Files
gstack/scripts/resolvers/review-army.ts
+22 8bb6d65270 v1.91.66.0 fix: /autoplan without permission prompts after background reviewers, 34 contributor PRs from the backlog triage (#3087)
* docs: fix CONTRIBUTING.md test-tiers link in TESTING_INTERNALS

The link resolved relative to docs/, pointing at a nonexistent
docs/CONTRIBUTING.md. Adopts #3070.

Co-authored-by: thearbajonart <334330110+thearbajonart@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* ci: refresh GitHub Actions SHA pins (setup-buildx 4.4.1, build-push 7.4.0, attest 4.2.2, setup-node 7.0.0)

Rewrite of dependabot #2988. Every bumped `uses:` stays pinned to the full
commit SHA (verified against the upstream tags) and now carries its exact
version comment, including the lines that had none. setup-node 6.5.0 -> 7.0.0
is a major bump; its notes list an ESM migration, cache outputs and removal of
a dummy NODE_AUTH_TOKEN export, none of which affect our node-version-only use.
actionlint 1.7.11 (CI image) and 1.7.12 are clean.

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
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* docs(openclaw): stop advising a per-spawn env for spawned sessions

OpenClaw's sessions_spawn has no env argument (openclaw/openclaw#51654
was closed without adding one), so the documented
env: { OPENCLAW_SESSION: "1" } silently did nothing. Point users at the
ACP harness or Gateway environment instead and guard the old advice.
Adopts #2749.

Co-authored-by: DanCanadian <211164803+DanCanadian@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(benchmark): scope /benchmark routing to web page performance

/benchmark claimed the bare words "benchmark" and "performance", so model
and eval benchmark requests could route to the web performance skill
instead of /benchmark-models. Narrow the description, Use-when list and
triggers to web-specific phrases, point model/skill benchmarks at
/benchmark-models, and split the root router line the same way. The
catalog lead stays within the discovery budget ("Web performance ...").

Adopts #2302 and closes duplicate #2083 (rewritten on current main).

Co-authored-by: Nader Helmy <31414549+creatornader@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(llms.txt): link skills by generated path, drop host-skipped skills

gen-llms-txt built every skill link as <name>/SKILL.md, so the router
pointed at a nonexistent gstack/SKILL.md (it is the root SKILL.md) and
/claude-code pointed at a SKILL.md the Claude host never generates.
Links now use the template's generated output path, and skills the
Claude host skips are left out of the index. Adopts #2279.

Co-authored-by: Nader Helmy <creator.nader@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(ci): install Bun from the SHA-256-verified release archive in GitLab CI and Ubicloud setup

Rewrite of #1713. .gitlab-ci.yml's .setup-bun anchor and
scripts/ubicloud/setup-free-suite.sh still piped https://bun.sh/install into
bash. Both now download the bun-v$BUN_VERSION linux-x64 release zip, check it
against the same SHA-256 Dockerfile.ci uses (#1706) before unzipping, install
it to ~/.bun/bin and assert `bun --version`. test/ci-image-cli-pin.test.ts runs
curlPipedToShell over both files and binds their hash and BUN_VERSION to
Dockerfile.ci's amd64 arm and package.json's engines floor, so a Bun bump has
to move all of them together. Verified by running the GitLab anchor in
debian:stable-slim (bash and sh) and the Ubicloud block in a temp HOME.

Co-authored-by: Zee Zheng <228040220+spacegeologist@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(browse): viewport auto unpins a pinned viewport without a restart

`viewport WxH` pinned the page with no way back short of `browse restart`,
which also drops a headed /connect-chrome session. `viewport auto` (aliases
`reset`, `unpin`) now undoes the pin:

- headed: the context already launches with `viewport: null`, but Playwright
  cannot drop a page's emulated size (and re-applies it on new frame
  sessions), so the active tab gets a fresh page in the same context at the
  same URL or load-html content. Cookies and storage persist, the tab id and
  ownership stay, refs reset as on navigation, and the page follows the real
  window again.
- headless: back to the 1280x720 launch default, tracked viewport included.

`auto` with --scale is rejected. Fixes #1059. Adopts #2782 and #1881.

Co-authored-by: Jack Thomas <17882510+loulanyue@users.noreply.github.com>
Co-authored-by: Jayesh Betala <jayesh.betala7@gmail.com>
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* fix(browse): screenshot accepts --clip=x,y,w,h and --selector=<css>

Agent-generated commands often use the GNU `--flag=value` form, which threw
"Unknown screenshot flag". Both value flags now accept it, through the same
validation and conflict checks as the space-separated form. Adopts #1563.

Co-authored-by: techcenter68 <75930234+techcenter68@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(benchmark): price Codex cached input at the cache rate, stop calling Gemini OAuth ready

Codex reports cached_input_tokens as a subset of input_tokens, but the
adapter billed all of input_tokens at the full input rate. Split them
into disjoint uncached and cached counts (what estimateCostUsd expects)
and show new+cached input in the table and Markdown reports. A stored
Gemini OAuth file alone is now reported as not ready, with a reason
naming GEMINI_API_KEY; key-based auth stays ready. Adopts the focused
subset of #2283; the capacity error code and stdin change are left out
(no captured failure or reproduced hang).

Co-authored-by: Mattias Petersson <mattias.petersson@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(review): catch loosened-input consumers and stale user-facing strings

The Enum & Value Completeness check fired only on newly added values, so a
diff that widens what a validator, parser or guard accepts, and breaks an
unchanged downstream consumer outside the diff, was a blind spot. Widen the
check's trigger (heading unchanged) and add a consumer-grep bullet. Teach
the maintainability specialist to flag user-facing strings whose guarding
condition changed while the text did not.

Adopts #2141 (rewritten on current main; the section heading is kept).

