadFont("normal", { weights: ["400", "500", "700", "800"] });
+```
+
+Inline all weights in the Google Fonts URL:
+
+```
+?family=Inter:wght@400;500;700;800&display=swap
+```
+
+Translation rule: enumerate every distinct `font-weight` value
+that appears in the composition's CSS (`font-weight: 800` →
+weight 800 must be loaded). If the Remotion source loads weights
+that aren't actually used, drop them.
+
+## Font subsetting
+
+Remotion's `loadFont` doesn't subset; HF's compiler doesn't either
+(yet). Don't try to optimize this in translation — it's lossless to
+keep the same weight set as the Remotion source.
diff --git a/skills/remotion-to-hyperframes/references/limitations.md b/skills/remotion-to-hyperframes/references/limitations.md
new file mode 100644
index 000000000..e01980652
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/limitations.md
@@ -0,0 +1,136 @@
+# Translation limitations
+
+What the skill explicitly cannot translate, separated from the
+blocker-list (which is enforced by `lint_source.py`). These are
+_known_ gaps — surface them to the user as translation notes
+when translating the surrounding composition.
+
+## React patterns the skill refuses
+
+See [escape-hatch.md](escape-hatch.md). Any of these triggers
+a bow-out:
+
+- `useState`, `useReducer` driving animation
+- `useEffect` / `useLayoutEffect` with non-empty deps (side effects)
+- async `calculateMetadata`
+- Third-party React UI libraries (MUI, Chakra, Mantine, antd, shadcn, Radix, NextUI)
+
+`@remotion/lambda` is no longer in this list — it's a warning, not a
+blocker, because Lambda config is orthogonal to composition rendering.
+The skill drops the imports and `renderMediaOnLambda(...)` calls and
+writes a `TRANSLATION_NOTES.md` entry. See
+[escape-hatch.md](escape-hatch.md).
+
+## Patterns that work with caveats
+
+### Volume ramps on `<Audio>`
+
+Remotion accepts a function for `volume`:
+
+```tsx
+<Audio src={...} volume={(f) => interpolate(f, [0, 30], [0, 1])} />
+```
+
+HF supports static `data-volume` only. Translation: bake the ramp into
+the audio file at translation time using `ffmpeg afade`, OR drop the
+ramp with a note. The dropped-ramp path produces audibly different
+output but visually-identical video, so SSIM passes — just flag it.
+
+### `<Loop>` with stateful children
+
+```tsx
+<Loop durationInFrames={30}>
+  <CounterThatIncrementsViaUseRef />
+</Loop>
+```
+
+Loop with `repeat: -1` works for _visual_ repetition. If the looped
+child has cross-iteration state (a counter, a randomness seed), HF
+won't reproduce it identically per iteration. Bow out unless the
+child is fully deterministic per-iteration.
+
+### Remotion's `<Img>` with crossOrigin
+
+```tsx
+<Img src="https://other-domain.com/x.png" crossOrigin="anonymous" />
+```
+
+HF's renderer doesn't enforce CORS the same way Remotion does. Most
+public images work; private images served with auth headers won't.
+If the source uses `crossOrigin="use-credentials"`, the asset needs
+to be downloaded and inlined at translation time.
+
+### Custom `presentation` in `<TransitionSeries>`
+
+```tsx
+const customPresentation: PresentationComponent = ({ children, presentationProgress }) => {
+  return <div style={{ filter: `blur(${(1 - presentationProgress) * 20}px)` }}>{children}</div>;
+};
+```
+
+Pure presentations (transform/filter/opacity computed from progress)
+translate to GSAP tweens cleanly. Presentations that read
+`useCurrentFrame()` internally or have stateful children don't —
+bow out.
+
+### Code-split components (`React.lazy`)
+
+```tsx
+const HeavyChart = React.lazy(() => import("./HeavyChart"));
+```
+
+`React.lazy` is async and doesn't fit the deterministic-render model.
+Translate to a regular import; the resulting HF composition will
+just include all the code upfront.
+
+## Patterns that always work
+
+- `<AbsoluteFill>` and `<Sequence>` (any nesting)
+- `useCurrentFrame()` derivations: `interpolate`, `spring`, `Easing`,
+  `interpolateColors`, manual math
+- `<Audio>`, `<Video>`, `<Img>`, `<IFrame>` with simple props
+- `staticFile()` references
+- Custom React subcomponents that are pure functions of props
+- Custom hooks that are pure derivations of `useCurrentFrame`
+- `@remotion/lottie` (translates to HF's Lottie adapter)
+- `@remotion/google-fonts/<Family>` (translates to `<link>` or `@font-face`)
+- Sync `calculateMetadata` (resolved at translation time)
+- `<TransitionSeries>` with built-in presentations (`fade`, `slide`,
+  `wipe`, `clockWipe`, `flip`, `iris`)
+
+## What the skill never tries to translate
+
+These are out-of-scope by design:
+
+- **HDR rendering** — HF supports HDR but Remotion doesn't, so there's
+  nothing to translate from.
