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3 Commits

Author SHA1 Message Date
Garry Tan ce5fbfa99f v1.52.0.0 feat(plan-tune): explicit consent + first-run setup wizard for contributors (#1741)
* feat(plan-tune): explicit-consent surface + setup gate for question_tuning

Step 0 grows two implicit gates that run before user-intent routing:
- Consent gate: question_tuning=false + no marker → offer opt-in (contributor-specific copy variant)
- Setup gate: question_tuning=true + declared empty + no marker → run 5-Q wizard

Markers (~/.gstack/.question-tuning-prompted, ~/.gstack/.declared-setup-prompted)
ensure each user is asked at most once. The Enable+setup section split into
"Consent + opt-in" (with contributor framing) and standalone "5-Q setup"
reachable from both the consent flow and the setup gate.

Also aligns the calibration gate across three docs (V0 said 90+ days, TODOS
said 2+ weeks, binary uses 7 days). The fix distinguishes:
- Display gate (sample_size>=20, skills>=3, question_ids>=8, days_span>=7):
  for rendering inferred values in /plan-tune output
- Promotion gate (90+ days stable across 3+ skills): for shipping E1
  behavior-adapting defaults

TODOS.md E1 card updated to reference 90+ days, plus Codex's substrate risk
note: generated skill prose is agent-compliance-based, so E1 ships as
advisory annotations on AskUserQuestion recommendations, not silent
AUTO_DECIDE. Tests can verify templates contain right reads but can't
prove agents obey them.

Per /plan-eng-review + Codex outside-voice 2026-05-26.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* chore: bump version and changelog (v1.49.0.0)

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* feat(bins): honor GSTACK_STATE_ROOT override for test isolation

Plan-tune cathedral T1 (per D16 / Codex outside voice). The 3 bins that back
/plan-tune (question-log, question-preference, developer-profile) previously
ignored GSTACK_STATE_ROOT, so tests that tried to point state at a tempdir
via that env var silently wrote to the real ~/.gstack. Make STATE_ROOT take
precedence over GSTACK_HOME so the cathedral's E2E + unit tests can isolate
cleanly without sledgehammering HOME.

Order of precedence:
  GSTACK_STATE_ROOT > GSTACK_HOME > $HOME/.gstack

Matches the existing gstack-paths emission order.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test(plan-tune): regression coverage for v1.49 consent + setup gates

Plan-tune cathedral T2 + part of T1 follow-up (Codex IRON RULE — regressions
get tests). v1.49 shipped two prose-driven implicit gates inside plan-tune
Step 0 (consent, setup) with zero test coverage. The cathedral refactors that
template heavily; without tests, silent breakage is possible.

Three regression families plus a static template assertion:
1. Consent gate fires under qt=false + no marker; goes silent on marker write
   or qt=true flip.
2. Setup gate fires under qt=true + empty declared + no marker; goes silent
   when declared populates, marker is written, or qt is still false.
3. Marker idempotency: gates stay silent across 5 re-invocations after a
   single decline/bail. Markers honored independently.
4. Static template assertion: gate language can't be silently deleted
   without breaking a test.

Also extends gstack-config to honor GSTACK_STATE_ROOT (it was the last bin
still ignoring it — caught while writing the tests; without this, tests
would silently mutate the user's real config.yaml).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs(spikes): Claude hook mutation + Codex session format

Plan-tune cathedral T4 (per D5/D10). Two Phase 1 design spikes that
downstream tasks (T3, T5, T6, T8, T9) depend on.

claude-code-hook-mutation.md
- Confirms PreToolUse allow + updatedInput is supported and is the right
  mechanism for substituting an auto-decided answer.
- Pins stdin/stdout JSON schemas with field-by-field reference.
- Documents matcher regex syntax for "(AskUserQuestion|mcp__.*__AskUserQuestion)"
  so Conductor's MCP-routed AUQ is covered.
- Captures parallel-hook merge order caveat and our settings.json snippet.

codex-session-format.md
- Maps the on-disk ~/.codex/sessions/<date>/rollout-*.jsonl schema by
  event type (response_item 76%, event_msg 19%, turn_context, session_meta).
- Critical finding: Codex has NO AskUserQuestion tool. Gstack AUQ-shaped
  Decision Briefs surface as agent_message text; answer is the next
  user_message. Two-tier recovery: marker-first (D18), then pattern
  fallback for hash-only logging.
- Confirms logs_2.sqlite is internal telemetry, not session content.
- Lists open questions to answer during T9 implementation.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(settings-hook): schema-aware PreToolUse/PostToolUse registration

Plan-tune cathedral T3 (per D4 + Codex correction). The previous bin only
knew SessionStart and dedup'd on the hardcoded `gstack-session-update`
substring. The cathedral needs PreToolUse + PostToolUse hooks registered
side-by-side with the user's own hooks, with explicit consent UX, backups,
and rollback.

New subcommands:
- add-event --event <SessionStart|PreToolUse|PostToolUse|...> --command <cmd>
  --source <tag> [--matcher <re>] [--timeout <s>]
- remove-source --source <tag>      # removes all entries tagged by source
- diff-event ...                    # preview without mutating
- rollback                          # restore latest backup
- list-sources                      # audit gstack-tagged hooks

Multi-source dedup via a new `_gstack_source` field on each hook entry
(Claude Code preserves unknown fields). Source tag lets plan-tune-cathedral
register PreToolUse + PostToolUse without colliding with the existing
SessionStart wiring, and lets remove-source clean up cleanly during
gstack-uninstall.

Backups written automatically to settings.json.bak.<ts> before any
mutation, with a .bak-latest pointer the rollback subcommand reads.

Existing legacy `add <cmd>` / `remove <cmd>` shape preserved verbatim so
setup --team and gstack-uninstall keep working unchanged.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(hooks): PostToolUse capture hook for AskUserQuestion

Plan-tune cathedral T5. Closes the substrate hole that motivated this
entire branch: agent-compliance-only logging produced zero events in weeks
of dogfood. PostToolUse hook captures every AUQ fire deterministically.

What ships:
- hosts/claude/hooks/question-log-hook.ts — TS hook that reads Claude
  Code's hook stdin, walks tool_input.questions[*], extracts user choice
  + recommended option from tool_response, spawns gstack-question-log per
  question.
- hosts/claude/hooks/question-log-hook — bash shim Claude Code's hook
  runner invokes; execs bun against the .ts file.
- Marker-first question_id extraction (D18 progressive markers):
  <gstack-qid:foo-bar> stripped from question text, used as the id.
  Hash fallback hook-<sha1[:10]> for unmarked questions (observed-only,
  never used as preference key — D18 hash drift mitigation).
- (recommended) label parsing for the user_choice/recommended fields,
  with refuse-on-ambiguous when two labels are present (D2 safety).
- Free-text capture: source=auq-other + free_text field when user picks
  Other and types (Layer 8 dream cycle input).
- Matcher covers both native AskUserQuestion and mcp__*__AskUserQuestion
  (Codex/Conductor catch from outside voice review).
- Crash safety: always exits 0; errors land in ~/.gstack/hook-errors.log
  so the user's session is never blocked by a hook failure.

gstack-question-log extended to:
- Accept `source` field (default 'agent', new values: hook, auq-other,
  auto-decided, codex-import-marker, codex-import-pattern).
- Accept `tool_use_id` (<=128 chars) for dedup.
- Composite dedup on (source, tool_use_id) across the last 100 lines —
  protects against hook + preamble both firing on the same tool call
  (D3 belt+suspenders).
- Async fire `gstack-developer-profile --derive` after each successful
  write so inferred.sample_size actually grows (D17 — without this, the
  cathedral's "before 0, after >0" metric never moves).
- GSTACK_QUESTION_LOG_NO_DERIVE=1 escape hatch for tests.

