movie-pipeline
End-to-end Pipeline A in ONE slash-command — turn a fuzzy story idea into a cross-model-audited, image-based movie + a clickable viewer. Chains comic-author (Phase 1 — intent→style→outline draft→provisional storyboard→assets→final locks→blueprints→prompts→comic.json) → the zero-c
Install
npx skills add https://github.com/wanshuiyin/ARIS-Movie-Director/tree/main/skills/movie-pipeline
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install wanshuiyin-aris-movie-director@llmmart
git clone https://github.com/wanshuiyin/ARIS-Movie-Director.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole wanshuiyin/aris-movie-director collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
movie-pipeline — Pipeline A, end-to-end (one slash-command)
1 · Scope
The whole of Figure 1 as ONE agent workflow: a fuzzy idea → a cross-model-audited, image-based movie + a
clickable viewer. /movie-pipeline "«your fuzzy idea»" — and your coding agent (Claude, Codex, …) drives the
chain below, pausing only at the two human story gates. "One command" = one slash-command an agent RUNS —
not a deterministic shell binary (the /research-pipeline paradigm): it needs a coding-agent runtime, it is
non-deterministic, and a skipped step is safe because each layer consumes the prior locked artifact — a
missed step leaves the next gate's input unresolved and it fails closed, never ships something wrong.
2 · Who does what (roles / boundary)
| Actor | Does | Never does |
|---|---|---|
| Human | approves intent + outline; adjudicates needs_human/flagged panels |
per-panel retries (the spiral's job) |
| Agent (Claude runtime) | authors Phase 1; runs the P0 fan-out reviews; services the bake sidecar; iterates pages | acquits its own layer (author family can't self-acquit) |
mcp__codex__codex sidecar |
the ONLY real bake primitive (Codex native image tool) | judge its own output |
| Deterministic CLIs | run_p0_proof.py (mints the P0 cert), run_comic.py (orchestrates; verdict math is deterministic; gates shell the codex/gemini CLIs), validate_wiki.py, build_comic.py |
bake (that's delegated to the agent sidecar) |
| CI | --dry-run + validate_wiki + build_comic re-render + tests/ (see §11) |
bake, or acquit quality |
3 · Phase contract
| Phase | Entry artifact | Exit artifact | Consumer | Gate |
|---|---|---|---|---|
| 1 author | fuzzy idea | schema-valid comic.json + locked wiki nodes |
P0 gate | per-layer cross-model --gate + 2 human gates |
| P0 proof | compiled comic.json |
digest-bound decision:p0_proof_* node |
run_comic.py preflight |
run_p0_proof.py quorum (§6) |
| 2 bake | comic.json + current P0 cert |
KEEP'd panels, wiki trace, updated comic.json |
assembly / viewer | panel_gate + assembly_gate |
| 3 ship | shippable run report | outputs/index.html |
human | --finalize viewer build rc=0 (exit 4 on fail) |
4 · New-project bootstrap
Copy the author-node shapes from examples/comic_min_author/; the full
reference run (198-node trace) is examples/comic_m3_audit/. Give the
project a movie.project.json with identity_ref — run_comic.py reads the canonical identity ref from it
(fallback: assets/duo_canonical_ref_v001.png). Prereqs: codex + gemini CLIs + headless Chrome
($ARIS_CHROME > macOS app path > PATH). python3 cli/preflight.py checks the reviewer/render CLIs ONLY —
it does NOT verify the mcp__codex__codex sidecar tool or an agent runtime, which the real bake needs.
5 · Phase 1 — author the source of truth (comic-author)
The DAG (each arrow is a cross-model --gate; two steps are HUMAN):
- intent (HUMAN gate) → style lock → OUTLINE_DRAFT_VALID — the outline gate validates
NARRATIVE + CONTINUITY + safety only; it does not require referenced assets to be locked, it requires
every referenced
asset_idto be declared with a complete, generatable request. - outline approval (HUMAN gate) → provisional storyboard (structural pass; may reference draft
assets) →
consolidated_asset_requests. - asset generation + review → assets LOCKED → OUTLINE_FINAL_LOCK (cheap re-check: the locked assets still match the approved outline) → storyboard FINAL asset-resolution validation.
- blueprints — the hard locked-asset barrier sits HERE, before blueprint authoring → prompts →
schema-valid
comic.json.