+- **Variable frame rate** — both tools assume constant fps.
+- **Multi-composition `<Composition>` lists** — translate one at a
+  time. The skill prompts the user to choose which composition.
+- **Remotion Studio props panel** — visual prop editing in HF Studio
+  needs different infrastructure; out of scope.
+
+## Reporting gaps to the user
+
+When translation produces _something_ but the something has gaps, write
+a `TRANSLATION_NOTES.md` next to the output:
+
+```markdown
+# Translation notes
+
+The following Remotion patterns were translated with caveats:
+
+- `<Audio volume={(f) => ...}>` (line 15): volume ramp dropped — added
+  static `data-volume="0.5"`. To preserve the ramp, run
+  `ffmpeg -i music.wav -af "afade=t=in:st=0:d=1" music.faded.wav` and
+  swap the source file.
+- `<HeavyChart>` (line 30): translated as inline HTML. The original
+  React.lazy boundary was dropped — bundle size unchanged because HF
+  serves a single HTML file.
+
+If any of these caveats matter, consider the runtime interop pattern
+instead.
+```
+
+This file is also generated by the skill alongside the HF output, not
+held in the corpus.
diff --git a/skills/remotion-to-hyperframes/references/lottie.md b/skills/remotion-to-hyperframes/references/lottie.md
new file mode 100644
index 000000000..22c103520
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/lottie.md
@@ -0,0 +1,119 @@
+# Lottie translation: @remotion/lottie → HF lottie adapter
+
+Lottie animations are a clean translation case — HF has a built-in
+[Lottie adapter](https://github.com/heygen-com/hyperframes/blob/main/packages/core/src/runtime/adapters/lottie.ts)
+that supports both `lottie-web` and `@lottiefiles/dotlottie-web`. The
+adapter auto-discovers animations registered on `window.__hfLottie`
+and seeks them per-frame via `goToAndStop`.
+
+## Pattern
+
+```tsx
+import { Lottie } from "@remotion/lottie";
+import animationData from "./hello.json";
+
+export const MyComp = () => (
+  <AbsoluteFill>
+    <Lottie animationData={animationData} loop={false} />
+  </AbsoluteFill>
+);
+```
+
+Translates to:
+
+```html
+<div id="stage" ...>
+  <div id="lottie-anim" style="width:100%;height:100%"></div>
+  <script src="https://cdnjs.cloudflare.com/ajax/libs/bodymovin/5.12.2/lottie.min.js"></script>
+  <script>
+    const anim = lottie.loadAnimation({
+      container: document.getElementById("lottie-anim"),
+      renderer: "svg",
+      loop: false,
+      autoplay: false,
+      path: "assets/hello.json",
+    });
+    window.__hfLottie = window.__hfLottie || [];
+    window.__hfLottie.push(anim);
+  </script>
+</div>
+```
+
+Key differences from a typical Lottie embed:
+
+- `autoplay: false` — HF drives playback by seeking
+- `loop: false` typically (unless Remotion's `loop={true}`)
+- `window.__hfLottie.push(anim)` is what hooks the animation into HF's
+  per-frame seek
+
+## Asset handling
+
+Remotion bundles the animation JSON via webpack import. HF needs the JSON
+on disk under `assets/` and references it via path:
+
+1. Copy `hello.json` from the Remotion project into `hf-src/assets/`.
+2. Reference as `path: "assets/hello.json"` in `loadAnimation`.
+
+For dotlottie (binary) format, swap in `@lottiefiles/dotlottie-web`:
+
+```html
+<script src="https://unpkg.com/@lottiefiles/dotlottie-web"></script>
+<canvas id="anim" style="width:100%;height:100%"></canvas>
+<script>
+  const player = new DotLottie({
+    canvas: document.getElementById("anim"),
+    src: "assets/hello.lottie",
+    autoplay: false,
+  });
+  window.__hfLottie = window.__hfLottie || [];
+  window.__hfLottie.push(player);
+</script>
+```
+
+The HF adapter handles both player APIs (it duck-types `goToAndStop`
+vs `setCurrentRawFrameValue` / `seek`).
+
+## Multiple Lottie animations
+
+Multiple `<Lottie>` instances in one composition work — push each one
+onto `window.__hfLottie` and the adapter will seek all of them in sync:
+
+```js
+window.__hfLottie.push(anim1);
+window.__hfLottie.push(anim2);
+window.__hfLottie.push(anim3);
+```
+
+## Lottie source isn't actually translation-blocking
+
+Lottie animations encode their own deterministic timeline. They're the
+_easiest_ part of a Remotion composition to translate because the
+animation logic is already self-contained — neither Remotion nor HF
+"animate" them, both just seek them. Translation cost is near-zero.