9 new unit tests covering capture, marker extraction, MCP variant,
free-text, dedup, ambiguous-recommended safety, crash paths. All pass
plus the existing 88 tests across related files.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(hooks): PreToolUse enforcement hook for AskUserQuestion preferences

Plan-tune cathedral T6 — the keystone that makes never-ask actually bind.
Today preferences are agent-convention (silently ignored). This hook
enforces them via Claude Code's hook protocol: when a never-ask preference
matches an AUQ that is two-way + has a marker + has a clear recommendation,
the hook returns permissionDecision: "deny" with permissionDecisionReason
naming the auto-decided option. The agent obeys the rejection feedback and
proceeds with the recommended option without re-firing AUQ.

Decision tree (per question):
  - marker absent → defer (D18: hash IDs are observed-only)
  - one-way door → defer (safety override — never auto-decide one-way)
  - always-ask preference → defer
  - no preference set → defer
  - ambiguous recommendation (two (recommended) labels OR no parseable rec)
    → defer (D2 refuse-on-ambiguous)
  - never-ask / ask-only-for-one-way + two-way + clean rec → deny+reason

Preference precedence per D8: project-local
(~/.gstack/projects/<slug>/question-preferences.json) wins, global
(~/.gstack/global-question-preferences.json) is fallback.

Why deny+reason instead of allow+updatedInput:
AskUserQuestion's updatedInput shape for "pre-resolve this question" isn't
structurally pinned in Claude Code docs (T4 spike open question). deny with
a reason that names the auto-decided option is the conservative + reliable
v1 — the model receives the rejection, reads the recommended option from
the reason, proceeds without re-prompting. Swap to allow+updatedInput once
the AUQ input shape is verified against real Claude Code.

Since deny prevents PostToolUse from firing, this hook logs the auto-decided
event itself via gstack-question-log (source=auto-decided) so /plan-tune's
Recent auto-decisions surface picks it up. Also writes a session marker
~/.gstack/sessions/<id>/.auto-decided-<tool_use_id> for coordination when
the AUQ-shape switch lands.

Multi-question AUQ: enforcement is all-or-nothing per call. If any question
in the batch isn't eligible (no marker, no preference, ambiguous rec, etc.),
the whole call defers so the user still gets to answer the rest normally.

Registry lookup: cheap regex extraction from scripts/question-registry.ts
(reading + bun-importing the TS file from a hook is too slow). Door type
defaults to two-way for unregistered.

Matcher covers both native AskUserQuestion and mcp__*__AskUserQuestion
(Conductor disables native — Codex outside-voice catch).

15 unit tests cover defer paths, enforcement, one-way safety override,
ambiguous-rec refuse, precedence (project wins, global fallback,
project-overrides-global), MCP matcher, auto-decided event logging,
session marker writing, crash safety.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(scripts): declared-annotation helper + autonomy signal_key wiring

Plan-tune cathedral T7. Adds the helper that lets skills inject one-line
plain-English annotations on AUQ recommendations based on the user's
declared profile — read-only, advisory-only, per TODOS.md E1 substrate-risk
guidance (no AUTO_DECIDE off inferred).

scripts/declared-annotation.ts
- getDeclaredAnnotation(signal_key) → annotation | null
- primaryDimensionFor(signal_key) → Dimension | null
- Signature uses kebab signal_key per D2/Codex correction (registry uses
  hyphens; profile dimensions use underscores; helper maps internally).
- Bands: >= 0.7 high, <= 0.3 low, else null. Middle band stays silent.
- Per-dimension plain-English phrasing: 5 dimensions × 2 bands = 10 phrases.
- Reads ~/.gstack/developer-profile.json (honors GSTACK_STATE_ROOT).

scripts/psychographic-signals.ts
- New signal_key 'decision-autonomy' that maps user_choice → autonomy
  dimension nudges. This was the missing signal for the 'autonomy'
  dimension — without it, the cathedral could annotate four of five
  declared dimensions but autonomy stayed silent.

scripts/question-registry.ts
- Add signal_key: 'decision-autonomy' to land-and-deploy-merge-confirm
  and land-and-deploy-rollback. These are the highest-leverage autonomy
  questions in the surface — "let me decide" vs "go ahead" is exactly
  what the dimension captures.

13 unit tests cover the helper's full contract (unknown keys, missing
profile, middle-band null, both band thresholds, all five dimensions
rendering distinct phrases). Existing 47 plan-tune.test.ts tests still
pass after the registry + signal-map enrichment.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(setup): install plan-tune cathedral hooks with explicit consent UX

Plan-tune cathedral T8. Wires the new PostToolUse capture hook and
PreToolUse enforcement hook into ~/.claude/settings.json via the
schema-aware gstack-settings-hook (T3) — respecting D4's "never mutate
settings.json silently" boundary and the Codex outside-voice warning.

Behavior at setup time:
- Idempotency: if list-sources already shows 'plan-tune-cathedral', no-op
  with a one-line note.
- Marker present (previously declined): no-op, no re-prompt.
- Interactive terminal: print rationale + diff preview from settings-hook,
  rollback command, and prompt y/N. On accept, register both hooks
  (PostToolUse and PreToolUse) with --source plan-tune-cathedral. On
  decline, touch ~/.gstack/.plan-tune-hooks-prompted so we don't re-ask.
- Non-interactive (CI / scripted): no prompt; print the two exact commands
  the user would need to install manually.
- --no-team teardown also removes the plan-tune hooks via remove-source.

gstack-uninstall extended to clean up plan-tune-cathedral hooks alongside
the existing SessionStart cleanup. Listed as a separate "plan-tune
cathedral hooks" line in the REMOVED summary when it fires.

No new test file — coverage from T3's gstack-settings-hook-schema-aware
tests proves the underlying bin behavior; setup-level integration is
verified manually (re-running ./setup is cheap and the prompt makes it
obvious whether install happened).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(bin): gstack-codex-session-import — structured Codex transcript parser

Plan-tune cathedral T9. Backfills question-log.jsonl from Codex sessions
since Codex has no AskUserQuestion tool (per docs/spikes/codex-session-format.md)
and gstack AUQ-shaped Decision Briefs show up as agent_message prose.