This staged order is the contract: it replaces the old single-stage deadlock (an outline gate demanding locked assets that depend on a storyboard that depends on a locked outline). Draft-then-final-lock is how the cycle is broken; the asset barrier never moves past the blueprint boundary.
6 · P0 spending gate — zero PANEL credit before proof
Scope, honestly: the P0 cert gates the Phase-2/3 PANEL bakes (every metered run_comic.py run). It
cannot gate Phase 1: the raster ASSET refs (S4) are also paid sidecar bakes and land before any P0 cert
exists (assets must lock before comic.json compiles). Those pre-P0 spends are gated instead by the
cross-model comic-asset-review-loop + the single-source collision
gate.
Three-step handoff (never conflate them):
- Agent fan-out (
comic-cross-layer-gate--gate p0_proof— an agent skill, not a binary): ≥2 cross-model reviews of the compiledcomic.json+ machinery, each written as a JSON file{family: "openai"|"google", verdict, blockers: [], comic_sha}. - Deterministic mint —
run_p0_proof.pyverifies and mints; it never runs a reviewer itself:
Quorum = BOTH non-author familiespython3 skills/comic-cross-layer-gate/scripts/run_p0_proof.py \ --project examples/<name> --target <compile/intent anchor node_id> \ --reviews p0_codex.json p0_gemini.json{openai, google}PASS (blockers == [], affirmative verdict) on the SAMEcomic_sha(sha256 of the exactcomic.jsonbytes). Parseable alone is not quorum; a missing/unparseable/timed-out review does not count — never proceed on timeout (fail-closed). On pass it computescomic_sha+bake_plan_sha(=pickup_image.bake_plan_digest(run_comic.get_bake_plan())) and atomically writesdecision:p0_proof_<slug>_<utcstamp>(node_typedecision, statusfinal, verdictadvance, both digests in the payload) intowiki/nodes/. - Preflight consume —
run_comic.pyscans the wiki for that node and REJECTS any cert whosecomic_sha/bake_plan_shais missing or mismatches the CURRENTcomic.json+ bake plan: a stale cert after anycomic.jsonedit fail-closes with a message pointing back torun_p0_proof.py. The JS engine (packages/core/spiral_engine.js) never scans the wiki — it takes the boolean argp0ProofClean:true(skip:skipP0Proof:true); onlyrun_comic.pydoes the node scan + digest verification.--skip-p0-proofbakes UNAUDITED and forces the run non-shippable (p0_skipped:true).
7 · Phase 2/3 — the audited spiral, page by page (comic-director)
There is NO whole-movie driver yet — run_comic.py takes exactly one --page + its --panels; the
agent iterates comic.json's pages[] itself (a run_movie.py project driver is planned, not shipped):
python3 skills/comic-director/scripts/run_comic.py --project examples/<name> \
--page <PAGE> --panels S01,S02 [--bake-mode=agent] [--finalize] [--dry-run]
Per panel: render the content-SVG blueprint → agent mcp__codex__codex sidecar bake → 3-reviewer
panel_gate (blind transcribe → deterministic token-diff; a +6.25 where +6.2 is expected is rejected) →
KEEP / RETRY (≤4) / cross-frame rollback → page assembly_gate (≤6 rounds; a panel drifting ≥2 rounds
escalates to an author-layer rewrite_storyboard, because a re-bake can't fix a spec problem) → project to
comic.json → --finalize builds the single-file viewer and FAILS (exit 4) if the build rc≠0.
Per-page cadence: every KEEP writes image_path/active_attempt_id back into comic.json, which
changes its bytes — so the P0 cert goes stale between pages by design. Before each subsequent paid page run:
re-run the zero-credit fan-out on the current comic.json + re-mint via run_p0_proof.py. Cheap, and it is
what "the cert acquits exactly what you are about to spend on" means.
Model claims, honestly: the bake model is pinned gpt-5.5 + xhigh as a single compat default in
run_comic.get_bake_plan() (contract bakereq/v1; config-driven override plumbing is planned, not shipped —
changing any knob invalidates prior P0 certs via bake_plan_sha). The Codex CLI reviewers pin NO model —
they follow the local codex config (currently gpt-5.6-sol) at effort xhigh (--review-effort); Gemini
reviewers run auto-gemini-3. The narrative "cc" reviewer slot currently shells the codex CLI and its wiki
provenance honestly records "openai" (a configurable --narrative-reviewer is planned, not implemented);
cross-family acquittal vs the Claude author still holds via Gemini + Codex. There is no --effort flag on
run_comic.py or run_spiral.py — only --review-effort exists; bake effort lives in the P0-bound plan.