+
+## After Effects → Lottie limitations
+
+Lottie supports a subset of After Effects features. Expressions, most
+Effects (drop shadow, color overlay), all blend modes beyond Normal/Add/
+Multiply, luma mattes, and most 3D parameters are not supported. If the
+Remotion composition uses a Lottie file that depends on these, the
+animation will break in BOTH Remotion and HF — this isn't a translation
+problem, it's a Lottie limitation. See
+[airbnb/lottie/after-effects.md](https://github.com/airbnb/lottie/blob/master/after-effects.md)
+for the full supported feature list.
+
+## Loop behavior
+
+Remotion's `loop={true}` plays the animation continuously. Translate to
+the lottie-web `loop: true` setting AND rely on the adapter's natural
+seek behavior (it'll seek modulo the animation's duration). For
+non-default playback rates, set `playbackRate` in `loadAnimation` and HF
+will respect it during seek.
+
+## Performance note
+
+Per the [Lottie adapter](https://github.com/heygen-com/hyperframes/blob/main/packages/core/src/runtime/adapters/lottie.ts)
+docs: lottie-web's `goToAndStop(time, isFrame=false)` takes time in ms;
+the adapter passes `time * 1000` for precision. This is more accurate
+than passing frame numbers (especially for animations whose internal
+fps doesn't match the HF render fps).
diff --git a/skills/remotion-to-hyperframes/references/media.md b/skills/remotion-to-hyperframes/references/media.md
new file mode 100644
index 000000000..1c7b77dde
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/media.md
@@ -0,0 +1,149 @@
+# Media translation: Audio, Video, Img, IFrame, staticFile
+
+## Asset paths
+
+Remotion's `staticFile("x.png")` resolves to the project's `public/` directory.
+HF uses relative paths from the composition's `index.html`, conventionally
+`assets/`:
+
+```tsx
+<Img src={staticFile("logo.png")} />
+```
+
+```html
+<img src="assets/logo.png" />
+```
+
+When translating, copy the asset from `remotion-src/public/x` to
+`hf-src/assets/x`. Multiple files can be batched with a setup script;
+see T2's `setup.sh` for an example pattern.
+
+## `<Audio>`
+
+```tsx
+<Audio src={staticFile("music.wav")} volume={0.5} />
+```
+
+```html
+<audio
+  data-start="0"
+  data-duration="6"
+  data-track-index="2"
+  data-volume="0.5"
+  src="assets/music.wav"
+></audio>
+```
+
+`data-start` and `data-duration` are required — the runtime needs them to
+schedule the audio. Default to the composition's full duration if Remotion
+didn't specify trim.
+
+### Volume ramps
+
+```tsx
+<Audio src={staticFile("music.wav")} volume={(f) => interpolate(f, [0, 30], [0, 1])} />
+```
+
+HF supports static `data-volume` only for now. Volume ramps need to be
+applied to the audio file at translation time (with ffmpeg `afade`) or the
+ramp is dropped with a translation note.
+
+### Trim / playbackRate
+
+```tsx
+<Audio src={staticFile("music.wav")} startFrom={60} endAt={180} playbackRate={1.5} />
+```
+
+```html
+<audio
+  data-start="0"
+  data-duration="<resolved from trim>"
+  data-trim-start="2"
+  data-trim-end="6"
+  data-playback-rate="1.5"
+  src="assets/music.wav"
+></audio>
+```
+
+`startFrom` / `endAt` are frame indexes; convert to seconds.
+
+## `<Video>` and `<OffthreadVideo>`
+
+```tsx
+<Video src={staticFile("intro.mp4")} muted playsInline />
+<OffthreadVideo src={staticFile("intro.mp4")} muted />
+```
+
+```html
+<video
+  muted
+  playsinline
+  data-start="0"
+  data-duration="5"
+  data-track-index="0"
+  src="assets/intro.mp4"
+></video>
+```
+
+`<OffthreadVideo>` is a Remotion-specific optimization for headless
+rendering. HF runs in headless Chrome already, so the off-thread variant
+collapses to a regular `<video>`.
+
+`muted` and `playsinline` are required for the runtime to autoplay
+(browser policy). Always emit them.
+
+## `<Img>`
+
+```tsx
+<Img src={staticFile("logo.png")} style={{ width: 200, height: 200 }} />
+```
+
+```html
+<img src="assets/logo.png" style="width: 200px; height: 200px;" />
+```
+
+Width/height get rounded to integer px. If the original style has
+animated dimensions, the GSAP tween animates them — see [timing.md](timing.md).
+
+## `<IFrame>`
+
+```tsx
+<IFrame src="https://example.com" />
+```
+
+```html
+<iframe src="https://example.com"></iframe>
+```
+
+When HF detects a nested iframe in a composition, it auto-falls back to
+**screenshot mode** rather than the deterministic BeginFrame mode. This
+costs render performance but produces visibly-correct output. See
+[hyperframes-vs-remotion.mdx](https://github.com/heygen-com/hyperframes/blob/main/docs/guides/hyperframes-vs-remotion.mdx)
+for details.