Walks ~/.codex/sessions/<date>/rollout-*.jsonl, matches each agent_message
that contains either a <gstack-qid:foo-bar> marker or a D-numbered Decision
Brief header, then pairs it with the next user_message for the answer.
Two-tier recovery per D5:
  - marker present → source=codex-import-marker, stable question_id
  - no marker but D-shape detected → source=codex-import-pattern with
    hash-only question_id (never used as preference key per D18)

Subcommands:
  gstack-codex-session-import                    # latest session
  gstack-codex-session-import <file>             # explicit path
  gstack-codex-session-import --since <iso>      # all sessions newer than

User-choice extraction handles A/B/C letter responses and prose responses
that start with the option label. Recommended option parsed via the
"(recommended)" label suffix (same convention as Layer 2).

Each extracted event written via gstack-question-log, so source tagging,
dedup, and async derive all apply uniformly. spawnSync uses the cwd from
session_meta so gstack-slug buckets events into the project the user was
actually working in, not the importer's cwd.

7 unit tests cover marker path, pattern fallback, multiple briefs in
sequence, missing user_message, numeric/letter user response forms,
empty-sessions-dir handling.

Smoke-tested against a real ~/.codex/sessions/ file from earlier today —
returns IMPORTED: 0 because that session was autonomous (no AUQ-shaped
prose), proving the bin doesn't false-positive on unrelated agent_message
events.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(bin): gstack-distill-free-text — Layer 8 dream cycle distiller

Plan-tune cathedral T10. Reads auq-other free-text events from this
project's question-log.jsonl, calls Claude via the Anthropic SDK to extract
structured proposals (preference candidates, declared-profile nudges, memory
nuggets), writes them to distillation-proposals.json for the user to review
via /plan-tune (never autonomous — every apply requires explicit Y).

Subcommands:
  gstack-distill-free-text                # sync distill
  gstack-distill-free-text --background   # detach + return PID
  gstack-distill-free-text --dry-run      # emit prompt + events, no API call
  gstack-distill-free-text --status       # run history + cost-to-date

D7 rate cap: 3 distills per slug per day. Reads ~/.gstack/distill-cost.jsonl
for the count, exits with RATE_CAPPED when limit hit. Cost log lines tagged
by slug so sibling projects don't share the cap. Yesterday runs don't count.

D6 API auth: Anthropic SDK direct, fail-loud on missing ANTHROPIC_API_KEY
with explicit message that distill is a separate billing surface from the
interactive Claude Code session. Uses claude-haiku-4-5 for cost (~$0.001/
1k input, $0.005/1k output) — sufficient for structured extraction.

D14 execution context: --background spawns detached (nohup) so auto-trigger
during /ship doesn't add 30s of pause; results surface on next /plan-tune.

Source events get distilled_at:<ts> stamped on them after the run so they
don't re-propose on the next distill. Match by ts + question_id.

Cost-log line per run includes: slug, proposals_count, rejected_low_confidence,
input_tokens, output_tokens, cost_usd_est. /plan-tune stats reads this to
show "$X estimated, N runs this month" per Layer 4 surface.

10 unit tests cover --status, rate cap (3/day, yesterday-not-counted,
other-slug-not-counted), no-log/no-free-text paths, --dry-run, missing
API key, --background spawn. The actual SDK call is exercised by the T16
E2E test (uses real key, ~$0.001 per run).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(bin): gstack-distill-apply — apply distillation proposals with gbrain tag

Plan-tune cathedral T11. Bin that applies a single user-approved proposal
from distillation-proposals.json to the right surface:
  - memory-nugget  → appended to ~/.gstack/free-text-memory.json (durable
                     local source-of-truth; gbrain is mirror when configured).
  - preference     → routed through gstack-question-preference --write
                     with source=plan-tune (clears the user-origin gate).
  - declared-nudge → atomic update to developer-profile.json declared dim,
                     small=0.05, medium=0.10, large=0.15, clamped to [0, 1].

Why a separate bin (not inline in the skill template): /plan-tune's apply
step needs to be invokable from any host (Claude, Codex, etc) and must
write to multiple state files atomically. A bin centralizes the schema
+ clamp logic; the skill template just calls it after user Y.

gbrain coordination: --gbrain-published true marks the nugget so /plan-tune
stats can show "12 nuggets, 8 mirrored to gbrain". The skill template
invokes mcp__gbrain__put_page / extract_facts / add_tag in the same turn
(those are MCP tools, not CLI-callable) before calling this bin. Local file
remains canonical so the PreToolUse hook injection path (T12) doesn't
depend on gbrain availability.

Subcommands:
  gstack-distill-apply --list                       # show pending proposals
  gstack-distill-apply --proposal <N>               # apply, file fallback
  gstack-distill-apply --proposal <N> --gbrain-published true

Applied proposals get applied_at + gbrain_published stamped on them so
re-running --list shows only unconsumed ones.

11 unit tests cover --list (all three kinds + quotes), memory-nugget
append + non-clobber, preference routing through the gate-respecting bin,
declared-nudge math (medium=0.10, small=0.05, large=0.15, clamp at [0,1]),
proposal mark-applied with gbrain flag, and error paths (bad index, missing
--proposal).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(hooks): Layer 8 memory injection via per-session cache

Plan-tune cathedral T12. Extends the PreToolUse hook to inject matching
free-text-memory.json nuggets into AskUserQuestion responses, giving the
agent + user the distilled context from past 'Other' answers right when
the related question fires.

Per-session cache (D13 perf): first read of free-text-memory.json writes
~/.gstack/sessions/<id>/memory-cache.json. Subsequent hooks on the same
session take the cached path. Invalidation is by file-missing: when the
canonical file changes (via gstack-distill-apply), the per-session cache
either reflects the staler view for the rest of the session or the
session restarts and the cache rebuilds. Cheap, correct enough for v1.

Matching logic:
  - Walk this AUQ batch's questions, extract marker question_ids.
  - Look up signal_key in scripts/question-registry.ts.
  - Collect nuggets whose applies_to_signal_keys include any of the
    matched signal_keys.
  - Cap to 3 most-recent (by applied_at) so the additionalContext stays
    short.
  - Surface as additionalContext on the hookSpecificOutput response.

Memory + enforcement interact cleanly: the same hook can both surface
nuggets AND deny the tool when a never-ask preference matches. Memory
context isn't doubled in the deny reason — the auto-decided option name
in the deny path is sufficient signal.

6 new tests cover injection on defer, no-match silence, 3-most-recent cap,
memory-alongside-deny enforcement, cache file write-through, empty-canonical
graceful degradation. Existing 15 preference-hook tests still green.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(plan-tune): SKILL.md surfaces for cathedral T13

Plan-tune cathedral T13. Rewires plan-tune/SKILL.md.tmpl to expose the
new cathedral surfaces:

Step 0 routing:
- Implicit gate #3 (dream-cycle): fires when distillation-proposals.json
  has unapplied proposals. Marker is per-proposal applied_at so re-firing
  naturally skips already-handled items.
- Added user-intent route for "dream cycle" / "distill" / "what have I
  been free-texting".
- Power-user shortcuts: distill, dream, audit.