Co-authored-by: Arno V <38716+aversini@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(global-discover): bucket Codex sessions by originator

Every Codex rollout counted as one undifferentiated codex bucket, so
/retro global could not tell interactive Codex Desktop work from
codex_exec runs or Claude Code-driven calls. Normalize
session_meta.payload.originator into desktop, exec, claude_code or
other (missing, unknown and non-string values), report the split per
repo as codex_originators and globally as tools.codex.originators, and
print it in the summary. Existing totals are unchanged. Adopts #1488.
Refs #1315.

Co-authored-by: 0xDevNinja <manmit0x@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(hook-check): cover skill frontmatter hooks, sourced helpers, conflict markers and the caller's tsconfig

Rewrite of #3066. bin/gstack-hook-check only listed setup's hooks plus
/autoplan's by name, so the /careful and /freeze PreToolUse checks (also run
by /guard and /investigate), /plan-ceo-review's hand-off hook and the helpers
they source were never parse-checked before Claude Code ran them.

- The hook list is setup's _hook_command_path arguments plus every gstack path
  on a `command:` line in a generated */SKILL.md frontmatter (9 hooks, up from
  6). The generated files are read rather than the .tmpl sources because the
  /autoplan and /plan-ceo-review commands come from resolvers.
- Each shell hook's gstack-tree helpers (`.`/`source` lines, assignments and
  shellcheck source= directives, followed transitively) are parsed too:
  careful/bin/hook-extract.sh and bin/gstack-state-root.sh for /careful and
  /freeze.
- The shim, its helpers, each TypeScript entry and every local module the
  bundle used (bun build --metafile; entry only when bun lacks it) are scanned
  for conflict-marker lines, which still parse inside heredocs, strings and
  template literals.
- bun build runs from the gstack root, so the caller's broken tsconfig.json or
  bunfig.toml no longer fails every TypeScript hook. Lists are newline
  separated, so a root with spaces works.

Tests in test/setup-hook-syntax-gate.test.ts cover each case; the gstack-doctor
fixture now copies autoplan/SKILL.md, whose frontmatter registers the hook its
hooks-row test breaks. docs/troubleshooting.md describes the wider check.

Co-authored-by: Benjamin D. Smith <7134745+BenjaminDSmithy@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(review): extend defensive-security framing to the security specialist and Red Team

The "authorized defensive-security review" framing and fixture summary mode
lived only in the adversarial subagent prompt. The security specialist and
the Red Team also reason adversarially over the full diff, so repos whose
test corpus is attack payloads could still get those passes refused.

Move both paragraphs into scripts/resolvers/defensive-review.ts (the
adversarial render stays byte-identical), state them once in the specialist
dispatch for the security specialist and the Red Team, and have the Red
Team prompt start from them. Testing and the other specialists keep full
fixture reads; the codex host still strips Review Army. Parity caps for
ship and review rise by the measured 1,380 bytes each (carve-guards notes).

Adopts #1921 (rewritten on current main).

Co-authored-by: Brian Majewski <1693720+bmajewski@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(team-init): make the required-mode hook shell-neutral (node CommonJS, no shell variables)

Rewrite of #2217. Required team mode wrote a bash check-gstack.sh and
registered it as "$CLAUDE_PROJECT_DIR/.claude/hooks/check-gstack.sh", which
only works when the hook runner is a POSIX shell. Under cmd.exe or PowerShell
(Windows, Copilot CLI) the variable is not expanded and the .sh cannot run, so
an intended allow or deny became a hook error.

- The hook is now .claude/hooks/check-gstack.cjs: the same root search
  (GSTACK_ROOT, every host's global root, the migrated repo), with the home
  directory from HOME, then USERPROFILE, then os.homedir(). It prints {} when
  gstack resolves and the PreToolUse deny JSON with exit 2 when not.
- The registered command is `node -e "require(require('path').resolve(
  process.env.CLAUDE_PROJECT_DIR || '.', '.claude', 'hooks',
  'check-gstack.cjs'))"`: no `$` or `%`, so sh, cmd.exe and PowerShell all
  pass it through unchanged.
- An existing check-gstack registration (matcher Skill or Skill|skill) is
  replaced in place; duplicates are dropped and unrelated hooks in the same
  entry kept. The legacy .sh is deleted only after the settings write
  succeeds (a tracked one joins the suggested git add), and is kept when bun
  is missing or the write fails, which now reports instead of claiming success.

Tests: team-mode and the hook-schema test run the command as registered;
test/team-init-hook-shell-neutral.test.ts runs it through the platform's
default shell (cmd.exe on the Windows lane, which curates it in) and through
PowerShell when installed (verified here in the pwsh 7 container). The
routing-probe check for the bash `_GSTACK_ROOT` gate now pins the same
contract in the .cjs: every host root probed, block only when none resolves.

Co-authored-by: neallee2012 <1499497+neallee2012@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(setup-gbrain): register the gbrain MCP through bun.exe on Windows so no console window opens

Rewrite of #2007, folding #1963's MCP notes. On Windows the local stdio
registration stored the bun `gbrain` binstub; gbrain.exe starts bun in a new
console, so every Claude Code session opened a visible terminal for the MCP
(the contributor's process trees show it; bun.exe launched directly attaches
to Claude Code's headless ConPTY).

Under MINGW/MSYS/Cygwin the skill now resolves BUN_ROOT from BUN_INSTALL or
~/.bun and registers `$BUN_ROOT/bin/bun.exe <global node_modules
gbrain/src/cli.ts> serve`. That path also covers a `bun link`ed clone, whose
global node_modules entry links to it; gstack-gbrain-install records no other
clone location. When bun.exe or the entry is missing it registers
`$BUN_ROOT/bin/gbrain.exe` by its full name, because Claude Code does not
apply PATHEXT to a stored path (#1963). POSIX keeps the binstub line. The
skill also notes that `claude mcp list` can show "Failed to connect" while a
live session holds a local PGLite brain's single-writer lock (#1963).

test/setup-gbrain-windows-mcp.test.ts runs the generated fence under bash with
stub uname/claude and a temp HOME for MINGW64, MSYS with BUN_INSTALL, a
missing entry, and Linux. It is listed as Windows-incompatible (POSIX stubs);
the console behavior needs a manual Windows check.