+
+## `delayRender()` / `continueRender()`
+
+```tsx
+const handle = delayRender();
+useEffect(() => {
+  loadAsset().then(() => continueRender(handle));
+}, []);
+```
+
+Drop. HF waits on asset readiness via the [Frame Adapter pattern](https://hyperframes.heygen.com/concepts/frame-adapters)
+— images, videos, fonts, and Lottie animations all signal load
+completion natively. There's nothing to do at the application level.
+
+## When the asset isn't a file
+
+If Remotion's media source is a Buffer, dataURL, or URL.createObjectURL,
+the asset doesn't exist on disk and can't be copied via setup.sh. Two
+options:
+
+1. Materialize the asset at translation time — write the buffer to a file
+   in `hf-src/assets/`.
+2. Embed as a data URL directly in the HTML (`src="data:image/png;base64,..."`)
+   for small assets (< 100 KB).
+
+For audio/video Buffers, option 1 is preferred — base64-encoded media
+bloats the HTML and slows the renderer.
diff --git a/skills/remotion-to-hyperframes/references/parameters.md b/skills/remotion-to-hyperframes/references/parameters.md
new file mode 100644
index 000000000..56fde3ecf
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/parameters.md
@@ -0,0 +1,167 @@
+# Parameter translation: Zod schemas, defaultProps, calculateMetadata
+
+How a typed Remotion `<Composition schema={...} defaultProps={...} />`
+turns into a parameterized HF composition.
+
+## Sync calculateMetadata (translatable)
+
+```tsx
+<Composition
+  id="MyVideo"
+  component={MyVideo}
+  schema={z.object({ title: z.string(), duration: z.number() })}
+  defaultProps={{ title: "Hello", duration: 90 }}
+  calculateMetadata={({ props }) => ({
+    durationInFrames: props.duration,
+    fps: 30,
+  })}
+/>
+```
+
+When `calculateMetadata` is synchronous and only uses `props`, **resolve
+it at translation time** — call it with `defaultProps` (or whatever the
+caller specifies) and write the concrete result into the HTML:
+
+```html
+<div
+  id="stage"
+  data-composition-id="MyVideo"
+  data-start="0"
+  data-duration="3"          <!-- 90/30 -->
+  data-fps="30"
+  data-title="Hello"
+></div>
+```
+
+The `data-title` attribute carries the value through. Code that originally
+read `props.title` reads `document.getElementById("stage").dataset.title`
+in HF.
+
+## Async calculateMetadata (NOT translatable)
+
+```tsx
+<Composition
+  calculateMetadata={async ({ props }) => {
+    const res = await fetch(...);
+    return { durationInFrames: res.duration };
+  }}
+/>
+```
+
+**Refuse + interop**. HF needs composition metadata up-front to seed the
+HTML. Resolving network calls at translation time defeats the purpose
+of having dynamic metadata. See [escape-hatch.md](escape-hatch.md).
+
+The lint rule `r2hf/async-metadata` catches this. T4 case 03 tests it.
+
+## Default props
+
+```tsx
+defaultProps={{
+  title: "Hello",
+  subtitle: "World",
+  count: 42,
+}}
+```
+
+Translate to `data-*` attributes on the root `#stage` div:
+
+```html
+<div id="stage" data-title="Hello" data-subtitle="World" data-count="42">...</div>
+```
+
+Convention: `propName` → `data-prop-name` (kebab-case). Inside the GSAP
+script, read via `document.getElementById("stage").dataset.propName`.
+
+## Nested object / array props
+
+```tsx
+defaultProps={{
+  stats: [
+    { label: "Stars", value: 1247, color: "#fbbf24" },
+    { label: "Forks", value: 312, color: "#60a5fa" },
+  ],
+}}
+```
+
+Don't try to encode the array as a JSON `data-` attribute — HF's runtime
+doesn't parse those. Materialize the array as **repeated HTML markup**:
+
+```html
+<div id="scene-stats">
+  <div class="stat-card" data-stat-index="0" data-stat-value="1247" style="--card-color:#fbbf24">
+    <div class="number">0</div>
+    <div class="label">Stars</div>
+  </div>
+  <div class="stat-card" data-stat-index="1" data-stat-value="312" style="--card-color:#60a5fa">
+    <div class="number">0</div>
+    <div class="label">Forks</div>
+  </div>
+</div>
+```
+
+The component template (`StatCard.tsx`) becomes the markup template;
+each instance gets its scalar props rendered as `data-*` and CSS
+custom properties.
+
+Validated in T3 — three StatCards reused with different props,
+mean SSIM 0.953.
+
+## Numeric props that need typed parsing
+
+`document.getElementById("stage").dataset.count` is a string. Convert at
+read time:
+
+```js
+const count = Number(stage.dataset.count);
+```
+
+Or inline values directly into the GSAP script when the data is known
+at translation time and doesn't need to vary per render.