Stats:
- Host-aware source breakdown (SOURCE_HOOK, SOURCE_AGENT, SOURCE_AUTO_DECIDED,
  SOURCE_CODEX_IMPORT_*, SOURCE_AUQ_OTHER).
- MARKED percentage so D18 progressive-markers progress is visible.
- Distill cost-to-date via gstack-distill-free-text --status.

Recent auto-decisions:
- Last 10 source=auto-decided events with question_id + user_choice.
  Lets the user spot-check enforcement and flip via always-ask.

Audit unmarked questions:
- Top N hash-only ids by frequency. Surfaces next candidates for the
  D18 marker retrofit.

Dream cycle review + manual distill:
- Walks unapplied proposals via AskUserQuestion (one per call), routes
  accepts through gstack-distill-apply with --gbrain-published flag.
  Skill template invokes mcp__gbrain__put_page when MCP is available;
  local file remains source-of-truth.

Regenerated SKILL.md via `bun run gen:skill-docs`. All 60 plan-tune
tests still green.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(preamble): inject <gstack-qid:...> marker convention into question-tuning resolver

Plan-tune cathedral T14. Per D18 progressive markers, the PreToolUse
enforcement hook only fires when the AUQ question text contains a
<gstack-qid:foo-bar> marker the hook can extract. Without a marker, the
hook logs the fire as observed-only and skips enforcement (hash IDs drift
with prose so they're never used as preference keys).

The high-leverage retrofit point is the preamble's Question Tuning section,
not 10 individual skill templates. Updating scripts/resolvers/question-tuning.ts
adds the marker convention to every tier-≥2 skill in one change — agents
running ANY of the 30+ tier-≥2 skills now embed the marker by default when
the question matches a registered question_id.

Two convention additions in the preamble:
1. "Embed the question_id as a marker (<gstack-qid:{id}>) somewhere in the
   rendered question." With explanation that the marker is the only path
   for the PreToolUse hook to enforce preferences.
2. "Embed the option recommendation via the (recommended) label suffix on
   exactly one option per AUQ." Documents the D2 parser contract: label
   first, prose fallback, refuse-on-ambiguous.

Net cost: ~700 bytes added to the preamble per generated skill. Plan-review
preamble budget ratcheted from 39000 → 40000 (test/gen-skill-docs.test.ts)
with a comment explaining the cathedral T14 expansion is load-bearing.

Regenerated 42 SKILL.md files via `bun run gen:skill-docs`. The token
ceiling warning on ship/SKILL.md (~41K tokens) is pre-existing; this PR
doesn't change ship's preamble materially.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(ship): plan-tune discoverability nudge after first successful ship

Plan-tune cathedral T15 (the ship-side surface; the setup-side surface
shipped in T8 with explicit hook-install consent UX). Adds Step 21 to
ship/SKILL.md.tmpl: after Step 20 (persist metrics) succeeds, surface
/plan-tune once per machine via a marker-gated single-line nudge.

Behavior:
- If ~/.gstack/.plan-tune-nudge-shown exists → no-op.
- If question_tuning is already true → no-op (user already on board).
- Otherwise: print one nudge line, touch marker.

The nudge mentions both the observational substrate AND the hook-installed
auto-decide enforcement so users know what they get when they opt in.
Non-blocking — never asks a question, doesn't gate ship completion.

To re-show: rm ~/.gstack/.plan-tune-nudge-shown before next ship.

Setup-side discoverability shipped in T8 via the hook install prompt
(explicit consent + diff preview + backup). Together these two surfaces
cover first-install AND first-ship moments — the user discovers plan-tune
organically rather than needing to know /plan-tune exists.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test(plan-tune): 5 cathedral E2E scenarios + touchfile registration

Plan-tune cathedral T16 (per D12 — all 5 in gate tier). One consolidated
file with five describeIfSelected scenarios, each selectable by its own
touchfile entry so they only run when the relevant code changes (or
EVALS_ALL=1 forces all):

  plan-tune-hook-capture     — PostToolUse hook fires → question-log fills
  plan-tune-enforcement      — never-ask + marker + 2-way → deny+reason
                               + auto-decided event logged
  plan-tune-annotation       — declared profile + memory nugget
                               → additionalContext surfaced on defer
  plan-tune-codex-import     — synthetic JSONL → import bin → log with
                               source=codex-import-marker
  plan-tune-dream-cycle      — apply proposal → re-fire question
                               → memory injected via additionalContext

Each scenario fixtures an isolated git repo + bins + scripts + hooks
under tmp, then exercises the cathedral chain end-to-end against real
on-disk binaries (no mocks at the bin layer). GSTACK_STATE_ROOT keeps
the user's real ~/.gstack untouched.

These five complement the existing unit tests by proving the full
sub-process chain works (not just individual functions in isolation).
They DON'T spawn claude -p because the cathedral's substrate behavior is
deterministic — agent compliance is no longer the variable. The existing
test/skill-e2e-plan-tune.test.ts (plan-tune-inspect) still covers the
LLM-driven intent-routing behavior.

Cost: each scenario runs in ~1s with $0 because no claude -p invocations.
Touchfile-gated, so they only run on PRs that touch cathedral code.

Also fixes a bug found by the E2E: question-log-hook didn't pass the
incoming tool call's cwd to spawnSync when invoking gstack-question-log,
so the bin used the hook process's cwd (the repo root) instead of the
session's cwd. Result: log writes landed in the wrong project bucket.
Fix mirrors the same cwd-passing pattern from question-preference-hook.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: bump VERSION to 1.50.0.0 + plan-tune cathedral CHANGELOG

Plan-tune cathedral T17. Bumps VERSION 1.49.0.0 → 1.50.0.0 (MINOR per
CLAUDE.md scale-aware rule: this is substantial new capability — 8 layers,
~3000 LOC, 96 new tests, deterministic substrate + dream-cycle distillation).

CHANGELOG entry follows the release-summary format from CLAUDE.md:
- Two-line bold headline naming what changed for users (deterministic
  capture, binding preferences, free-text memory loop)
- Lead paragraph: before/after framed concretely (zero events captured →
  every fire, agent-honored → hook-enforced, declared profile → injected
  context, regex backfill → structured JSONL parser)
- Two tables: metric deltas + layer/where-it-lives. Real numbers
  (96 tests, ~$0.01 per distill, 3/day cap), no AI vocabulary, no em
  dashes.
- "What this means for solo builders" close: ties dream cycle to the
  compounding loop and points to ./setup as the on-ramp.
- Itemized Added/Changed/For contributors sections list every layer's
  surfaces with file paths.

