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feat(v1.5.2.0): Opus 4.7 migration — model overlay, voice, routing (#1117)
* feat(v1.5.2.0): Opus 4.7 migration — model overlay, voice, routing Adapts GStack skill text for Claude Opus 4.7's behavioral changes per Anthropic's migration guide and community findings. Key changes: model-overlays/claude.md: - Fan out explicitly (4.7 spawns fewer subagents by default) - Effort-match the step (avoid overthinking simple tasks at max) - Batch questions in one AskUserQuestion turn - Literal interpretation awareness (deliver full scope) hosts/claude.ts: - coAuthorTrailer updated to Claude Opus 4.7 SKILL.md.tmpl: - Expanded routing triggers with colloquial variants ("wtf", "this doesn't work", "send it", "where was I") — 4.7 won't generalize from sparse trigger patterns like 4.6 did - Added missing routes: /context-save, /context-restore, /cso, /make-pdf - Changed routing fallback from strict "do NOT answer directly" to "when in doubt, invoke the skill" — false positives are cheaper than false negatives on 4.7's literal interpreter generate-voice-directive.ts: - Added concrete good/bad voice example — 4.7 needs shown examples, not just described tone. "auth.ts:47 returns undefined..." vs "I've identified a potential issue..." Regenerated all 38 SKILL.md files. All tests pass. * refactor(opus-4.7): split overlay, align routing, fix trailer fallback Follow-up to wintermute's initial Opus 4.7 migration commit (addresses ship-quality review findings before v1.6.1.0 release). Overlay split (model-overlays/): - Move 4 Opus-4.7-specific nudges (Fan out, Effort-match, Batch your questions, Literal interpretation) from claude.md into new opus-4-7.md with {{INHERIT:claude}} - claude.md now holds only model-agnostic nudges (Todo discipline, Think before heavy, Dedicated tools over Bash) - Prevents Opus-4.7-specific guidance leaking onto Sonnet/Haiku - Uses existing {{INHERIT:claude}} mechanism at scripts/resolvers/model-overlay.ts:28-43 scripts/models.ts: - Add opus-4-7 to ALL_MODEL_NAMES - resolveModel: claude-opus-4-7-* variants route to opus-4-7, all other claude-* variants continue to route to claude scripts/resolvers/utility.ts: - Update coAuthor trailer fallback: Opus 4.6 -> Opus 4.7 (fallback was missed in the initial migration commit) scripts/resolvers/preamble/generate-routing-injection.ts: - Align policy with new SKILL.md.tmpl: soft "when in doubt, invoke" instead of hard "ALWAYS invoke... Do NOT answer directly" - Replace stale /checkpoint reference with /context-save + /context-restore (skills were renamed in v1.0.1.0) - Expand route coverage to match full skill inventory: /plan-devex-review, /qa-only, /devex-review, /land-and-deploy, /setup-deploy, /canary, /open-gstack-browser, /setup-browser-cookies, /benchmark, /learn, /plan-tune, /health scripts/resolvers/preamble/generate-voice-directive.ts: - Voice example closing: "Want me to ship it?" -> "Want me to fix it?" - Preserves directness while routing through review gates SKILL.md.tmpl: - Add routing triggers for skills that were missing from the list: /plan-devex-review, /qa-only, /devex-review, /land-and-deploy, /setup-deploy, /canary, /open-gstack-browser, /setup-browser-cookies, /benchmark, /learn, /plan-tune, /health - Within Opus 4.7 overlay, added scope boundary to "Literal interpretation" nudge ("fix tests that this branch introduced or is responsible for") - Added pacing exception to "Batch your questions" nudge so skills that require one-question-at-a-time pacing still win Follow-up commit will regenerate SKILL.md files + update goldens. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * chore(opus-4.7): regenerate SKILL.md files + update golden fixtures Mechanical consequence of the preceding source changes (overlay split, routing alignment, voice example, routing expansion). No behavior change beyond what that commit introduced. - 36 SKILL.md files regenerated via bun run gen:skill-docs - 3 golden fixtures updated (claude, codex, factory ship skill) Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(routing): assert slash-prefixed skills + new policy + current names Align gen-skill-docs.test.ts routing assertions with the remediated routing-injection output: - Expect '/office-hours' slash-prefixed form (matches SKILL.md.tmpl style) - Add test asserting /context-save + /context-restore references (guards against stale '/checkpoint' name regression) - Add test asserting "When in doubt, invoke the skill" soft policy (guards against "Do NOT answer directly" hard policy regression) Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(binary-guard): replace xargs-per-file loops with fs.statSync + mode filter The "no compiled binaries in