+
+## Boolean props
+
+```tsx
+defaultProps={{ darkMode: true }}
+```
+
+Two conventions:
+
+- `data-dark-mode="true"` — read as string, compare `=== "true"`
+- `data-dark-mode` (presence/absence) — `<div data-dark-mode>` for true, omit for false
+
+Pick one and be consistent. The presence/absence form is HTML-idiomatic
+and pairs well with CSS attribute selectors:
+
+```css
+[data-dark-mode] .scene {
+  background: #000;
+}
+```
+
+## Zod runtime validation
+
+Remotion's `schema` validates props at composition load. HF doesn't have
+an equivalent — by the time the HTML is in the renderer, the schema is
+already gone.
+
+Validate at translation time instead. If the user passes invalid data,
+fail with a translation error before emitting HTML. This matches Zod's
+"fail loud" intent without requiring the runtime dependency.
+
+## When the composition uses props for computed prop derivation
+
+```tsx
+const Composition: React.FC<Props> = ({ stats }) => {
+  const total = stats.reduce((acc, s) => acc + s.value, 0);
+  return <div>{total}</div>;
+};
+```
+
+Compute the derived value at translation time and bake it into the HTML
+or a `data-` attribute. Don't try to express the computation in JS in the
+HF composition — that adds runtime overhead and makes the HTML stateful
+in ways that complicate human editing.
+
+If the derivation is non-trivial (involves the array itself, not just
+scalars), materialize it as static text in the HTML.
diff --git a/skills/remotion-to-hyperframes/references/sequencing.md b/skills/remotion-to-hyperframes/references/sequencing.md
new file mode 100644
index 000000000..c0de381c6
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/sequencing.md
@@ -0,0 +1,195 @@
+# Sequencing translation: Sequence, Series, Composition root
+
+How Remotion's nested `Sequence` tree maps to HF's flat `data-start` /
+`data-duration` markup with a single paused GSAP timeline.
+
+## The core idea
+
+Remotion's `<Sequence from={F} durationInFrames={D}>` is a coordinate
+transform: it shifts `useCurrentFrame()` by `F` and clips the child
+component to the window `[F, F+D]`. HF doesn't have a per-element
+"current frame" — there's a single composition seek time and the
+runtime hides/shows elements based on their `data-start` / `data-duration`.
+
+Result: the nested tree flattens into a list of siblings on the same
+parent, each with their own time window.
+
+## `<Composition>` → root `#stage`
+
+```tsx
+<Composition
+  id="MyVideo"
+  component={MyVideo}
+  durationInFrames={300}
+  fps={30}
+  width={1280}
+  height={720}
+/>
+```
+
+```html
+<div
+  id="stage"
+  data-composition-id="MyVideo"
+  data-start="0"
+  data-duration="10"      <!-- 300/30 -->
+  data-fps="30"
+  data-width="1280"
+  data-height="720"
+>
+  <!-- composition content -->
+</div>
+```
+
+`data-start="0"` is required on `#stage` (the runtime needs it to anchor
+playback; missing it triggers a lint warning).
+
+## `<AbsoluteFill>` → positioned div
+
+```tsx
+<AbsoluteFill style={{ backgroundColor: "#0a0a0a" }}>...children...</AbsoluteFill>
+```
+
+```html
+<div style="position:absolute;inset:0;background-color:#0a0a0a;">...children...</div>
+```
+
+`AbsoluteFill` is just a styled div in Remotion. Translate to a div with
+`position:absolute; inset:0` and copy through any other style props.
+
+## `<Sequence>` → time-windowed div
+
+```tsx
+<Sequence from={0} durationInFrames={90}>
+  <TitleCard />
+</Sequence>
+```
+
+```html
+<div data-start="0" data-duration="3" data-track-index="0">
+  <!-- TitleCard children inlined -->
+</div>
+```
+
+Convert frames to seconds: `from/fps`, `durationInFrames/fps`. Pick a
+`data-track-index` per parallel rendering layer (background = 0,
+overlays = 1, audio = 2, etc.). Sequential scenes can share an index.
+
+## Nested `<Sequence>` flattens
+
+Remotion adds offsets when sequences nest:
+
+```tsx
+<Sequence from={60} durationInFrames={120}>
+  <Sequence from={30} durationInFrames={60}>
+    <ImageScene />
+  </Sequence>
+</Sequence>
+```
+
+The inner sequence's effective window is `[60+30, 60+30+60] = [90, 150]`.