Co-authored-by: Max Hogan <max@maxhogan.dev>
Co-authored-by: maxpetrusenkoagent <280464918+maxpetrusenkoagent@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(hosts): rewrite every "Agent tool" phrasing for agent-runtime hosts

The Agent-tool rewrite for hermes, gbrain, openclaw and factory keyed only
on "use the Agent tool", but templates mostly say "via the Agent tool",
"with the Agent tool", "multiple Agent tool calls" or "Use the Agent tool",
so the Claude tool name leaked into those hosts' skills and sections. Add
ordered rules after the existing key (possessive, "the Agent tool", then
bare "Agent tool") mapping to sessions_spawn (gbrain/openclaw),
delegate_task (hermes) and delegation (factory). No goldens change.

Adopts #1935 (rewritten on current main, without the new goldens).

Co-authored-by: katlun-lgtm <264247399+katlun-lgtm@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(setup-deploy): Vercel auto-deploys only when connected to the Git repo

/setup-deploy stated that Vercel always deploys on push, which is false for
CLI-only projects with no Git integration, and its nothing-detected path did
not say why such a project is invisible to detection. Qualify the Vercel
trigger (ask for and record the CLI deploy command otherwise) and note that
`vercel link` creates .vercel/ so a re-run detects the project.

Adopts the Vercel accuracy part of #2992 (rewritten on current main); the
third-party bring-up tool pointer is not adopted.

Co-authored-by: mikehasa <91774998+mikehasa@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(retro): persist recommendations so the next retro detects follow-through

/retro produced "3 Things to Improve" but never saved them in its JSON
snapshot, so the next retro could not tell whether last week's
recommendations were acted on. Step 13 now drafts the items before saving
and always writes a `recommendations` array ({category, text}, [] when
empty); Step 12 scores each prior recommendation addressed/partial/open
against this window's commits, files and metrics and renders a
follow-through line, skipping silently for snapshots without the key. The
report format ties the items to the saved array. Global mode is unchanged.

Adopts #1853 (rewritten on current main). Refs #1834.

Co-authored-by: Jayesh Betala <jayesh.betala7@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(global-discover): count the interactive Codex CLI (codex_cli_rs) in its own cli bucket

* feat(developer-profile): --reconcile backfills office-hours tenure from timeline.jsonl

sessions[] is written only at office-hours Phase 4.5, so runs that ended
earlier never counted toward tenure and the tier undercounted. Add a manual
`--reconcile` that scans projects/*/timeline.jsonl for office-hours
`completed` events and appends a count-only row ({date, mode, project_slug,
signal_count: 0, signals: [], backfilled: true}) for each run with no
sessions[] entry for the same project within 60 minutes, extended back by a
duration_s under 8h. It is idempotent, skips malformed lines, and leaves the
file untouched on a no-op. `--read` counts backfilled rows for SESSION_COUNT
and TIER but takes LAST_*, DESIGN_*, CROSS_PROJECT and the nudge from logged
sessions only. Not wired into the preamble yet; the office-hours greeting
guard for backfill-only profiles is left to the office-hours owner.

Adopts #2668 (rewritten on current main). Closes part (b) of #2657.

Co-authored-by: Briac <137724549+briacSck@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(autoplan): the publication hook approves /autoplan's own Reads after the skill turn

Claude Code applies a skill's allowed-tools only to the turn that invoked it.
On 2.1.292 the default fork-subagent mode runs reviewers in the background, and
the completion notice starts a new turn, so later Reads outside the working
directory (the next phase's section file, the close packet) raised permission
cards. Skill hooks stay registered for the session, and a PreToolUse "allow"
skips the card (reproduced in a PTY on 2.1.292).

autoplan/bin/owned-read.ts approves a parent Read only when the guard itself
returned no output, and only for this installation's autoplan/sections/*.md
(canonical path or the gbrain :user render) or an immutable phase artifact in
<repo>/.gstack/tmp/autoplan/autoplan-<phase>-*/ whose repo is the session's
project directory or contains it. Denials, unverified allows, child calls and
every other path are unchanged. renderSectionBase and userRenderRoot move
there with it.

Tests that asserted a verified driver Read as {} now expect the approval;
autoplan-owned-read covers the shipped shim, the close packet without a
journal, verified artifacts through the guard, look-alikes (foreign install,
writable copy, symlink alias, other repository, other names) and a guard
denial staying a denial.

Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(autoplan): restore point and phase artifacts live in the project's .gstack/tmp/autoplan/

Skill hooks do not run inside subagents, so a reviewer launched after a
background completion notice raised a card for its own input (native-prompt.md
under the state root). Step 1 now puts RESTORE_PATH in the repository's
git-excluded .gstack/tmp/autoplan/ (added to .git/info/exclude, mode 700), and
the snapshot tool writes every phase artifact beside it, so /autoplan and its
reviewers read them from the working directory without a card. The guard's
bindings are unchanged: they anchor on the restore point's directory. Step 1
still prints the slug, which the old RESTORE_PATH carried.

A free test runs the generated Step 1 block twice from a repository
subdirectory: the restore point lands in <repo>/.gstack/tmp/autoplan/, the
exclude line is written once and git status stays clean. The autoplan parity
cap rises by the measured bytes (115,270 / 101,979 = 1.1303).

Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* test(evals): autoplan-guard-pty fails on any permission card after the reviewer's notice turn

The scripted boundary now mirrors Step 1's layout (restore point and artifacts
in the project's .gstack/tmp/autoplan/) and continues past the Phase 2 entry to
dispatch the Phase 2 reviewer after the CEO reviewer's completion notice. The
case asserts four verified guard allows, that the close packet Read, the Phase 2
section Read and the Phase 2 dispatch came after a task-notification turn, that
the Phase 2 reviewer read its input, and that no permission card appeared at
all. Still one trial on haiku, about 75-85 seconds.

Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* docs(autoplan): permission cards after a background reviewer, and where /autoplan keeps its files

Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* fix(outside-review): read a trailing '— Medium.' or '(High)' severity on a finding line, the shape Codex now writes

* feat(design): honor OPENAI_BASE_URL for every design API call

One resolver, openaiUrl() in design/src/auth.ts, now builds every OpenAI
URL the design binary, its prototype and its live model check use. Setting
OPENAI_BASE_URL sends image generation and screenshot analysis to an
OpenAI-compatible gateway; unset or blank keeps api.openai.com. The
prototype script now goes through receiptedFetch, so its egress is
receipted like the rest, and receipts already record the gateway host.

A source scan keeps any design file outside auth.ts from hardcoding an
OpenAI API URL again, and a request-shape test proves the gateway reaches
both the vision and image endpoints.

Co-authored-by: JackJin <1037461232@qq.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* review: testing specialist treats negative assertions as decisions

A new assertion that something is absent records a behavior removal and
needs cited intent. A rename or removal in the diff can empty a standing
negative assertion so it passes forever; the specialist now greps the suite
for negative assertions naming the old value.

Adopted from the testing-specialist part of a community PR; the scope-check
hunk targeted text that no longer exists.

Co-authored-by: EmilianoU26 <314541067+EmilianoU26@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* review: security specialist checks authorization a route-guard read misses

Four access-control classes where the guard is correct and the object still
leaks: error pages composed outside the guard, ownership surviving a role
downgrade, list/detail/download paths checked as one, and a session mutated
before the identity-switch callback is validated.

Adopted to review/specialists/security.md only; the /cso hunk targeted a
bullet list that is now an OWASP/ASVS table.

Co-authored-by: EmilianoU26 <314541067+EmilianoU26@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* review: zero findings is valid; suppress six common false positives

The checklist now says a clean diff may come back clean, and suppresses
framework-owned error handling, long exhaustive switches, null derefs a
type guard already narrows, N+1 on fixed-cardinality loops, hardcoded test
fixture values and non-cryptographic Math.random().

The contributor's "missing input validation on an internal function" and
"missing await on fire-and-forget" suppressions are left out: both can hide
real bugs.

Co-authored-by: frosimanuel <frosimanuel@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* docs(todos): parked contributor ideas by theme; /autoplan permission follow-ups

* design-review: capture code tokens before universal principles

/design-review read only DESIGN.md and otherwise fell back to universal
principles, so a project whose system lives in CSS custom properties,
tailwind.config or a theme file got audited and mocked up against an
invented aesthetic. The skill now reads code tokens before falling back,
and the target-mockup brief reuses the captured colors, fonts, radii and
spacing, changing layout only.

The contributor's optional microcopy checks (domain vocabulary, human
register) are not adopted here.

Co-authored-by: Tom Lam <tomlam0811@berkeley.edu>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* feat(sidebar): add a terminal text-size picker to the toolbar

The sidebar terminal toolbar gets an XS-XL text-size picker beside
Restart. SM (13px) stays the default, so nothing changes until a user
picks a size; the choice persists in chrome.storage.local and applies
to the live terminal, re-fitting xterm and re-sending the PTY size two
frames later so the new character cell is measured first.

A VM test runs the real sidepanel-terminal.js through one auto-connect
and checks the creation size, the stored-size fallback, persistence and
the live resize.

Co-authored-by: Yotam <yotsurfing@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* feat(design-shotgun): generate with Codex's built-in $imagegen on Codex

On the Codex host, /design-shotgun now generates and edits mockups with
Codex's documented $imagegen skill in its default built-in mode (the
image_gen tool), so users signed in with ChatGPT need no OPENAI_API_KEY.
The design binary stays for the local comparison board only, images are
published with gstack-design-claim as before, and screenshot evolution
loads the captured page with view_image before an $imagegen edit.

Step 3c-3d moved into a DESIGN_SHOTGUN_GENERATION resolver that returns
the existing design-binary text unchanged for every other host; the
Claude output differs only in two host-neutral rewordings of the
evolve-from-screenshot pointers. DESIGN_SETUP and the regenerate step of
the board loop gain matching Codex-only text for design-shotgun.

Co-authored-by: Jinzhe <hwang.phy@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* voice: ban the "load-bearing" stock phrase

Models overuse "load-bearing"; it joins the AI-vocabulary ban line in both
voice tiers. The tier-2 voice directive is also tightened (the meta
"compressed for runtime" tag and the bounded closer's restated exemption
clause) so the shared preamble shrinks by 163 bytes per tier-2+ skill,
which also pays for the reply-language rule that follows. The ship goldens
are refreshed for the new render.

Co-authored-by: Nader Helmy <creator.nader@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* voice: reply in the language of the user's latest message

Every skill's voice directive now tells the agent to reply in the language
of the user's latest message unless asked otherwise, so long English skill
text no longer drags a Chinese (or any non-English) session into English.
Mixed-language sessions follow the latest message. Code, commands, paths,
identifiers and quoted output stay verbatim, and at tier 2+ so do the
machine-read question markers (D<N>, option letters, (recommended)).

The rule costs 205 bytes per tier-2+ skill and 144 per tier-1 skill. A
further 25-byte cut to the bounded closer's exemption list leaves the net
for this wave at +17 bytes per tier-2+ skill and +158 per tier-1 skill.
review, qa and browse caps rise with measured notes; the ship goldens are
refreshed.

Co-authored-by: Xianying Tan <shrektan@126.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* feat(redact-prepush): committed exact-span allowlist at .gstack-redact-allowlist

The pre-push hook never fed the engine's allowlist option, so a reviewed,
known-benign value (a public dev-compose URL, a documented sample key) warned
or blocked every push, and the only ways out were a bypass or reshaping code
until the detector stopped matching.