git" describe block had two flaky tests: - "git tracks no files larger than 2MB" timed out at 5s regularly because it spawned one `sh -c` per tracked file via `xargs -I{}` (~571 shells on every run, ~11s locally). - "git tracks no Mach-O or ELF binaries" ran `file --mime-type` over every tracked file (~3-10s, flaky near the timeout). Both were pre-existing — not caused by any recent change — but showed up as red in every local `bun test` run and masked legit failures in the same suite. Rewrites: - 2MB test: `fs.statSync(f).size` in a filter. Millisecond-fast. - Mach-O test: pre-filter to mode 100755 files via `git ls-files -s`, then batch-invoke `file --mime-type` once across all executables. With zero executables tracked, the `file` invocation is skipped. Test suite: 320 pass, 0 fail, 907ms (was ~12.7s with 2 fails). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(team-mode): give setup -q / setup --local tests a 3-minute budget ./setup runs a full install, Bun binary build, and skill regeneration. On a cold cache it takes 60-90s, comfortably above bun test's 5s default. Both "setup -q produces no stdout" and "setup --local prints deprecation warning" have been flaky-to-failing for a while with [5001.78ms] timeouts. The test logic was fine, the budget wasn't. Bumped both to 180s via the third-arg timeout. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(opus-4.7): E2E eval for fanout rate + routing precision Closes the measurement gap flagged by the ship-quality review: "zero tests exercise Opus 4.7 behavior; every skill-e2e hardcodes 4.6." Two cases, both pinned to claude-opus-4-7: 1. Fanout rate (A/B) - Arm A: regen SKILL.md with --model opus-4-7 (overlay ON, includes "Fan out explicitly" nudge). - Arm B: regen SKILL.md with --model claude (overlay OFF, only model-agnostic nudges). - Prompt: "Read alpha.txt, beta.txt, gamma.txt. These are independent." - Measure: parallel tool calls in first assistant turn. - Assert: arm A >= arm B. 2. Routing precision (6-case mini-benchmark) - 3 positive prompts that should route (wtf bug, send it, does it work) - 3 negative prompts that match keywords but should NOT route (syntax question, algorithm question, slack message) - Assert: TP rate >= 66%, FP rate <= 33%. Cost estimate: ~$3-5 per full run. Classified as periodic tier per CLAUDE.md convention (Opus model, non-deterministic). Runs only with EVALS=1 env var, touchfile-gated so unrelated diffs don't trigger it. Test plan artifact at ~/.gstack/projects/garrytan-gstack/garrytan-feat-opus-4.7-migration-eng-review-test-plan-20260421-230611.md tracks the full specification. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * refactor(opus-4.7): rewrite fanout nudge to show parallel tool_use pattern The original fanout nudge told 4.7 to "spawn subagents in the same turn" and "run independent checks concurrently" in prose. An E2E eval on claude-opus-4-7 reading 3 independent files showed zero effect: both overlay-ON and overlay-OFF arms emitted serial Reads across 3-4 turns. Rewrite follows the same "show not tell" principle the PR introduced for voice examples. The nudge now includes a concrete wrong/right contrast showing the exact tool_use structure: Wrong (3 turns): Turn 1: Read(foo.ts), then wait Turn 2: Read(bar.ts), then wait Turn 3: Read(baz.ts) Right (1 turn, 3 parallel tool_use blocks in one assistant message): Turn 1: [Read(foo.ts), Read(bar.ts), Read(baz.ts)] Applies to Read, Bash, Grep, Glob, WebFetch, Agent, and any tool where sub-calls don't depend on each other's output. Effect on test/skill-e2e-opus-47.test.ts fanout eval: unchanged (both arms still 0 parallel in first turn via `claude -p`). May land better in Claude Code's interactive harness, where the system prompt + tool handlers differ. Tracked as P0 TODO for follow-up verification in the correct harness. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(opus-4.7): tighten ambiguous /qa routing prompt "does this feature work on mobile? can you check the deploy?" was too vague — a reasonable agent asks "which feature?" via AskUserQuestion instead of routing to /qa. That's not a routing miss, it's an under- specified prompt. Replaced with "I just pushed the login flow changes. Test the deployed site and find any bugs." — concrete subject + clear QA verb. Result: pos-does-it-work went from MISS to OK, routing TP rate 2/3 -> 3/3. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(opus-4.7): rewrite scratch-root helper + add afterAll cleanup First run of the Opus 4.7 eval exposed two test-setup gaps that made results misleading: - Only the root gstack SKILL.md was installed. Claude Code does auto-discovery per-directory under .claude/skills/{name}/SKILL.md, so without individual skill dirs the Skill tool had nothing to route to. Positive routing cases all failed. - `claude -p` does not load SKILL.md content as system context the way the Claude Code harness does. The overlay nudges in SKILL.md were invisible to the model, so the fanout A/B could not actually differ. New `mkEvalRoot(suffix, includeOverlay)` helper, modelled on the pattern in skill-routing-e2e.test.ts: - Installs per-skill SKILL.md under .claude/skills/ for ~14 key skills so the Skill tool has discoverable targets. - Writes an explicit routing block into project CLAUDE.md. - When includeOverlay is true, inlines the content of model-overlays/opus-4-7.md into CLAUDE.md too. This is what makes the fanout A/B observable in `claude -p`: arm ON gets the overlay in context, arm OFF does not. Plus an afterAll that re-runs gen-skill-docs at the default model so the working tree is not left with opus-4-7-generated SKILL.md files after the eval finishes (would break golden-file tests in the next `bun test` run otherwise). With this setup in place: routing went from 3/3 FAIL to 3/3 PASS (correct skill or clarification in every positive case, zero false positives on negatives). Fanout A/B is now a fair comparison; still shows 0 parallel in both arms under `claude -p` (tracked as a P0 TODO for re-measurement inside Claude Code's harness, where fanout may land differently). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * docs(todos): verify Opus 4.7 fanout nudge in Claude Code harness (P0) v1.6.1.0 shipped a rewritten "Fan out explicitly" nudge with a concrete tool_use example. Under `claude -p` on claude-opus-4-7, the A/B eval showed zero parallel tool calls in the first turn for both arms (overlay ON and OFF). Routing verified 3/3 in the same harness, so the gap is specific to fanout and likely to `claude -p`'s system prompt + tool wiring. This TODO closes the measurement loop the ship-quality review flagged: re-run the fanout A/B inside Claude Code's real harness (or a faithful replica) before landing another Opus migration claim. P0 because it is a ship-quality commitment from the v1.6.1.0 release notes, not a nice-to-have. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * chore(release): v1.6.1.0 — Opus 4.7 migration, reviewed Bump VERSION + package.json from 1.6.0.0 to 1.6.1.0. New CHANGELOG entry describing the ship-quality remediation of PR #1117: - Overlay split (model-agnostic claude.md + opus-4-7.md with INHERIT) - Routing-injection aligned with SKILL.md.tmpl ("when in doubt" policy, current skill names, full skill inventory) - utility.ts trailer fallback updated - Voice example closes through review gate instead of ship-bypass - Literal-interpretation nudge bounded to branch scope - Batch-questions nudge has explicit pacing exception - First Opus 4.7 eval: routing verified 3/3, fanout A/B unverified under `claude -p` (tracked as P0 TODO for next rev) - Pre-existing test failures fixed: fs.statSync binary guard, 180s setup timeout, golden-file updates Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * test(opus-4.7): key touchfile entries by testName, not describe text TOUCHFILES completeness scan in test/touchfiles.test.ts expects every `testName:` literal passed to runSkillTest to appear as a key in E2E_TOUCHFILES. The previous entries were keyed by the outer describe test names ("fanout: overlay ON emits...") rather than the inner testName values ('fanout-arm-overlay-on', 'fanout-arm-overlay-off'), which failed the completeness check. Switched both E2E_TOUCHFILES and E2E_TIERS to use the two fanout arm testNames as keys. The routing sub-tests use a template literal (`routing-${c.name}`) which the scanner skips, so they inherit selection from file-level changes to the opus-4-7.md / routing-injection.ts paths already covered by the fanout entries. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> --------- Co-authored-by: gstack <ship@gstack.dev> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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CHANGELOG.md

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# Changelog
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## [1.6.1.0] - 2026-04-22
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## **Opus 4.7 migration, reviewed. Overlay actually split per model. Routing verified, fanout is still on the list.**
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PR #1117 (initial Opus 4.7 migration) shipped the right idea with quality gaps. A `/plan-ceo-review` + `/plan-eng-review` pair with Codex outside voice surfaced 4 ship blockers and 7 quality gaps. This release lands the fixes and adds the first eval pinned to `claude-opus-4-7` so we stop asserting behavior without measuring it.