+
+Translate by computing the sum and emitting one HF div with the resolved
+window:
+
+```html
+<div data-start="3" data-duration="2" data-track-index="0">
+  <!-- ImageScene children -->
+</div>
+```
+
+## `<Series>` → siblings with sequential offsets
+
+```tsx
+<Series>
+  <Series.Sequence durationInFrames={60}>
+    <A />
+  </Series.Sequence>
+  <Series.Sequence durationInFrames={120}>
+    <B />
+  </Series.Sequence>
+  <Series.Sequence durationInFrames={90}>
+    <C />
+  </Series.Sequence>
+</Series>
+```
+
+Each `Sequence.Sequence` lives in the next time slot. Emit siblings
+with `data-start` accumulating:
+
+```html
+<div data-start="0" data-duration="2" data-track-index="0">A</div>
+<div data-start="2" data-duration="4" data-track-index="0">B</div>
+<div data-start="6" data-duration="3" data-track-index="0">C</div>
+```
+
+## Crossfading scene boundaries
+
+Remotion `<Sequence>` shows/hides at hard boundaries by default. HF does
+the same — but if your composition needs a smooth fade between scenes,
+you have to drive opacity explicitly with GSAP at the boundary:
+
+```js
+const tl = gsap.timeline({ paused: true });
+tl.set(scene1, { opacity: 1 }, 0);
+tl.set(scene1, { opacity: 0 }, 2); // hard cut at 2s
+tl.set(scene2, { opacity: 1 }, 2);
+```
+
+For a 0.5 s crossfade:
+
+```js
+tl.to(scene1, { opacity: 0, duration: 0.5 }, 1.5);
+tl.to(scene2, { opacity: 1, duration: 0.5 }, 1.5);
+```
+
+For Remotion `<TransitionSeries>` translations see [transitions.md](transitions.md).
+
+## `<Loop>`
+
+```tsx
+<Loop durationInFrames={30}>
+  <Spinner />
+</Loop>
+```
+
+HF doesn't have a `<Loop>` primitive. Translate to a GSAP timeline with
+`repeat: -1`:
+
+```js
+const spinTl = gsap.timeline({ paused: true, repeat: -1, repeatRefresh: false });
+spinTl.to(spinner, { rotate: 360, duration: 1.0, ease: "none" });
+// Embed in the main composition timeline at the right offset:
+mainTl.add(spinTl, 3);
+```
+
+This is fragile — Remotion's `<Loop>` resets internal state every iteration,
+which GSAP repeat does too, but if the looped child has its own animation,
+you need to be careful that GSAP's `repeatRefresh` is on or off as needed.
+For most simple "spin forever" cases this is fine.
+
+## `<Freeze>`
+
+```tsx
+<Freeze frame={30}>
+  <Animated />
+</Freeze>
+```
+
+Drop the wrapper. `<Freeze>` pins `useCurrentFrame()` at a constant for
+the children — but in HF, the children's animation is already driven by
+explicit GSAP tweens, so freeze translates to "don't tween this element".
+
+## Multiple parallel tracks
+
+When you have a background video + overlay text + audio playing
+simultaneously, use distinct `data-track-index` values:
+
+```html
+<div data-track-index="0">background video</div>
+<div data-track-index="1">overlay text</div>
+<audio data-track-index="2" ...></audio>
+```
+
+The runtime picks track ordering from the index. See [media.md](media.md)
+for media-specific track conventions.
diff --git a/skills/remotion-to-hyperframes/references/timing.md b/skills/remotion-to-hyperframes/references/timing.md
new file mode 100644
index 000000000..dee32aee7
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/timing.md
@@ -0,0 +1,165 @@
+# Timing translation: interpolate, spring, easing
+
+The single highest-leverage reference. Easings and timings are what readers
+notice; getting them wrong costs more SSIM than any other translation choice.
+Empirically validated against tiers T1–T3.
+
+## Conversion: frames → seconds
+
+HF's timeline is in seconds. Remotion is frame-based. Always:
+
+```
+time_seconds = frame / fps
+```
+
+So at fps=30:
+
+- frame 15 → 0.5 s
+- frame 30 → 1.0 s
+- frame 90 → 3.0 s
+
+Do this conversion once when translating, not at runtime.
+
+## interpolate — linear
+
+```tsx
+const opacity = interpolate(frame, [0, 30], [0, 1], { extrapolateRight: "clamp" });
+```
+
+Translates to:
+
+```js
+gsap.to(target, { opacity: 1, duration: 1.0, ease: "none" }, 0);
+// fromTo if the property starts at 0 and CSS doesn't already set it
+gsap.fromTo(target, { opacity: 0 }, { opacity: 1, duration: 1.0, ease: "none" }, 0);
+```
+
+`ease: "none"` matches Remotion's default linear interpolation. CSS sets the
+`from` value if your initial state is in CSS; otherwise use `fromTo`.
+
+`extrapolateLeft`/`extrapolateRight` defaults to `"extend"` in Remotion but
+`"clamp"` is what the agent will see most often. GSAP doesn't extend — values
+hold at the start and end of the tween. So for `clamp`, GSAP matches; for
+`extend`, you'd need to extend the input range manually before emitting.
+
+## interpolate — multi-segment
+
+```tsx
+const opacity = interpolate(frame, [0, 15, 75, 90], [0, 1, 1, 0]);
+```
+
+Three keyframed tweens at offsets `[0]/fps`, `[1]/fps`, `[2]/fps`:
+
+```js
+const tl = gsap.timeline({ paused: true });
+tl.to(target, { opacity: 1, duration: 0.5, ease: "none" }, 0);
+tl.to(target, { opacity: 1, duration: 2.0, ease: "none" }, 0.5);
+tl.to(target, { opacity: 0, duration: 0.5, ease: "none" }, 2.5);
+```
+
+Validated in T1 — mean SSIM 0.974 against Remotion baseline.