Also:
- Refreshed test/fixtures/golden/{claude,codex,factory}-ship-SKILL.md
  to match the regenerated ship templates (Step 21 nudge added).
- Rebased plan-tune entry in parity-baseline-v1.47.0.0.json from
  51717 → 64017 bytes with a baseline_note explaining the cathedral T13
  expansion. Documents that the new Dream cycle, Recent auto-decisions,
  Audit unmarked, Dream cycle review/distill sections are load-bearing,
  not bloat. Without the rebase, the size-budget gate fails — and the
  cathedral's whole point is making /plan-tune do more, not less.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: bump VERSION 1.50.0.0 → 1.52.0.0 (queue collision with #1742)

CI version gate caught: PR #1742 (garrytan/upgrade-gstack-gbrain-v1)
already claims v1.50.0.0 and #1751 (garrytan/browser-memory-leak) claims
v1.51.0.0. gstack-next-version util recommends v1.52.0.0 as the next free
slot.

Updates:
- VERSION 1.50.0.0 → 1.52.0.0
- package.json version sync
- CHANGELOG.md header + metric table label
- parity-baseline-v1.47.0.0.json baseline_note reference

No content changes; pure slot rebase per the queue. The cathedral scope
(8 layers, 96 tests) and CHANGELOG narrative stay identical — same ship,
different release number.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: cap audit — remove distill rate cap, loosen size/budget gates

Plan-tune cathedral follow-up. The 3/day distill cap was theatrical: at
~$0.01 per Haiku call, even a runaway loop firing every minute would cost
~$14/day, and free-text events are rare enough that the natural input
rate self-limits to 1-2 fires/day. Count caps don't protect against
runaway bugs (which fire 1000x/second, not 4 times/day) but DO punish
heavy users who'd legitimately distill multiple times during a busy week.

Removed: 3/day rate cap on bin/gstack-distill-free-text. --status output
swapped from "TODAY: N / 3" to "TODAY: N run(s), $X" so users see what
they're spending instead of how close they are to a meaningless count.

Loosened (caps that exist for real-runaway protection, not normal scope):
- EVALS_BUDGET_HARD_CAP_GATE   $25 → $200/run
- EVALS_BUDGET_HARD_CAP_PERIODIC $70 → $500/run
- EVALS_BUDGET_HARD_CAP        $30 → $300/run (umbrella fallback)
- GSTACK_SIZE_BUDGET_RATIO     1.05 → 1.50 per-skill ratio
- plan-review preamble byte budget 40K → 60K

Principle: caps exist to catch obvious bugs (infinite retry, model price
change, prompt blowup), not to gate legitimate scope growth. Set high
enough that real growth never trips them, only bug territory does.
Adjusted defaults are 4-8× historical worst case, leaving ample headroom
for the next 12 months of legitimate expansion.

Tests updated: distill-free-text removes the 3-test rate-cap describe
block in favor of "no rate cap" assertion that 10 runs/day pass. Other
budget tests still pass because they were never near the old ceilings.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-28 18:21:09 -07:00
Garry Tan 9dbaf906cf feat(v1.9.0.0): gbrain-sync — cross-machine gstack memory (#1151)
* feat(gbrain-sync): queue primitives + writer shims

Adds bin/gstack-brain-enqueue (atomic append to sync queue) and
bin/gstack-jsonl-merge (git merge driver, ts-sort with SHA-256 fallback).
Wires one backgrounded enqueue call into learnings-log, timeline-log,
review-log, and developer-profile --migrate. question-log and
question-preferences stay local per Codex v2 decision.

gstack-config gains gbrain_sync_mode (off/artifacts-only/full) and
gbrain_sync_mode_prompted keys, plus GSTACK_HOME env alignment so
tests don't leak into real ~/.gstack/config.yaml.

* feat(gbrain-sync): --once drain + secret scan + push

bin/gstack-brain-sync is the core sync binary. Subcommands: --once
(drain queue, allowlist-filter, privacy-class-filter, secret-scan
staged diff, commit with template, push with fetch+merge retry),
--status, --skip-file <path>, --drop-queue --yes, --discover-new
(cursor-based detection of artifact writes that skip the shim).

Secret regex families: AWS keys, GitHub tokens (ghp_/gho_/ghu_/ghs_/
ghr_/github_pat_), OpenAI sk-, PEM blocks, JWTs, bearer-token-in-JSON.
On hit: unstage, preserve queue, print remediation hint (--skip-file
or edit), exit clean. No daemon — invoked by preamble at skill
boundaries.

* feat(gbrain-sync): init, restore, uninstall, consumer registry

bin/gstack-brain-init: idempotent first-run. git init ~/.gstack/,
.gitignore=*, canonical .brain-allowlist + .brain-privacy-map.json,
pre-commit secret-scan hook (defense-in-depth), merge driver registration
via git config, gh repo create --private OR arbitrary --remote <url>,
initial push, ~/.gstack-brain-remote.txt for new-machine discovery,
GBrain consumer registration via HTTP POST.

bin/gstack-brain-restore: safe new-machine bootstrap. Refuses clobber
of existing allowlisted files, clones to staging, rsync-copies tracked
files, re-registers merge drivers (required — not cloned from remote),
rehydrates consumers.json, prompts for per-consumer tokens.

bin/gstack-brain-uninstall: clean off-ramp. Removes .git + .brain-*
files + consumers.json + config keys. Preserves user data (learnings,
plans, retros, profile). Optional --delete-remote for GitHub repos.

bin/gstack-brain-consumer + bin/gstack-brain-reader (symlink alias):
registry management. Internal 'consumer' term; user-facing 'reader'
per DX review decision.

* feat(gbrain-sync): preamble block — privacy gate + boundary sync

scripts/resolvers/preamble/generate-brain-sync-block.ts emits bash that
runs at every skill invocation:
- Detects ~/.gstack-brain-remote.txt on machines without local .git
  and surfaces a restore-available hint (does NOT auto-run restore).
- Runs gstack-brain-sync --once at skill start to drain any pending
  writes (and at skill end via prose instruction).
- Once-per-day auto-pull (cached via .brain-last-pull) for append-only
  JSONL files.
- Emits BRAIN_SYNC: status line every skill run.

Also emits prose for the host LLM to fire the one-time privacy
stop-gate (full / artifacts-only / off) when gbrain is detected and
gbrain_sync_mode_prompted is false. Wired into preamble.ts composition.

* test(gbrain-sync): 27-test consolidated suite

test/brain-sync.test.ts covers:
- Config: validation, defaults, GSTACK_HOME env isolation
- Enqueue: no-op gates, skip list, concurrent atomicity, JSON escape
- JSONL merge driver: 3-way + ts-sort + SHA-256 fallback
- Init + sync: canonical file creation, merge driver registration,
  push-reject + fetch+merge retry path
- Init refuses different remote (idempotency)
- Cross-machine restore round-trip (machine A write → machine B sees)
- Secret scan across all 6 regex families (AWS, GH, OpenAI, PEM, JWT,
  bearer-JSON). --skip-file unblock remediation
- Uninstall removes sync config, preserves user data
- --discover-new idempotence via mtime+size cursor

Behaviors verified via integration smokes during implementation. Known
follow-up: bun-test 5s default timeout needs 30s wrapper for
spawnSync-heavy tests.