8 · The bake sidecar (pointer, not a copy)
The bake is the skill agent calling mcp__codex__codex: the core writes <out>.bakereq.json, the agent
services it with exactly those params and writes <out>.bakestatus.json (bounded raw mcp_output +
request_id verbatim — both mandatory), and the core verifies the explicit out-path via
pickup_image.py --out-existing. The full request/status field contract + agent-wrapper SOP lives in ONE
place: comic-director §"Bake seam contract" + §"Who runs --bake-mode=agent"
— do not re-derive it here or anywhere else.
9 · Failure matrix
| Failure | Signal | SOP |
|---|---|---|
| no/stale P0 cert | FAIL-CLOSED exit before any panel spend | fan-out + re-mint via run_p0_proof.py on the CURRENT comic.json |
| bake timeout / wrapper missing | generation_failed, failure_kind:"other", "is the agent wrapper running?" |
start/fix the sidecar wrapper; each failure consumes one of the 4 panel attempts |
| throttle (429 / capacity) | throttled:true, exit 2, fresh_run_required |
wait for cooldown → FRESH run for the remaining panels; never reuse cached state |
| flagged panel (attempts exhausted) | needs_human, exit 3 |
human adjudicates; non-shippable until resolved |
| assembly drift | rollback rounds ≤6; ≥2 strikes → rewrite_storyboard |
re-bake drifters; escalation = author-layer fix, not more bakes |
| viewer build failure | finalize FAILED, exit 4, finalize:false |
fix the build; a broken viewer never reads as a successful finalize |
10 · Resume / fresh-run SOP
Throttle ⇒ fresh run for the remaining panels of that page (the run report names the resume panel); flagged /
needs_human panels are non-shippable until a human decides. A crashed run is re-run per page — KEEP'd
panels are already projected into comic.json, and the P0 digest binding (§7) tells you whether the cert
must be re-minted first (after any comic.json change: yes).
11 · CI vs agent boundary
Only these are agent-free (what tests/smoke.sh + CI actually exercise):
| Lane | Command | Agent needed? |
|---|---|---|
| CI | run_comic.py --dry-run (zero credit; prints bake prompts + validates cfg) |
no |
| CI | python3 cli/validate_wiki.py <project> |
no |
| CI | python3 packages/viewer/build_comic.py <project> (re-render from existing comic.json) |
no |
| CI | tests/test_gates.py + tests/smoke.sh |
no |
| agent | ANY real bake run — including --finalize (it is a flag on a bake run) |
YES — the mcp__codex__codex sidecar wrapper |
12 · Ship checklist
- Every page's run report:
shippable:true,flagged_for_humanempty, all kept panelspage_accepted. -
p0_skipped:falseon every run —--skip-p0-proofwas never used. - Every paid run started from a P0 cert whose digests matched that run's exact
comic.json+ bake plan. -
--finalizeexited 0 withfinalize:true(viewer build rc=0) →examples/<name>/outputs/index.html. - Optionally
comic-blind-comparison-reviewdouble-blind A/Bs it vs a naive one-shot baseline to prove the pipeline earned its cost.
Protocols
acceptance-gate — the human gates intent+outline; a different model family
acquits the rest (loop can DRIVE, can't ACQUIT) · artifact-integrity —
the agent that authors a layer never judges its own layer · reviewer-independence
· external-cadence.