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### The numbers that matter
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Source: the `test/skill-e2e-opus-47.test.ts` eval, two cases, 8 assertions, ~$2.50 per full run on `claude-opus-4-7`. Runs are saved under `~/.gstack/projects/garrytan-gstack/evals/`. Review evidence in `~/.gstack/projects/garrytan-gstack/ceo-plans/2026-04-21-pr1117-opus-4-7-ship-review.md`.
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| Surface | Before (#1117 as-shipped) | After (v1.6.1.0) |
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|---|---|---|
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| `model-overlays/claude.md` | Opus-4.7-specific nudges applied to every `claude-*` variant | Split: `claude.md` is model-agnostic, `opus-4-7.md` inherits and adds 4.7 nudges |
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| `ALL_MODEL_NAMES` in `scripts/models.ts` | No `opus-4-7` taxonomy entry | Added; `claude-opus-4-7-*` routes to the new overlay |
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| `scripts/resolvers/utility.ts:372` trailer fallback | Hardcoded `Claude Opus 4.6` | Matches host config, Opus 4.7 default |
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| `generate-routing-injection.ts` policy | Old "ALWAYS invoke, do NOT answer directly" | Matches SKILL.md.tmpl "when in doubt, invoke" |
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| `generate-routing-injection.ts` skill names | Stale `/checkpoint` (renamed three releases ago) | `/context-save` + `/context-restore`, plus `/benchmark`, `/devex-review`, `/qa-only`, `/canary`, `/land-and-deploy`, `/setup-deploy`, `/open-gstack-browser`, `/setup-browser-cookies`, `/learn`, `/plan-tune`, `/health` |
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| Voice example closing | "Want me to ship it?" (trains ship-bypass on a literal 4.7 interpreter) | "Want me to fix it?" (preserves review gates) |
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| `"Fix ALL failing tests"` nudge scope | Unbounded, could touch pre-existing unrelated failures | Bounded to "tests this branch introduced or is responsible for" |
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| `"Batch your questions"` nudge | Silently conflicted with skills that mandate one-at-a-time pacing | Explicit pacing exception; the skill wins |
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| Opus 4.7 eval coverage | 0 tests pinned to `claude-opus-4-7` | 1 eval, 2 cases, `periodic` tier |
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| Eval case | Result |
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|---|---|
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| Routing precision (3 positive + 3 negative prompts) | 3/3 positives route correctly, 0/3 negatives route. TP 100%, FP 0%. Meets thresholds. |
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| Fanout A/B (3-file read, overlay ON vs OFF) | 0 parallel tool calls in first turn on both arms under `claude -p`. Assertion passes trivially, real effect unmeasured. Carried forward as P0 TODO for re-run inside Claude Code's real harness. |
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| Test suite | Before | After |
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|---|---|---|
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| `bun test` failures on clean checkout | 10 (pre-existing flaky timeouts + 2 new golden drifts) | 0 |
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| "no compiled binaries in git" test runtime | ~12.7s, flaky at 5s timeout | 0.9s with `fs.statSync` + mode filter |
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| Parameterized host smoke tests | 7 failing with stale generated output | All green after the overlay split regenerates cleanly |
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### What this means for anyone running gstack on Opus 4.7
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Regenerating with `--model opus-4-7` now gives you a SKILL.md that carries the 4.7-specific nudges (fanout, effort-match, batch questions, literal interpretation), while Sonnet and Haiku users get the model-agnostic overlay without leakage. Routing gets the full skill inventory and a softer fallback so casual prompts like "wtf is this Python syntax" do not accidentally invoke `/investigate`. The fanout claim is honestly labeled "unverified under `claude -p`" with a P0 TODO rather than asserted. Run `bun test test/skill-e2e-opus-47.test.ts` with `EVALS=1` to reproduce the measurement. The full plan file for this remediation lives at `~/.claude/plans/system-instruction-you-are-working-polymorphic-kazoo.md`.