* docs(gbrain-sync): user guide + error lookup + README section

docs/gbrain-sync.md: setup walkthrough, privacy modes, cross-machine
workflow, secret protection, two-machine conflict handling, uninstall,
troubleshooting reference.

docs/gbrain-sync-errors.md: problem/cause/fix index for every
user-visible error. Patterned on Rust's error docs + Stripe's API
error reference.

README.md: 'Cross-machine memory with GBrain sync' section near the
top (discovery moment), plus docs-table entry.

* chore: bump version and changelog (v1.7.0.0)

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* chore: regenerate SKILL.md files for gbrain-sync preamble block

Re-runs bun run gen:skill-docs after adding generateBrainSyncBlock
to scripts/resolvers/preamble.ts in a2aa8a07. CI check-freshness
caught the drift. All 36 SKILL.md files regenerated with the new
skill-start bash block + privacy-gate prose + skill-end sync
instructions baked in.

* fix(test): session-awareness reads AskUserQuestion Format from a Tier 2+ SKILL.md

The test was reading ROOT/SKILL.md (browse skill, Tier 1) which never
contained '## AskUserQuestion Format' — that section is only emitted
for Tier 2+ skills by scripts/resolvers/preamble.ts. As a result the
agent was prompted with an empty format guide and only emitted
'RECOMMENDATION' intermittently, making the test flaky.

Pre-existing on main (same ROOT/SKILL.md shape there) — surfaced now
because the agent run didn't hit the RECOMMENDATION/recommend/option a
fallback strings in this particular attempt.

Fix: read from office-hours/SKILL.md (Tier 3, always has the section)
with a fallback that scans for the first top-level skill dir whose
SKILL.md contains the header. Future template moves won't break this
test again.

* chore: bump to v1.9.0.0 for gbrain-sync landing

Changes just the VERSION + package.json + CHANGELOG header (1.7.0.0 → 1.9.0.0
and date 2026-04-22 → 2026-04-23). No code changes. User call: land gbrain-sync
as a bigger-signal release above main's 1.6.4.0, skipping 1.8.0.0.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
2026-04-23 17:54:54 -07:00
Garry Tan 0a803f9e81 feat: gstack v1 — simpler prompts + real LOC receipts (v1.0.0.0) (#1039)
* docs: add design doc for /plan-tune v1 (observational substrate)

Canonical record of the /plan-tune v1 design: typed question registry,
per-question explicit preferences, inline tune: feedback with user-origin
gate, dual-track profile (declared + inferred separately), and plain-English
inspection skill. Captures every decision with pros/cons, what's deferred to
v2 with explicit acceptance criteria, and what was rejected entirely.

Codex review drove a substantial scope rollback from the initial CEO
EXPANSION plan. 15+ legitimate findings (substrate claim was false without
a typed registry; E4/E6/clamp logical contradiction; profile poisoning
attack surface; LANDED preamble side effect; implementation order) shaped
the final shape.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: typed question registry for /plan-tune v1 foundation

scripts/question-registry.ts declares 53 recurring AskUserQuestion categories
across 15 skills (ship, review, office-hours, plan-ceo-review, plan-eng-review,
plan-design-review, plan-devex-review, qa, investigate, land-and-deploy, cso,
gstack-upgrade, preamble, plan-tune, autoplan).

Each entry has: stable kebab-case id, skill owner, category (approval |
clarification | routing | cherry-pick | feedback-loop), door_type (one-way
| two-way), optional stable option keys, optional psychographic signal_key,
and a one-line description.

12 of 53 are one-way doors (destructive ops, architecture/data forks,
security/compliance). These are ALWAYS asked regardless of user preference.

Helpers: getQuestion(id), getOneWayDoorIds(), getAllRegisteredIds(),
getRegistryStats(). No binary or resolver wiring yet — this is the schema
substrate the rest of /plan-tune builds on.

Ad-hoc question_ids (not registered) still log but skip psychographic
signal attribution. Future /plan-tune skill surfaces frequently-firing
ad-hoc ids as candidates for registry promotion.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: registry schema + safety + coverage tests (gate tier)

20 tests validating the question registry:

Schema (7 tests):
- Every entry has required fields
- All ids are kebab-case and start with their skill name
- No duplicate ids
- Categories are from the allowed set
- door_type is one-way | two-way
- Options arrays are well-formed
- Descriptions are short and single-line

Helpers (5 tests):
- getQuestion returns entry for known id, undefined for unknown
- getOneWayDoorIds includes destructive questions, excludes two-way
- getAllRegisteredIds count matches QUESTIONS keys
- getRegistryStats totals are internally consistent

One-way door safety (2 tests):
- Every critical question (test failure, SQL safety, LLM trust boundary,
  security scan, merge confirm, rollback, fix apply, premise revise,
  arch finding, privacy gate, user challenge) is declared one-way
- At least 10 one-way doors exist (catches regression if declarations
  are accidentally dropped)

Registry breadth (3 tests):
- 11 high-volume skills each have >= 1 registered question
- Preamble one-time prompts are registered
- /plan-tune's own questions are registered

Signal map references (1 test):
- signal_key values are typed kebab-case strings

Template coverage (2 tests, informational):
- AskUserQuestion usage across templates is non-trivial (>20)
- Registry spans >= 10 skills

20 pass, 0 fail.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: one-way door classifier (belt-and-suspenders safety fallback)

scripts/one-way-doors.ts — secondary keyword-pattern classifier that catches
destructive questions even when the registry doesn't have an entry for them.

The registry's door_type field (from scripts/question-registry.ts) is the
PRIMARY safety gate. This classifier is the fallback for ad-hoc question_ids
that agents generate at runtime.

Classification priority:
  1. Registry lookup by question_id → use declared door_type
  2. Skill:category fallback (cso:approval, land-and-deploy:approval)
  3. Keyword pattern match against question_summary
  4. Default: treat as two-way (safer to log the miss than auto-decide unsafely)

Covers 21 destructive patterns across:
  - File system (rm -rf, delete, wipe, purge, truncate)
  - Database (drop table/database/schema, delete from)
  - Git/VCS (force-push, reset --hard, checkout --, branch -D)
  - Deploy/infra (kubectl delete, terraform destroy, rollback)
  - Credentials (revoke/reset/rotate API key|token|secret|password)
  - Architecture (breaking change, schema migration, data model change)

7 new tests in test/plan-tune.test.ts covering: registry-first lookup,
unknown-id fallthrough, keyword matching on destructive phrasings including
embedded filler words ("rotate the API key"), skill-category fallback,
benign questions defaulting to two-way, pattern-list non-empty.