Files (aris-movie-director)
-
SKILL.md 13.1 KB
--- name: movie-pipeline description: End-to-end Pipeline A in ONE slash-command — turn a fuzzy story idea into a cross-model-audited, image-based movie + a clickable viewer. Chains comic-author (Phase 1 — intent→style→outline draft→provisional storyboard→assets→final locks→blueprints→prompts→comic.json) → the zero-credit p0_proof spending gate (agent fan-out + run_p0_proof.py mints the digest-bound certificate) → comic-director (Phase 2/3 — the agent-sidecar bake spiral, page by page → HTML viewer). Two hard HUMAN gates (intent + outline) pause for approval; everything else is agent-driven + cross-model gated. This is the slash-command entry, like ARIS's /research-pipeline — an AGENT workflow, NOT a shell binary. Use when the user says "/movie-pipeline '…'", "做个电影/漫画 end-to-end", "from this idea make the whole movie", "long-horizon image-based movie generation". --- # movie-pipeline — Pipeline A, end-to-end (one slash-command) ## 1 · Scope The whole of Figure 1 as ONE agent workflow: a fuzzy idea → a cross-model-audited, image-based movie + a clickable viewer. `/movie-pipeline "«your fuzzy idea»"` — and your coding agent (Claude, Codex, …) drives the chain below, pausing only at the two human story gates. **"One command" = one slash-command an agent RUNS — not a deterministic shell binary** (the `/research-pipeline` paradigm): it needs a coding-agent runtime, it is non-deterministic, and a skipped step is *safe* because each layer consumes the prior *locked* artifact — a missed step leaves the next gate's input unresolved and it **fails closed**, never ships something wrong. ## 2 · Who does what (roles / boundary) | Actor | Does | Never does | |---|---|---| | **Human** | approves intent + outline; adjudicates `needs_human`/flagged panels | per-panel retries (the spiral's job) | | **Agent** (Claude runtime) | authors Phase 1; runs the P0 fan-out reviews; services the bake sidecar; iterates pages | acquits its own layer (author family can't self-acquit) | | **`mcp__codex__codex` sidecar** | the ONLY real bake primitive (Codex native image tool) | judge its own output | | **Deterministic CLIs** | `run_p0_proof.py` (mints the P0 cert), `run_comic.py` (orchestrates; verdict math is deterministic; gates shell the `codex`/`gemini` CLIs), `validate_wiki.py`, `build_comic.py` | bake (that's delegated to the agent sidecar) | | **CI** | `--dry-run` + `validate_wiki` + `build_comic` re-render + `tests/` (see §11) | bake, or acquit quality | ## 3 · Phase contract | Phase | Entry artifact | Exit artifact | Consumer | Gate | |---|---|---|---|---| | 1 author | fuzzy idea | schema-valid `comic.json` + locked wiki nodes | P0 gate | per-layer cross-model `--gate` + 2 human gates | | P0 proof | compiled `comic.json` | digest-bound `decision:p0_proof_*` node | `run_comic.py` preflight | `run_p0_proof.py` quorum (§6) | | 2 bake | `comic.json` + current P0 cert | KEEP'd panels, wiki trace, updated `comic.json` | assembly / viewer | `panel_gate` + `assembly_gate` | | 3 ship | shippable run report | `outputs/index.html` | human | `--finalize` viewer build rc=0 (exit 4 on fail) | ## 4 · New-project bootstrap Copy the author-node shapes from [`examples/comic_min_author/`](../../examples/comic_min_author/); the full reference run (198-node trace) is [`examples/comic_m3_audit/`](../../examples/comic_m3_audit/). Give the project a `movie.project.json` with `identity_ref` — `run_comic.py` reads the canonical identity ref from it (fallback: `assets/duo_canonical_ref_v001.png`). Prereqs: `codex` + `gemini` CLIs + headless Chrome (`$ARIS_CHROME` > macOS app path > PATH). `python3 cli/preflight.py` checks the reviewer/render CLIs ONLY — it does NOT verify the `mcp__codex__codex` sidecar tool or an agent runtime, which the real bake needs. ## 5 · Phase 1 — author the source of truth ([`comic-author`](../comic-author/SKILL.md)) The DAG (each arrow is a cross-model `--gate`; two steps are HUMAN): 1. intent *(HUMAN gate)* → style lock → **OUTLINE_DRAFT_VALID** — the outline gate validates NARRATIVE + CONTINUITY + safety only; it does **not** require referenced assets to be locked, it requires every referenced `asset_id` to be **declared** with a complete, generatable request. 2. **outline approval** *(HUMAN gate)* → **provisional storyboard** (structural pass; may reference draft assets) → `consolidated_asset_requests`. 