+
+## spring → GSAP back.out
+
+Remotion's `spring()` is the most lossy translation. The mapping is approximate
+but close enough that real-world compositions hold ≥ 0.92 SSIM (T2: 0.985, T3: 0.953).
+
+| Remotion `spring` config                          | GSAP equivalent                                      | Validated in                     |
+| ------------------------------------------------- | ---------------------------------------------------- | -------------------------------- |
+| `{damping: 12, stiffness: 100, mass: 1}` (snappy) | `back.out(1.4)` over ~0.7 s                          | T2, T3 (TitleScene)              |
+| `{damping: 14, stiffness: 90, mass: 1}` (calmer)  | `back.out(1.2)` over ~0.7 s                          | T3 (StatCard)                    |
+| `{damping: 8, stiffness: 200}` (very bouncy)      | `back.out(2.0)` or `elastic.out(1, 0.5)` over ~0.6 s | not validated; budget ~0.05 SSIM |
+| `{overshootClamping: true}`                       | `power3.out` over ~0.6 s (no overshoot)              | not validated                    |
+
+**Rule of thumb**: `back.out(N)` overshoot ratio ≈ `(stiffness / damping^2) * 1.4`. For
+`damping:12, stiffness:100` that gives `1.4 * 100/144 = 0.97`, which is close to
+the validated 1.4 (the formula is rough; tune by visual). Default duration is
+~0.7 s for the typical config.
+
+When the spring's `delay`/`from`/`to` are non-default, scale the duration
+proportionally.
+
+## interpolate with custom easing
+
+```tsx
+import { Easing } from "remotion";
+interpolate(frame, [0, 30], [0, 1], { easing: Easing.out(Easing.cubic) });
+```
+
+| Remotion                     | GSAP                                                                                   |
+| ---------------------------- | -------------------------------------------------------------------------------------- |
+| `Easing.in(Easing.linear)`   | `ease: "none"`                                                                         |
+| `Easing.out(Easing.cubic)`   | `ease: "power3.out"`                                                                   |
+| `Easing.inOut(Easing.cubic)` | `ease: "power3.inOut"`                                                                 |
+| `Easing.out(Easing.poly(N))` | `ease: "power<N>.out"` (N=2 quad, 3 cubic, 4 quart, 5 quint)                           |
+| `Easing.bezier(a,b,c,d)`     | `CustomEase.create("c", "M0,0 C${a},${b} ${c},${d} 1,1")` (requires CustomEase plugin) |
+| `Easing.elastic(bounciness)` | `ease: "elastic.out(${bounciness}, 0.3)"`                                              |
+| `Easing.bounce`              | `ease: "bounce.out"`                                                                   |
+| `Easing.back(overshoot)`     | `ease: "back.out(${overshoot * 1.7})"` (Remotion's overshoot scale differs)            |
+
+## interpolate driving non-numeric properties
+
+```tsx
+const color = interpolateColors(frame, [0, 30], ["#ff0000", "#0000ff"]);
+```
+
+GSAP does color tweens natively:
+
+```js
+gsap.to(target, { color: "#0000ff", duration: 1.0, ease: "none" }, 0);
+```
+
+Same for `backgroundColor`, `borderColor`. The `from` value is read from CSS
+or the inline style.
+
+## Custom count-up / number tweens
+
+When Remotion uses a frame-driven number ramp (`Math.round(value * eased)`):
+
+```tsx
+const t = interpolate(frame, [0, 45], [0, 1]);
+const eased = 1 - (1 - t) ** 3; // cubic ease-out
+const value = Math.round(target * eased);
+return <div>{value.toLocaleString()}</div>;
+```
+
+GSAP equivalent — tween a counter object, write `textContent` on update:
+
+```js
+const counter = { v: 0 };
+tl.to(
+  counter,
+  {
+    v: target,
+    duration: 1.5,
+    ease: "power3.out",
+    onUpdate: () => {
+      el.textContent = Math.round(counter.v).toLocaleString();
+    },
+  },
+  0,
+);
+```
+
+`power3.out` matches `1 - (1-t)^3` exactly. Validated in T3 (mean SSIM 0.953).
+Per-frame digit mismatches occur on sub-frame timing offsets but final values
+converge — no SSIM impact above the noise floor.