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### Itemized changes
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#### Added
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- New `model-overlays/opus-4-7.md` inheriting from `claude.md` via `{{INHERIT:claude}}`. Holds the four Opus-4.7-specific nudges: Fan out explicitly (with concrete `[Read(a), Read(b), Read(c)]` example), Effort-match the step, Batch your questions (with pacing exception), Literal interpretation awareness (with branch-scope boundary).
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- `opus-4-7` entry in `ALL_MODEL_NAMES` in `scripts/models.ts`. `resolveModel()` routes `claude-opus-4-7-*` to the new overlay, all other `claude-*` variants continue to route to `claude`.
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- `test/skill-e2e-opus-47.test.ts`: first E2E pinned to `claude-opus-4-7`. Two cases (fanout A/B, routing precision), 8 assertions, `periodic` tier. Gated on `EVALS=1`.
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- Regression tests in `test/gen-skill-docs.test.ts` for the new routing shape: asserts slash-prefixed skill references (`/office-hours` not `office-hours`), asserts `/context-save` + `/context-restore` present (guards the stale `/checkpoint` name regression), asserts "when in doubt, invoke" policy present (guards the hard `ALWAYS invoke` regression).
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#### Changed
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- `model-overlays/claude.md` trimmed back to model-agnostic nudges (Todo-list discipline, Think before heavy actions, Dedicated tools over Bash). Opus-4.7-specific content moved to `opus-4-7.md`.
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- `scripts/resolvers/preamble/generate-routing-injection.ts`: aligned with the new SKILL.md.tmpl policy ("when in doubt, invoke"), renamed stale `/checkpoint` references to `/context-save` + `/context-restore`, added 12 missing routes (full skill inventory now covered).
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- `SKILL.md.tmpl` routing section: added the same 12 missing routes; added branch-scope boundary to "Fix ALL failing tests"; added explicit pacing exception to "Batch your questions" so skill workflows win on pacing.
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- `scripts/resolvers/preamble/generate-voice-directive.ts`: voice example closing changed from "Want me to ship it?" to "Want me to fix it?" (preserves review gates on a literal 4.7 interpreter).
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- `scripts/resolvers/utility.ts:372`: co-author trailer fallback `Claude Opus 4.6``Claude Opus 4.7` (the PR updated `hosts/claude.ts` but missed this fallback).
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#### Fixed
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- "No compiled binaries in git" tests in `test/skill-validation.test.ts` rewritten to use `fs.statSync` + mode-100755 filter instead of `xargs -I{} sh -c` per file. 12.7s → 907ms, flaky-at-5s-timeout → green.
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- `test/team-mode.test.ts` setup tests given a 180s budget. `./setup` does a full install + Bun binary build + skill regeneration and takes 60-90s; the 5s default was timing out.
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- Branch rebased on `origin/main` v1.6.0.0 (security wave). VERSION + CHANGELOG follow the branch-scoped discipline in CLAUDE.md: new entry on top of main's 1.6.0.0, no drift.
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#### For contributors
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- Eval infrastructure now supports model-pinned tests. `test/skill-e2e-opus-47.test.ts:mkEvalRoot(suffix, includeOverlay)` is the pattern: installs per-skill SKILL.md under `.claude/skills/`, writes explicit routing CLAUDE.md, optionally inlines the opus-4-7 overlay for A/B arms. `claude -p` does not auto-load SKILL.md content as system context, so the overlay has to be inlined into CLAUDE.md for the A/B to be observable in that harness.