The hook now reads the repo-root .gstack-redact-allowlist from each pushed
commit (never the working tree), one exact matched span per line with #
comments. Only a finding whose matched text equals an entry is suppressed: a password alone, a
substring, or a different key still reports and still blocks, and engine.*
unscanned findings are untouched. Every push that carries entries prints the
entry count and each suppressed finding's rule and file line. Oversized files
(over 64 KiB) are ignored. gstack.redact.allowEmail keeps working as before.

Co-authored-by: Boyard Engels <boyard.engels@gmail.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>

* feat(brain-sync): opt-in removal publishing with a bulk-removal valve

gstack-brain-sync never published a removal: a deleted synced file, or the
old directory after a project slug migration, stayed on the remote forever
and gbrain indexed both copies.

New setting artifacts_sync_removals (off by default). When on, each drain
commits and pushes, receipted like every push, the removal of tracked files
that are gone from disk and match the sync allowlist. Transcript pages are
never removed here, and a decision log goes only together with its active
snapshot. One valve: a drain that would remove more than 20 files at once
publishes none and says so. `gstack-brain-sync --publish-removals` lists the
pending removals and `--publish-removals --yes` publishes them on demand,
whatever the setting.

Co-authored-by: Jey2311 <5177215+Jey2311@users.noreply.github.com>

* feat(windows): setup.ps1 checks prerequisites and runs ./setup in Git Bash

A PowerShell entry point for Windows users. It checks that Git for Windows,
Bun and Node.js are on PATH (printing the winget command for each missing one
and changing nothing), finds Git Bash from git.exe rather than a PATH bash
that may be WSL's, and runs ./setup from the checkout with every argument
passed as its own argv entry to a constant bash script. No argument is
interpolated into shell source. ./setup itself is unchanged.

Co-authored-by: Jim McKeeth <jim@mckeeth.org>

* v1.91.63.0: CHANGELOG, version

* fix(ci): link bunx after the SHA-verified Bun install in GitLab CI and the Ubicloud setup

* fix(redact-prepush): strip every parent column from combined-diff lines, so a merged release bump is exempt like any other

* fix(hook-check): treat a Windows drive path as absolute (cygpath when present), so --list finds the skill hooks from a native caller

* fix(windows): owned-read requires the read-only attribute on Windows; setup.ps1 passes arguments NUL-separated through a private file; Windows-only tests expect the owned-read approval

* perf(hook-check): bundle every hook's TypeScript entries in one bun process instead of two bun starts per entry (seconds each on Windows)

* perf(hook-check): read all skill frontmatter in one awk and scan conflict markers with one grep per hook (half the process starts)

---------

Co-authored-by: thearbajonart <334330110+thearbajonart@users.noreply.github.com>
Co-authored-by: capy-ai[bot] <230910855+capy-ai[bot]@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: DanCanadian <211164803+DanCanadian@users.noreply.github.com>
Co-authored-by: Nader Helmy <31414549+creatornader@users.noreply.github.com>
Co-authored-by: Nader Helmy <creator.nader@gmail.com>
Co-authored-by: Zee Zheng <228040220+spacegeologist@users.noreply.github.com>
Co-authored-by: Jack Thomas <17882510+loulanyue@users.noreply.github.com>
Co-authored-by: Jayesh Betala <jayesh.betala7@gmail.com>
Co-authored-by: techcenter68 <75930234+techcenter68@users.noreply.github.com>
Co-authored-by: Mattias Petersson <mattias.petersson@gmail.com>
Co-authored-by: Arno V <38716+aversini@users.noreply.github.com>
Co-authored-by: 0xDevNinja <manmit0x@gmail.com>
Co-authored-by: Benjamin D. Smith <7134745+BenjaminDSmithy@users.noreply.github.com>
Co-authored-by: Brian Majewski <1693720+bmajewski@users.noreply.github.com>
Co-authored-by: neallee2012 <1499497+neallee2012@users.noreply.github.com>
Co-authored-by: Max Hogan <max@maxhogan.dev>
Co-authored-by: maxpetrusenkoagent <280464918+maxpetrusenkoagent@users.noreply.github.com>
Co-authored-by: katlun-lgtm <264247399+katlun-lgtm@users.noreply.github.com>
Co-authored-by: mikehasa <91774998+mikehasa@users.noreply.github.com>
Co-authored-by: Briac <137724549+briacSck@users.noreply.github.com>
Co-authored-by: JackJin <1037461232@qq.com>
Co-authored-by: EmilianoU26 <314541067+EmilianoU26@users.noreply.github.com>
Co-authored-by: frosimanuel <frosimanuel@gmail.com>
Co-authored-by: Tom Lam <tomlam0811@berkeley.edu>
Co-authored-by: Yotam <yotsurfing@gmail.com>
Co-authored-by: Jinzhe <hwang.phy@gmail.com>
Co-authored-by: Xianying Tan <shrektan@126.com>
Co-authored-by: Boyard Engels <boyard.engels@gmail.com>
Co-authored-by: Jey2311 <5177215+Jey2311@users.noreply.github.com>
Co-authored-by: Jim McKeeth <jim@mckeeth.org>
2026-10-08 17:40:06 +00:00