+
+## Stagger via per-instance prop
+
+When custom subcomponents take a `delayInFrames` prop:
+
+```tsx
+<StatCard delayInFrames={i * 12} value={...} />
+```
+
+Translate to GSAP timeline offsets:
+
+```js
+cards.forEach((card, i) => {
+  const start = base + i * (12 / fps); // i * 0.4s at fps=30
+  tl.to(card, { ... }, start);
+});
+```
+
+Validated in T3 — three StatCards staggered at 0.0/0.4/0.8 s.
diff --git a/skills/remotion-to-hyperframes/references/transitions.md b/skills/remotion-to-hyperframes/references/transitions.md
new file mode 100644
index 000000000..223cc7ff1
--- /dev/null
+++ b/skills/remotion-to-hyperframes/references/transitions.md
@@ -0,0 +1,114 @@
+# Transitions translation: @remotion/transitions → HF crossfades / shader-transitions
+
+The `@remotion/transitions` package is Remotion's library of pre-built
+scene-to-scene transitions. HF has two paths to translate them:
+
+1. **Manual GSAP crossfade** — for simple opacity/transform transitions. Free, no extra package.
+2. **HF shader-transitions package** — for visually-rich transitions that match the @remotion/transitions presets.
+
+## Pattern: `<TransitionSeries>` is `<Series>` with overlap
+
+```tsx
+<TransitionSeries>
+  <TransitionSeries.Sequence durationInFrames={60}>
+    <SceneA />
+  </TransitionSeries.Sequence>
+  <TransitionSeries.Transition
+    presentation={fade()}
+    timing={linearTiming({ durationInFrames: 15 })}
+  />
+  <TransitionSeries.Sequence durationInFrames={60}>
+    <SceneB />
+  </TransitionSeries.Sequence>
+</TransitionSeries>
+```
+
+Translates to scenes that overlap by the transition duration:
+
+- SceneA: [0, 60] = `data-start="0" data-duration="2"`
+- SceneB: [60-15, 60-15+60] = `data-start="1.5" data-duration="2"` (the transition window overlaps the end of A and start of B)
+
+Then drive the transition with GSAP:
+
+```js
+// Manual fade (presentation={fade()})
+tl.to(sceneA, { opacity: 0, duration: 0.5, ease: "none" }, 1.5);
+tl.fromTo(sceneB, { opacity: 0 }, { opacity: 1, duration: 0.5, ease: "none" }, 1.5);
+```
+
+## Presentation table
+
+| Remotion `presentation`            | HF translation                                                                            |
+| ---------------------------------- | ----------------------------------------------------------------------------------------- |
+| `fade()`                           | manual `gsap.to(opacity)` crossfade                                                       |
+| `slide({direction: "from-right"})` | `gsap.fromTo(translateX: "100%" → 0)` on incoming + `to(translateX: "-100%")` on outgoing |
+| `wipe({direction: "from-left"})`   | `gsap.fromTo(clip-path: inset(0 100% 0 0) → inset(0 0 0 0))` on incoming                  |
+| `clockWipe()`                      | use HF's `sdf-iris` shader-transition (`npx hyperframes add sdf-iris`)                    |
+| `flip()`                           | `gsap.to(rotateY)` 180° split between scenes                                              |
+| `cube()`                           | use HF's `cinematic-zoom` or build manually with `rotateY` + `transform-origin`           |
+| `iris()`                           | use HF's `sdf-iris` shader-transition                                                     |
+| `none()`                           | no transition; hard cut at the boundary                                                   |
+
+## Timing translations
+
+```tsx
+linearTiming({durationInFrames: 15})              → ease: "none"
+linearTiming({durationInFrames: 15, easing: ...}) → ease per the easing table in timing.md
+springTiming({config: {damping: 12}})             → ease: "back.out(1.4)" (~0.7 s)
+```
+
+Convert `durationInFrames` to seconds (`/fps`).
+
+## When to use HF shader-transitions
+
+For transitions Remotion presets that have visually-rich GLSL equivalents
+(iris, ripple, zoom, glitch), use HF's [shader-transitions](https://hyperframes.heygen.com/catalog/blocks)
+package. They produce richer output than manual GSAP transforms.
+
+```bash
+npx hyperframes add sdf-iris
+```
+
+Then in the composition:
+
+```html
+<div id="iris-transition" class="hf-shader-transition" data-start="1.5" data-duration="0.5">
+  <!-- bound scenes via the shader-transition's data-from / data-to -->
+</div>
+```
+
+Each shader-transition has its own data attributes; see the catalog page
+for the specific block.
+
+## When the source uses a custom Presentation
+
+Remotion supports custom `presentation` implementations:
+
+```tsx
+const customPresentation: PresentationComponent = ({
+  children,
+  presentationProgress,
+  presentationDirection,
+}) => {
+  return (
+    <div
+      style={
+        {
+          /* compute transform from progress */
+        }
+      }
+    >
+      {children}
+    </div>
+  );
+};
+```
+
+Translation: extract the math from the `style={...}` block and emit
+equivalent GSAP tweens. Specifically the transform formula maps directly
+to a `gsap.to(target, { transform: ... })` parameterized by `progress`.
+
+If the custom presentation uses `useCurrentFrame()` internally to
+animate something _outside_ the simple progress curve, treat the source
+as untranslatable and bow out to the runtime interop pattern (see
+[escape-hatch.md](escape-hatch.md)).