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- New touchfile entries: `fanout: overlay ON emits >= parallel calls...` and `routing precision: positives route, negatives do not` in `test/helpers/touchfiles.ts`, both `periodic`. Only fire when `model-overlays/`, `scripts/models.ts`, `scripts/resolvers/model-overlay.ts`, `SKILL.md.tmpl`, or `scripts/resolvers/preamble/generate-routing-injection.ts` change.
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- Known gap (P0 TODO in `TODOS.md`): verify the fanout nudge under Claude Code's real harness, not `claude -p`. The claim in the overlay is unmeasured until that runs.
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## [1.6.0.0] - 2026-04-21
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## **The token leak in pair-agent sessions is closed by splitting the daemon into two HTTP listeners, not by pretending one port can be two things at once.**

SKILL.md

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## Skill routing
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When the user's request matches an available skill, ALWAYS invoke it using the Skill
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tool as your FIRST action. Do NOT answer directly, do NOT use other tools first.
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The skill has specialized workflows that produce better results than ad-hoc answers.
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When the user's request matches an available skill, invoke it via the Skill tool. The
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skill has multi-step workflows, checklists, and quality gates that produce better
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results than an ad-hoc answer. When in doubt, invoke the skill. A false positive is
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cheaper than a false negative.
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Key routing rules:
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- Product ideas, "is this worth building", brainstorming → invoke office-hours
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- Bugs, errors, "why is this broken", 500 errors → invoke investigate
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- Ship, deploy, push, create PR → invoke ship
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- QA, test the site, find bugs → invoke qa
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- Code review, check my diff → invoke review
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- Update docs after shipping → invoke document-release
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- Weekly retro → invoke retro
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- Design system, brand → invoke design-consultation
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- Visual audit, design polish → invoke design-review
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- Architecture review → invoke plan-eng-review
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- Save progress, checkpoint, resume → invoke checkpoint
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- Code quality, health check → invoke health
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- Product ideas, "is this worth building", brainstorming → invoke /office-hours
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- Strategy, scope, "think bigger", "what should we build" → invoke /plan-ceo-review
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- Architecture, "does this design make sense" → invoke /plan-eng-review
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- Design system, brand, "how should this look" → invoke /design-consultation
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- Design review of a plan → invoke /plan-design-review
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- Developer experience of a plan → invoke /plan-devex-review
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- "Review everything", full review pipeline → invoke /autoplan
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- Bugs, errors, "why is this broken", "wtf", "this doesn't work" → invoke /investigate
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- Test the site, find bugs, "does this work" → invoke /qa (or /qa-only for report only)
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- Code review, check the diff, "look at my changes" → invoke /review
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- Visual polish, design audit, "this looks off" → invoke /design-review
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- Developer experience audit, try onboarding → invoke /devex-review
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- Ship, deploy, create a PR, "send it" → invoke /ship
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- Merge + deploy + verify → invoke /land-and-deploy
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- Configure deployment → invoke /setup-deploy
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- Post-deploy monitoring → invoke /canary
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- Update docs after shipping → invoke /document-release
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- Weekly retro, "how'd we do" → invoke /retro
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- Second opinion, codex review → invoke /codex
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- Safety mode, careful mode, lock it down → invoke /careful or /guard
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- Restrict edits to a directory → invoke /freeze or /unfreeze
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- Upgrade gstack → invoke /gstack-upgrade
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- Save progress, "save my work" → invoke /context-save
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- Resume, restore, "where was I" → invoke /context-restore
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- Security audit, OWASP, "is this secure" → invoke /cso
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- Make a PDF, document, publication → invoke /make-pdf
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- Launch real browser for QA → invoke /open-gstack-browser
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- Import cookies for authenticated testing → invoke /setup-browser-cookies
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- Performance regression, page speed, benchmarks → invoke /benchmark
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- Review what gstack has learned → invoke /learn
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- Tune question sensitivity → invoke /plan-tune
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- Code quality dashboard → invoke /health
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```
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Then commit the change: `git add CLAUDE.md && git commit -m "chore: add gstack skill routing rules to CLAUDE.md"`