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/**
* Review Army resolver — parallel specialist reviewers for /review
*
* Generates template prose that instructs Claude to:
* 1. Detect stack and scope (via gstack-diff-scope)
* 2. Select and dispatch specialist subagents in parallel
* 3. Collect, parse, merge, and deduplicate JSON findings
* 4. Feed merged findings into the existing Fix-First pipeline
*
* Shipped as Release 2 of the self-learning roadmap (SELF_LEARNING_V0.md).
*/
import type { TemplateContext } from './types';
import { CC_BACKGROUND_DEFAULT_SINCE, FOREGROUND_IF_AVAILABLE, BACKGROUND_RECOVERY } from './constants';
import { learningsCapture, LEARNINGS_VERDICT } from './learnings';
import { DEFENSIVE_REVIEW_FRAMING, FIXTURE_SUMMARY_MODE } from './defensive-review';
function generateSpecialistSelection(ctx: TemplateContext): string {
const isShip = ctx.skillName === 'ship';
const stepSel = isShip ? '9.1' : '4.5';
const stepMerge = isShip ? '9.2' : '4.6';
const nextStep = isShip ? 'Step 9.3 (cross-review dedup)' : 'Step 4.8 (adversarial review), then Step 5';
return `## Step ${stepSel}: Review Army — Specialist Dispatch
### Detect stack and scope
\`\`\`bash
source <(${ctx.paths.binDir}/gstack-diff-scope <base> 2>/dev/null) || true
# Detect stack for specialist context
STACK=""
[ -f Gemfile ] && STACK="\${STACK}ruby "
[ -f package.json ] && STACK="\${STACK}node "
[ -f requirements.txt ] || [ -f pyproject.toml ] && STACK="\${STACK}python "
[ -f go.mod ] && STACK="\${STACK}go "
[ -f Cargo.toml ] && STACK="\${STACK}rust "
echo "STACK: \${STACK:-unknown}"
DIFF_BASE=$(git merge-base origin/<base> HEAD)
DIFF_INS=$(git diff "$DIFF_BASE" --stat | tail -1 | grep -oE '[0-9]+ insertion' | grep -oE '[0-9]+' || echo "0")
DIFF_DEL=$(git diff "$DIFF_BASE" --stat | tail -1 | grep -oE '[0-9]+ deletion' | grep -oE '[0-9]+' || echo "0")
DIFF_LINES=$((DIFF_INS + DIFF_DEL))
echo "DIFF_LINES: $DIFF_LINES"
# Detect test framework for specialist test stub generation
TEST_FW=""
{ [ -f jest.config.ts ] || [ -f jest.config.js ]; } && TEST_FW="jest"
[ -f vitest.config.ts ] && TEST_FW="vitest"
{ [ -f spec/spec_helper.rb ] || [ -f .rspec ]; } && TEST_FW="rspec"
{ [ -f pytest.ini ] || [ -f conftest.py ]; } && TEST_FW="pytest"
[ -f go.mod ] && TEST_FW="go-test"
echo "TEST_FW: \${TEST_FW:-unknown}"
\`\`\`
### Read specialist hit rates (adaptive gating)
\`\`\`bash
${ctx.paths.binDir}/gstack-specialist-stats 2>/dev/null || true
\`\`\`
### Select specialists
Based on the scope signals above, select which specialists to dispatch.
**Always-on (dispatch on every review with 50+ changed lines):**
1. **Testing** — read \`${ctx.paths.skillRoot}/review/specialists/testing.md\`
2. **Maintainability** — read \`${ctx.paths.skillRoot}/review/specialists/maintainability.md\`
**If DIFF_LINES < 50:** Skip all specialists. Print: "Small diff ($DIFF_LINES lines) — specialists skipped." Continue to Step ${stepMerge} with the ${isShip ? 'core/design-lite' : 'core'} findings and an empty specialist list, then the parent's Exploratory QA step and ${nextStep}. Small diffs skip fan-out, never the parent-owned smoke probes. Core shared-code checks also remain required.
**Conditional (dispatch if the matching scope signal is true):**
3. **Security** — if SCOPE_AUTH=true, OR if SCOPE_BACKEND=true AND DIFF_LINES > 100. Read \`${ctx.paths.skillRoot}/review/specialists/security.md\`
4. **Performance** — if SCOPE_BACKEND=true OR SCOPE_FRONTEND=true. Read \`${ctx.paths.skillRoot}/review/specialists/performance.md\`
5. **Data Migration** — if SCOPE_MIGRATIONS=true. Read \`${ctx.paths.skillRoot}/review/specialists/data-migration.md\`
6. **API Contract** — if SCOPE_API=true. Read \`${ctx.paths.skillRoot}/review/specialists/api-contract.md\`
7. **Design** — if SCOPE_FRONTEND=true. Use the existing design review checklist at \`${ctx.paths.skillRoot}/review/design-checklist.md\` and run the mechanical pass at the top of that checklist (the user-installed design detector, when present) before the LLM items
8. **Simplification** — if DIFF_LINES > 100. Read \`${ctx.paths.skillRoot}/review/specialists/simplification.md\`. Advisory-only lens: hunts unrequested structure (hand-rolled stdlib, one-implementation abstractions, dependencies duplicating platform features), never coverage.
### Adaptive gating
After scope-based selection, apply adaptive gating based on specialist hit rates:
For each conditional specialist that passed scope gating, check the \`gstack-specialist-stats\` output above:
- If tagged \`[GATE_CANDIDATE]\` (0 findings in 10+ dispatches): skip it. Print: "[specialist] auto-gated (0 findings in N reviews)."
- If tagged \`[NEVER_GATE]\`: always dispatch regardless of hit rate. Security and data-migration are insurance policy specialists — they should run even when silent.
**Force flags:** If the user's prompt includes \`--security\`, \`--performance\`, \`--testing\`, \`--maintainability\`, \`--data-migration\`, \`--api-contract\`, \`--design\`, \`--simplification\`, or \`--all-specialists\`, force-include that specialist regardless of gating.
Note which specialists were selected, gated, and skipped. Print the selection:
"Dispatching N specialists: [names]. Skipped: [names] (scope not detected). Gated: [names] (0 findings in N+ reviews)."`;
}
function generateSpecialistDispatch(ctx: TemplateContext): string {
return `### Dispatch specialists in parallel
For each selected specialist, launch an independent subagent via the Agent tool.
**Launch ALL selected specialists in a single message** (multiple Agent tool calls)
so they run in parallel. Each subagent has fresh context — no prior review bias.
**Each specialist subagent prompt:**
Construct the prompt for each specialist. The prompt includes:
1. The specialist's checklist path from the selection above (the subagent reads it; never paste its content)
2. Stack context: "This is a {STACK} project."