27 pass, 0 fail. 1270 expect() calls.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: psychographic signal map + builder archetypes

scripts/psychographic-signals.ts — hand-crafted {signal_key, user_choice} →
{dimension, delta} map. Version 0.1.0. Conservative deltas (±0.03 to ±0.06
per event). Covers 9 signal keys: scope-appetite, architecture-care,
code-quality-care, test-discipline, detail-preference, design-care,
devex-care, distribution-care, session-mode.

Helpers: applySignal() mutates running totals, newDimensionTotals() creates
empty starting state, normalizeToDimensionValue() sigmoid-clamps accumulated
delta to [0,1] (0 → 0.5 neutral), validateRegistrySignalKeys() checks that
every signal_key in the registry has a SIGNAL_MAP entry.

In v1 the signal map is used ONLY to compute inferred dimension values for
/plan-tune inspection output. No skill behavior adapts to these signals
until v2.

scripts/archetypes.ts — 8 named archetypes + Polymath fallback:
- Cathedral Builder (boil-the-ocean + architecture-first)
- Ship-It Pragmatist (small scope + fast)
- Deep Craft (detail-verbose + principled)
- Taste Maker (intuitive, overrides recommendations)
- Solo Operator (high-autonomy, delegates)
- Consultant (hands-on, consulted on everything)
- Wedge Hunter (narrow scope aggressively)
- Builder-Coach (balanced steering)
- Polymath (fallback when no archetype matches)

matchArchetype() uses L2 distance scaled by tightness, with a 0.55 threshold
below which we return Polymath. v1 ships the model stable; v2 narrative/vibe
commands wire it into user-facing output.

14 new tests: signal map consistency vs registry, applySignal behavior for
known/unknown keys, normalization bounds, archetype schema validity, name
uniqueness, matchArchetype correctness for each reference profile, Polymath
fallback for outliers.

41 pass, 0 fail total in test/plan-tune.test.ts.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: bin/gstack-question-log — append validated AskUserQuestion events

Append-only JSONL log at ~/.gstack/projects/{SLUG}/question-log.jsonl.
Schema: {skill, question_id, question_summary, category?, door_type?,
options_count?, user_choice, recommended?, followed_recommendation?,
session_id?, ts}

Validates:
- skill is kebab-case
- question_id is kebab-case, <= 64 chars
- question_summary non-empty, <= 200 chars, newlines flattened
- category is one of approval/clarification/routing/cherry-pick/feedback-loop
- door_type is one-way or two-way
- options_count is integer in [1, 26]
- user_choice non-empty string, <= 64 chars

Injection defense on question_summary rejects the same patterns as
gstack-learnings-log (ignore previous instructions, system:, override:,
do not report, etc).

followed_recommendation is auto-computed when both user_choice and
recommended are present.

ts auto-injected as ISO 8601 if missing.

21 tests covering: valid payloads, full field preservation, auto-followed
computation, appending, long-summary truncation, newline flattening,
invalid JSON, missing fields, bad case, oversized ids, invalid enum
values, out-of-range options_count, and 6 injection attack patterns.

21 pass, 0 fail, 43 expect() calls.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: bin/gstack-developer-profile — unified profile with migration

bin/gstack-developer-profile supersedes bin/gstack-builder-profile. The old
binary becomes a one-line legacy shim delegating to --read for /office-hours
backward compat.

Subcommands:
  --read              legacy KEY:VALUE output (tier, session_count, etc)
  --migrate           folds ~/.gstack/builder-profile.jsonl into
                      ~/.gstack/developer-profile.json. Atomic (temp + rename),
                      idempotent (no-op when target exists or source absent),
                      archives source as .migrated-YYYY-MM-DD-HHMMSS
  --derive            recomputes inferred dimensions from question-log.jsonl
                      using the signal map in scripts/psychographic-signals.ts
  --profile           full profile JSON
  --gap               declared vs inferred diff JSON
  --trace <dim>       event-level trace of what contributed to a dimension
  --check-mismatch    flags dimensions where declared and inferred disagree by
                      > 0.3 (requires >= 10 events first)
  --vibe              archetype name + description from scripts/archetypes.ts
  --narrative         (v2 stub)

Auto-migration on first read: if legacy file exists and new file doesn't,
migrate before reading. Creates a neutral (all-0.5) stub if nothing exists.

Unified schema (see docs/designs/PLAN_TUNING_V0.md §Architecture):
  {identity, declared, inferred: {values, sample_size, diversity},
   gap, overrides, sessions, signals_accumulated, schema_version}

25 new tests across subcommand behaviors:
- --read defaults + stub creation
- --migrate: 3 sessions preserved with signal tallies, idempotency, archival
- Tier calculation: welcome_back / regular / inner_circle boundaries
- --derive: neutral-when-empty, upward nudge on 'expand', downward on 'reduce',
  recomputable (same input → same output), ad-hoc unregistered ids ignored
- --trace: contributing events, empty for untouched dims, error without arg
- --gap: empty when no declared, correctly computed otherwise
- --vibe: returns archetype name + description
- --check-mismatch: threshold behavior, 10+ sample requirement
- Unknown subcommand errors

25 pass, 0 fail, 60 expect() calls.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: bin/gstack-question-preference — explicit preferences + user-origin gate

Subcommands:
  --check <id>   → ASK_NORMALLY | AUTO_DECIDE  (decides if a registered
                   question should be auto-decided by the agent)
  --write '{…}'  → set a preference (requires user-origin source)
  --read         → dump preferences JSON
  --clear [id]   → clear one or all
  --stats        → short counts summary

Preference values: always-ask | never-ask | ask-only-for-one-way.
Stored at ~/.gstack/projects/{SLUG}/question-preferences.json.

Safety contract (the core of Codex finding #16, profile-poisoning defense
from docs/designs/PLAN_TUNING_V0.md §Security model):

  1. One-way doors ALWAYS return ASK_NORMALLY from --check, regardless of
     user preference. User's never-ask is overridden with a visible safety
     note so the user knows why their preference didn't suppress the prompt.

  2. --write requires an explicit `source` field:
       - Allowed:  "plan-tune", "inline-user"
       - REJECTED with exit code 2: "inline-tool-output", "inline-file",
         "inline-file-content", "inline-unknown"
     Rejection is explicit ("profile poisoning defense") so the caller can
     log and surface the attempt.

  3. free_text on --write is sanitized against injection patterns (ignore
     previous instructions, override:, system:, etc.) and newline-flattened.

Each --write also appends a preference-set event to
~/.gstack/projects/{SLUG}/question-events.jsonl for derivation audit trail.