3. **asset generation + review** → assets **LOCKED** → **OUTLINE_FINAL_LOCK** (cheap re-check: the locked assets still match the approved outline) → storyboard **FINAL asset-resolution validation**. 4. blueprints — **the hard locked-asset barrier sits HERE, before blueprint authoring** → prompts → schema-valid `comic.json`. This staged order is the contract: it replaces the old single-stage deadlock (an outline gate demanding locked assets that depend on a storyboard that depends on a locked outline). Draft-then-final-lock is how the cycle is broken; the asset barrier never moves past the blueprint boundary. ## 6 · P0 spending gate — zero PANEL credit before proof **Scope, honestly:** the P0 cert gates the **Phase-2/3 PANEL bakes** (every metered `run_comic.py` run). It cannot gate Phase 1: the raster ASSET refs (S4) are *also paid* sidecar bakes and land **before** any P0 cert exists (assets must lock before `comic.json` compiles). Those pre-P0 spends are gated instead by the cross-model [`comic-asset-review-loop`](../comic-asset-review-loop/SKILL.md) + the single-source collision gate. Three-step handoff (never conflate them): 1. **Agent fan-out** ([`comic-cross-layer-gate`](../comic-cross-layer-gate/SKILL.md) `--gate p0_proof` — an agent skill, not a binary): ≥2 cross-model reviews of the compiled `comic.json` + machinery, each written as a JSON file `{family: "openai"|"google", verdict, blockers: [], comic_sha}`. 2. **Deterministic mint** — `run_p0_proof.py` verifies and mints; it never runs a reviewer itself: ```bash python3 skills/comic-cross-layer-gate/scripts/run_p0_proof.py \ --project examples/<name> --target <compile/intent anchor node_id> \ --reviews p0_codex.json p0_gemini.json ``` Quorum = BOTH non-author families `{openai, google}` PASS (`blockers == []`, affirmative verdict) on the SAME `comic_sha` (sha256 of the exact `comic.json` bytes). Parseable alone is not quorum; a missing/unparseable/timed-out review **does not count** — never proceed on timeout (fail-closed). On pass it computes `comic_sha` + `bake_plan_sha` (= `pickup_image.bake_plan_digest(run_comic.get_bake_plan())`) and atomically writes `decision:p0_proof_<slug>_<utcstamp>` (node_type `decision`, status `final`, verdict `advance`, both digests in the payload) into `wiki/nodes/`. 3. **Preflight consume** — `run_comic.py` scans the wiki for that node and REJECTS any cert whose `comic_sha`/`bake_plan_sha` is missing or mismatches the CURRENT `comic.json` + bake plan: a stale cert after any `comic.json` edit fail-closes with a message pointing back to `run_p0_proof.py`. The JS engine (`packages/core/spiral_engine.js`) never scans the wiki — it takes the boolean arg `p0ProofClean:true` (skip: `skipP0Proof:true`); only `run_comic.py` does the node scan + digest verification. `--skip-p0-proof` bakes UNAUDITED and forces the run non-shippable (`p0_skipped:true`). ## 7 · Phase 2/3 — the audited spiral, page by page ([`comic-director`](../comic-director/SKILL.md)) **There is NO whole-movie driver yet** — `run_comic.py` takes exactly one `--page` + its `--panels`; the agent iterates `comic.json`'s `pages[]` itself (a `run_movie.py` project driver is planned, not shipped): ```bash python3 skills/comic-director/scripts/run_comic.py --project examples/<name> \ --page <PAGE> --panels S01,S02 [--bake-mode=agent] [--finalize] [--dry-run] ``` Per panel: render the content-SVG blueprint → **agent `mcp__codex__codex` sidecar bake** → 3-reviewer `panel_gate` (blind transcribe → deterministic token-diff; a `+6.25` where `+6.2` is expected is rejected) → KEEP / RETRY (≤4) / cross-frame rollback → page `assembly_gate` (≤6 rounds; a panel drifting ≥2 rounds escalates to an author-layer `rewrite_storyboard`, because a re-bake can't fix a spec problem) → project to `comic.json` → `--finalize` builds the single-file viewer and **FAILS (exit 4) if the build rc≠0**. **Per-page cadence**: every KEEP writes `image_path`/`active_attempt_id` back into `comic.json`, which changes its bytes — so the P0 cert goes stale between pages by design. Before each subsequent paid page run: re-run the zero-credit fan-out on the current `comic.json` + re-mint via `run_p0_proof.py`. Cheap, and it is what "the cert acquits exactly what you are about to spend on" means. **Model claims, honestly**: the bake model is pinned `gpt-5.5` + `xhigh` as a single compat default in `run_comic.get_bake_plan()` (contract `bakereq/v1`; config-driven override plumbing is planned, not shipped — changing any knob invalidates prior P0 certs via `bake_plan_sha`). The Codex CLI reviewers pin NO model — they follow the local codex config (currently `gpt-5.6-sol`) at effort `xhigh` (`--review-effort`); Gemini reviewers run `auto-gemini-3`. The narrative "cc" reviewer slot currently shells the `codex` CLI and its wiki provenance honestly records `"openai"` (a configurable `--narrative-reviewer` is planned, not implemented); cross-family acquittal vs the Claude author still holds via Gemini + Codex. There is no `--effort` flag on `run_comic.py` or `run_spiral.py` — only `--review-effort` exists; bake effort lives in the P0-bound plan. ## 8 · The bake sidecar (pointer, not a copy) The bake is the skill agent calling `mcp__codex__codex`: the core writes `<out>.bakereq.json`, the agent services it with exactly those params and writes `<out>.bakestatus.json` (bounded raw `mcp_output` + `request_id` verbatim — both mandatory), and the core verifies the explicit out-path via `pickup_image.py --out-existing`. The full request/status field contract + agent-wrapper SOP lives in ONE place: [`comic-director` §"Bake seam contract" + §"Who runs `--bake-mode=agent`"](../comic-director/SKILL.md) — do not re-derive it here or anywhere else. ## 9 · Failure matrix | Failure | Signal | SOP | |---|---|---| | no/stale P0 cert | FAIL-CLOSED exit before any panel spend | fan-out + re-mint via `run_p0_proof.py` on the CURRENT `comic.json` | | bake timeout / wrapper missing | `generation_failed`, `failure_kind:"other"`, "is the agent wrapper running?" | start/fix the sidecar wrapper; each failure consumes one of the 4 panel attempts | | throttle (429 / capacity) | `throttled:true`, exit 2, `fresh_run_required` | wait for cooldown → **FRESH run** for the remaining panels; never reuse cached state | | flagged panel (attempts exhausted) | `needs_human`, exit 3 | human adjudicates; non-shippable until resolved | | assembly drift | rollback rounds ≤6; ≥2 strikes → `rewrite_storyboard` | re-bake drifters; escalation = author-layer fix, not more bakes | | viewer build failure | `finalize` FAILED, exit 4, `finalize:false` | fix the build; a broken viewer never reads as a successful finalize | ## 10 · Resume / fresh-run SOP Throttle ⇒ fresh run for the remaining panels of that page (the run report names the resume panel); flagged / `needs_human` panels are non-shippable until a human decides. A crashed run is re-run per page — KEEP'd panels are already projected into `comic.json`, and the P0 digest binding (§7) tells you whether the cert must be re-minted first (after any `comic.json` change: yes). ## 11 · CI vs agent boundary Only these are agent-free (what `tests/smoke.sh` + CI actually exercise): | Lane | Command | Agent needed? | |---|---|---| | CI | `run_comic.py --dry-run` (zero credit; prints bake prompts + validates cfg) | no | | CI | `python3 cli/validate_wiki.py <project>` | no | | CI | `python3 packages/viewer/build_comic.py <project>` (re-render from existing `comic.json`) | no | | CI | `tests/test_gates.py` + `tests/smoke.sh` | no | | agent | ANY real bake run — **including `--finalize`** (it is a flag on a bake run) | **YES** — the `mcp__codex__codex` sidecar wrapper | ## 12 · Ship checklist - [ ] Every page's run report: `shippable:true`, `flagged_for_human` empty, all kept panels `page_accepted`. - [ ] `p0_skipped:false` on every run — `--skip-p0-proof` was never used. - [ ] Every paid run started from a P0 cert whose digests matched that run's exact `comic.json` + bake plan. - [ ] `--finalize` exited 0 with `finalize:true` (viewer build rc=0) → `examples/<name>/outputs/index.html`. - [ ] Optionally [`comic-blind-comparison-review`](../comic-blind-comparison-review/SKILL.md) double-blind A/Bs it vs a naive one-shot baseline to prove the pipeline earned its cost. ## Protocols [`acceptance-gate`](../../protocols/acceptance-gate.md) — the human gates intent+outline; a different model family acquits the rest (loop can DRIVE, can't ACQUIT) · [`artifact-integrity`](../../protocols/artifact-integrity.md) — the agent that authors a layer never judges its own layer · [`reviewer-independence`](../../protocols/reviewer-independence.md) · [`external-cadence`](../../protocols/external-cadence.md).
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