3. Past learnings for this domain (if any exist):
\`\`\`bash
${learningsCapture(`${ctx.paths.binDir}/gstack-learnings-search --type pitfall --query "{specialist domain}" --limit 5`)}
${LEARNINGS_VERDICT}
\`\`\`
If learnings are found, include them: "Past learnings for this domain: {learnings}"
4. **Defensive framing (Security specialist and the Red Team below only).** Begin the prompt with:
"${DEFENSIVE_REVIEW_FRAMING}"
and replace its full-diff command with: "${FIXTURE_SUMMARY_MODE}"
Every other specialist, including Testing, reads the full diff with fixtures.
5. Instructions:
"You are a specialist code reviewer. Read the checklist at {checklist path}, then run
\`DIFF_BASE=$(git merge-base origin/<base> HEAD) && git diff "$DIFF_BASE"\` to get the full diff. Apply the checklist against the diff.
For each finding, output a JSON object on its own line:
{\\"severity\\":\\"CRITICAL|INFORMATIONAL\\",\\"confidence\\":N,\\"path\\":\\"file\\",\\"line\\":N,\\"category\\":\\"category\\",\\"summary\\":\\"description\\",\\"fix\\":\\"recommended fix\\",\\"fingerprint\\":\\"path:line:category\\",\\"specialist\\":\\"name\\"}
Required fields: severity, confidence, path, category, summary, specialist.
Optional: line, fix, fingerprint, evidence, test_stub, advisory, evidence_paths, helper_target.
Optional extraction advice belongs to the core shared-code check; do not duplicate its proposals. Report real defects in duplicated code independently. Preserve advisory metadata when returning structural advice, and never label a demonstrated defect advisory merely because sharing a helper could fix it.
If you can write a test that would catch this issue, include it in the \`test_stub\` field.
Use the detected test framework ({TEST_FW}). Write a minimal skeleton — describe/it/test
blocks with clear intent. Skip test_stub for architectural or design-only findings.
If no findings: output \`NO FINDINGS\` and nothing else.
Do not output anything else — no preamble, no summary, no commentary.
Stack context: {STACK}
Past learnings: {learnings or 'none'}"
**Subagent configuration:**
- Use \`subagent_type: "general-purpose"\`
- Pass ${FOREGROUND_IF_AVAILABLE} on every specialist Agent call — background is the default since ${CC_BACKGROUND_DEFAULT_SINCE}; omitting an available flag is not foreground. ${BACKGROUND_RECOVERY}
**Wait for readers before editing:**
- Confirm that each task has finished or is stopped. A timeout alone does not prove termination. If a reader or writer is still active, wait; if its state is unknown, inspect its task/process status. If you cannot confirm it stopped, use the parent's Fix-First stop path without edits.
- A failed task may be stopped without having completed its review. Record the failure and retain usable partial findings.
- Continue independent evidence collection after a terminal failure. Missing dispatched coverage remains incomplete, never completed or clean; successful peers cannot replace it.`;
}
function generateFindingsMerge(ctx: TemplateContext): string {
const isShip = ctx.skillName === 'ship';
const stepMerge = isShip ? '9.2' : '4.6';
const fixFirstRef = isShip ? 'Step 9.3 dedup, then Step 9.4 Fix-First' : 'Step 5 Fix-First';
const critPassRef = isShip ? 'the checklist pass (Step 9)' : 'the CRITICAL pass findings from Step 4';
const persistRef = isShip ? 'the review-log persist' : 'the review-log entry in Step 5.8';
return `### Step ${stepMerge}: Collect and merge findings
Follow these stages in order. Validate core and specialist findings alike, but keep
their source labels: specialist scoring is not the final review's defect count.
#### 1. Parse outputs
After specialist attempts settle, collect their outputs, tagged by actual source.
Successful \`NO FINDINGS\` is a completed empty result. Otherwise parse each JSON line and
skip invalid lines. Missing or unusable output is incomplete coverage, not an
empty success. Retain each specialist's returned findings for activity stats.
#### 2. Validate severity
For core and specialist findings with \`"severity":"CRITICAL"\` and \`"advisory":true\`,
remove \`advisory\` and retain its \`CRITICAL\` severity. Treat these as defects before
identity, merging, counting, scoring or Fix-First. Never downgrade severity to make
advisory metadata consistent. Valid INFORMATIONAL advisories remain advisory in
every category, including simplification.
#### 3. Identify and merge
Partition defects and advisories BEFORE grouping by fingerprint. Never merge a
defect with advice, even on a supplied-hash collision. Neither higher-confidence
advice nor a prior skipped extraction may replace, downgrade or suppress a defect.
Compute identities for both core and specialist findings:
- Shared-code advice (category \`shared-libs\` or fingerprint prefix \`shared-libs:\`):
call installed \`sharedLibsFingerprint\` from \`${ctx.paths.skillRoot}/lib/review-evidence.ts\`
with \`evidence_paths\` and \`helper_target\` as literal JSON on stdin, as in the core pass;
never trust a supplied hash or generate one yourself. Missing/malformed metadata
cannot deduplicate or reuse a saved decision.
- Other findings: use supplied \`fingerprint\`, else \`{path}:{line}:{category}\`
or \`{path}:{category}\` when no line exists.
Within the specialist list, merge matching identities in the same partition: keep
the highest confidence and all source names. Confirmation by distinct specialists
adds +1 (cap at 10) and \`MULTI-SPECIALIST CONFIRMED ({specialist1} + {specialist2})\`.
Core findings never earn a specialist confidence boost. Preserve \`advisory\`,
\`evidence_paths\` and \`helper_target\` through every merge.
#### 4. Apply specialist confidence gates
- Confidence 7+: show normally in the findings output
- Confidence 5-6: show with caveat "Medium confidence — verify this is actually an issue"
- Confidence 3-4: move to appendix (suppress from main findings)
- Confidence 1-2: suppress entirely
Core findings keep the core Confidence Calibration gates.