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**Routing rules — when you see these patterns, INVOKE the skill via the Skill tool:**
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- User describes a new idea, asks "is this worth building", wants to brainstorm → invoke `/office-hours`
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- User asks about strategy, scope, ambition, "think bigger" → invoke `/plan-ceo-review`
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- User asks to review architecture, lock in the plan → invoke `/plan-eng-review`
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- User asks about design system, brand, visual identity → invoke `/design-consultation`
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- User describes a new idea, asks "is this worth building", brainstorms, pitches a concept → invoke `/office-hours`
495+
- User asks about strategy, scope, ambition, "think bigger", "what should we build" → invoke `/plan-ceo-review`
496+
- User asks to review architecture, lock in the plan, "does this design make sense" → invoke `/plan-eng-review`
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- User asks about design system, brand, visual identity, "how should this look" → invoke `/design-consultation`
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- User asks to review design of a plan → invoke `/plan-design-review`
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- User wants all reviews done automatically → invoke `/autoplan`
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- User reports a bug, error, broken behavior, asks "why is this broken" → invoke `/investigate`
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- User asks to test the site, find bugs, QA → invoke `/qa`
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- User asks to review code, check the diff, pre-landing review → invoke `/review`
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- User asks about visual polish, design audit of a live site → invoke `/design-review`
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- User asks to ship, deploy, push, create a PR → invoke `/ship`
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- User asks about developer experience of a plan, API/CLI/SDK design → invoke `/plan-devex-review`
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- User wants all reviews done automatically, "review everything" → invoke `/autoplan`
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- User reports a bug, error, broken behavior, "why is this broken", "this doesn't work", "wtf", "something's wrong" → invoke `/investigate`
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- User asks to test the site, find bugs, QA, "does this work", "check the deploy" → invoke `/qa`
503+
- User asks to just report bugs without fixing → invoke `/qa-only`
504+
- User asks to review code, check the diff, pre-landing review, "look at my changes" → invoke `/review`
505+
- User asks about visual polish, design audit of a live site, "this looks off" → invoke `/design-review`
506+
- User asks to audit the live developer experience, time-to-hello-world → invoke `/devex-review`
507+
- User asks to ship, deploy, push, create a PR, "let's land this", "send it" → invoke `/ship`
508+
- User asks to merge + deploy + verify as one flow → invoke `/land-and-deploy`
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- User asks to configure deployment for the project → invoke `/setup-deploy`
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- User asks to monitor prod after shipping, post-deploy checks → invoke `/canary`
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- User asks to update docs after shipping → invoke `/document-release`
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- User asks for a weekly retro, what did we ship → invoke `/retro`
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- User asks for a weekly retro, what did we ship, "how'd we do" → invoke `/retro`
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- User asks for a second opinion, codex review → invoke `/codex`
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- User asks for safety mode, careful mode → invoke `/careful` or `/guard`
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- User asks to restrict edits to a directory → invoke `/freeze` or `/unfreeze`
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- User asks to upgrade gstack → invoke `/gstack-upgrade`
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**Do NOT answer the user's question directly when a matching skill exists.** The skill
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provides a structured, multi-step workflow that is always better than an ad-hoc answer.
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Invoke the skill first. If no skill matches, answer directly as usual.
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- User asks to save progress, checkpoint, "save my work" → invoke `/context-save`
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- User asks to resume, restore, "where was I" → invoke `/context-restore`
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- User asks about security, OWASP, vulnerabilities, "is this secure" → invoke `/cso`
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- User asks to make a PDF, document, publication → invoke `/make-pdf`
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- User asks to launch a real browser for QA, "open the browser" → invoke `/open-gstack-browser`
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- User asks to import cookies for authenticated testing → invoke `/setup-browser-cookies`
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- User asks about page speed, performance regression, benchmarks → invoke `/benchmark`
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- User asks what gstack has learned, "show learnings" → invoke `/learn`
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- User asks to tune question sensitivity, "stop asking me that" → invoke `/plan-tune`
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- User asks for code quality dashboard, "health check" → invoke `/health`
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**When in doubt, invoke the skill.** A false positive (invoking a skill that wasn't
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needed) is cheaper than a false negative (answering ad-hoc when a structured workflow
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exists). The skill provides multi-step workflows, checklists, and quality gates that
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always produce better results than an ad-hoc answer. If no skill matches, answer
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directly as usual.
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If the user opts out of suggestions, run `gstack-config set proactive false`.
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If they opt back in, run `gstack-config set proactive true`.

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