#### 5. Score and present specialists
Only specialist findings enter this header and \`quality_score\`; core findings do not.
Use the merged NON-advisory specialist findings for both counts and score;
the header's N is X + Y, so advisory findings never add to it:
\`quality_score = max(0, 10 - (critical_count * 2 + informational_count * 0.5))\`
Cap at 10 and retain for ${persistRef}. These are not final unresolved-defect totals.
Print only this block: the stage 6 activity object and \`test_stub\` bodies are log and Fix-First data.
Validated \`"advisory": true\` findings from any source are excluded from score,
header, unresolved-defect totals and clean-status blockers. Show them separately;
they remain ASK-only, never auto-applied. Real defects follow normal Fix-First.
\`\`\`
SPECIALIST REVIEW: N findings (X critical, Y informational) from Z specialists
[For each finding, in order: CRITICAL first, then INFORMATIONAL, sorted by confidence descending;
advisory findings last, each rendered with an [ADVISORY] label in place of the severity]
[SEVERITY] (confidence: N/10, specialist: name) path:line — summary
Fix: recommended fix
[If MULTI-SPECIALIST CONFIRMED: show confirmation note]
PR Quality Score: X/10
\`\`\`
**Simplification footer (after the score line):**
- If the simplification specialist was dispatched and returned findings, sum
their \`lines_removable\` values and print: \`net: -N lines possible\` (omit
findings without the field from the sum).
- If it was dispatched and returned NO FINDINGS, print:
\`Simplification: lean already — nothing to cut.\`
- If it was not dispatched, print neither line.
Do not add core shared-code savings to this specialist footer. Explain any overlap once in the core proposal instead of presenting duplicate savings.
#### 6. Save specialist activity
Compile a \`specialists\` object for ${persistRef}.
${isShip ? 'For each specialist' : 'For DIFF_LINES < 50, keep `specialists: {}`; do not manufacture per-specialist scope records. Otherwise record each considered specialist'} (testing, maintainability, security, performance, data-migration, api-contract, design, simplification, red-team):
- If dispatched: \`{"dispatched": true, "findings": N, "critical": N, "informational": N}\`
- If skipped by scope: \`{"dispatched": false, "reason": "scope"}\`
- If skipped by gating: \`{"dispatched": false, "reason": "gated"}\`
- If not applicable (e.g., red-team not activated): omit from the object
Count only findings that specialist actually returned, before deduplication.
Advisory findings COUNT in the stats \`findings\` field, not its defect counts.
Include Design despite its different checklist. Preserve dispatch/failure status:
zero returned findings from a failed attempt is not a clean review.
#### 7. Hand off to Fix-First
Send these findings to ${fixFirstRef} alongside ${critPassRef}.
Consolidate equivalent shared-code advice under the core proposal, retaining all
sources and counting overlapping savings once. Keep actual specialist stats;
core-only advice must not create a specialist dispatch or finding.
Normal AUTO-FIX/ASK rules apply, with advice ASK-only. Missing coverage still blocks
completion. Advice never permits edits while readers are active or replaces a required review.`;
}
function generateRedTeam(ctx: TemplateContext): string {
const isShip = ctx.skillName === 'ship';
const stepMerge = isShip ? '9.2' : '4.6';
const fixFirstRef = isShip ? 'Step 9.3 dedup, then Step 9.4 Fix-First' : 'Step 5 Fix-First';
return `### Red Team dispatch (conditional)
**Activation:** Only if DIFF_LINES > 200 OR any specialist produced a CRITICAL finding.
If activated, dispatch one more subagent via the Agent tool (pass ${FOREGROUND_IF_AVAILABLE} — foreground; subagents default to background since ${CC_BACKGROUND_DEFAULT_SINCE}; ${BACKGROUND_RECOVERY})
The Red Team subagent receives:
1. The red-team checklist path \`${ctx.paths.skillRoot}/review/specialists/red-team.md\` (it reads the file)
2. The merged specialist findings from Step ${stepMerge}, one line each (so it knows what was already caught)
3. The git diff command
Prompt, after the defensive framing and fixture handling from item 4 of the specialist dispatch: "You are a red team reviewer. The code has already been reviewed by N specialists
who found the following issues: {merged findings summary}. Your job is to find what they
MISSED. Read the checklist at {red-team checklist path}, list changed files with \`DIFF_BASE=$(git merge-base origin/<base> HEAD) && git diff --name-status "$DIFF_BASE"\`, read them as that fixture handling says, and look for gaps.
Output findings as JSON objects (same schema as the specialists). Focus on cross-cutting
concerns, integration boundary issues, and failure modes that specialist checklists
don't cover."
If the Red Team finds additional issues, tag them \`"specialist":"red-team"\`.
Add them to the original specialist outputs and rerun stages 1–7 of Step ${stepMerge}
before ${fixFirstRef}; do not boost or count the earlier findings twice.
If the Red Team returns NO FINDINGS, note: "Red Team review: no additional issues found."
If the Red Team fails or times out, confirm it stopped and record its review as incomplete, just as for other specialists. ${isShip ? "Return to the parent's Exploratory QA step, then dedup and persistence; Step 9.4 cannot certify missing dispatched coverage as completed or clean." : 'Continue independent Step 4.7 QA and Step 4.8 adversarial review; Step 5.8 cannot certify missing dispatched coverage as completed or clean.'}`;
}
export function generateReviewArmy(ctx: TemplateContext): string {
// Codex host: strip entirely — Codex should not run Review Army
if (ctx.host === 'codex') return '';
const sections = [
generateSpecialistSelection(ctx),
generateSpecialistDispatch(ctx),
generateFindingsMerge(ctx),
generateRedTeam(ctx),
];
return sections.join('\n\n---\n\n');
}