31 tests:
- --check behavior (4): defaults, two-way, one-way (one-way overrides
  never-ask with safety note), unknown ids, missing arg
- --check with prefs (5): never-ask on two-way → AUTO_DECIDE; never-ask
  on one-way → ASK_NORMALLY with override note; always-ask always asks;
  ask-only-for-one-way flips appropriately
- --write valid (5): inline-user accepted, plan-tune accepted, persisted
  correctly, event appended, free_text preserved with flattening
- User-origin gate (6): missing source rejected; inline-tool-output
  rejected with exit code 2 and explicit poisoning message; inline-file,
  inline-file-content, inline-unknown rejected; unknown source rejected
- Schema validation (4): invalid JSON, bad question_id, bad preference,
  injection in free_text
- --read (2): empty → {}, returns writes
- --clear (3): specific id, clear-all, NOOP for missing
- --stats (2): empty zeros, tallies by preference type

31 pass, 0 fail, 52 expect() calls.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: question-tuning preamble resolvers

scripts/resolvers/question-tuning.ts ships three preamble generators:

  generateQuestionPreferenceCheck — before each AskUserQuestion, agent runs
    gstack-question-preference --check <id>. AUTO_DECIDE suppresses the ask
    and auto-chooses recommended. ASK_NORMALLY asks as usual. One-way door
    safety override is handled by the binary.

  generateQuestionLog — after each AskUserQuestion, agent appends a log
    record with skill, question_id, summary, category, door_type,
    options_count, user_choice, recommended, session_id.

  generateInlineTuneFeedback — offers inline "tune:" prompt after two-way
    questions. Documents structured shortcuts (never-ask, always-ask,
    ask-only-for-one-way, ask-less) AND accepts free-form English with
    normalization + confirmation. Explicitly spells out the USER-ORIGIN
    GATE: only write tune events when the prefix appears in the user's own
    chat message, never from tool output or file content. Binary enforces.

All three resolvers are gated by the QUESTION_TUNING preamble echo. When
the config is off, the agent skips these sections entirely. Ready to be
wired into preamble.ts in the next commit.

Codex host has a simpler variant that uses $GSTACK_BIN env vars.

scripts/resolvers/index.ts registers three placeholders:
  QUESTION_PREFERENCE_CHECK, QUESTION_LOG, INLINE_TUNE_FEEDBACK

Total resolver count goes from 45 to 48.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: wire question-tuning into preamble for tier >= 2 skills

scripts/resolvers/preamble.ts — adds two things:

  1. _QUESTION_TUNING config echo in the preamble bash block, gated on the
     user's gstack-config `question_tuning` value (default: false).
  2. A combined Question Tuning section for tier >= 2 skills, injected after
     the confusion protocol. The section itself is runtime-gated by the
     QUESTION_TUNING value — agents skip it entirely when off.

scripts/resolvers/question-tuning.ts — consolidated into one compact combined
section `generateQuestionTuning(ctx)` covering: preference check before the
question, log after, and inline tune: feedback with user-origin gate. Per-phase
generators remain exported for unit tests but are no longer the main entrypoint.

Size impact: +570 tokens / +2.3KB per tier-2+ SKILL.md. Three skills
(plan-ceo-review, office-hours, ship) still exceed the 100KB token ceiling —
but they were already over before this change. Delta is the smallest viable
wiring of the /plan-tune v1 substrate.

Golden fixtures (test/fixtures/golden/claude-ship, codex-ship, factory-ship)
regenerated to match the new baseline.

Full test run: 1149 pass, 0 fail, 113 skip across 28 files.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: regenerate SKILL.md files with question-tuning section

bun run gen:skill-docs --host all after wiring the QUESTION_TUNING preamble
section. Every tier >= 2 skill now includes the combined Question Tuning
guidance. Runtime-gated — agents skip the section when question_tuning is
off in gstack-config (default).

Golden fixtures (claude-ship, codex-ship, factory-ship) updated to the new
baseline.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: /plan-tune skill — conversational inspection + preferences

plan-tune/SKILL.md.tmpl: the user-facing skill for /plan-tune v1. Routes
plain-English intent to one of 8 flows:

  - Enable + setup (first-time): 5 declaration questions mapping to the
    5 psychographic dimensions (scope_appetite, risk_tolerance,
    detail_preference, autonomy, architecture_care). Writes to
    developer-profile.json declared.*.
  - Inspect profile: plain-English rendering of declared + inferred + gap.
    Uses word bands (low/balanced/high) not raw floats. Shows vibe archetype
    when calibration gate is met.
  - Review question log: top-20 question frequencies with follow/override
    counts. Highlights override-heavy questions as candidates for never-ask.
  - Set a preference: normalizes "stop asking me about X" → never-ask, etc.
    Confirms ambiguous phrasings before writing via gstack-question-preference.
  - Edit declared profile: interprets free-form ("more boil-the-ocean") and
    CONFIRMS before mutating declared.* (trust boundary per Codex #15).
  - Show gap: declared vs inferred diff with plain-English severity bands
    (close / drift / mismatch). Never auto-updates declared from the gap.
  - Stats: preference counts + diversity/calibration status.
  - Enable / disable: gstack-config set question_tuning true|false.

Design constraints enforced:
- Plain English everywhere. No CLI subcommand syntax required. Shortcuts
  (`profile`, `vibe`, `stats`, `setup`) exist but optional.
- user-origin gate on tune: writes. source: "plan-tune" for user-invoked
  /plan-tune; source: "inline-user" for inline tune: from other skills.
- One-way doors override never-ask (safety, surfaced to user).
- No behavior adaptation in v1 — this skill inspects and configures only.

Generates plan-tune/SKILL.md at ~11.6k tokens, well under the 100KB ceiling.
Generated for all hosts via `bun run gen:skill-docs --host all`.

Full free test suite: 1149 pass, 0 fail, 113 skip across 28 files.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: end-to-end pipeline + preamble injection coverage

Added 6 tests to test/plan-tune.test.ts:

Preamble injection (3 tests):
- tier 2+ includes Question Tuning section with preference check, log,
  and user-origin gate language ('profile-poisoning defense', 'inline-user')
- tier 1 does NOT include the prose section (QUESTION_TUNING bash echo
  still fires since it's in the bash block all tiers share)
- codex host swaps binDir references to $GSTACK_BIN

End-to-end pipeline (3 tests) — real binaries working together, not mocks:
- Log 5 expand choices → --derive → profile shows scope_appetite > 0.5
  (full log → registry lookup → signal map → normalization round-trip)
- --write source: inline-tool-output rejected; --read confirms no pref
  was persisted (the profile-poisoning defense actually works end-to-end)
- Migrate a 3-session legacy file; confirm legacy gstack-builder-profile
  shim still returns SESSION_COUNT: 3, TIER: welcome_back, CROSS_PROJECT: true

test/plan-tune.test.ts now has 47 tests total.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: E2E test for /plan-tune plain-English inspection flow (gate tier)

test/skill-e2e-plan-tune.test.ts — verifies /plan-tune correctly routes
plain-English intent ("review the questions I've been asked") to the
Review question log section without requiring CLI subcommand syntax.

Seeds a synthetic question-log.jsonl with 3 entries exercising:
- override behavior (user chose expand over recommended selective)
- one-way door respect (user followed ship-test-failure-triage recommendation)
- two-way override (user skipped recommended changelog polish)

Invokes the skill via `claude -p` and asserts:
- Agent surfaces >= 2 of 3 logged question_ids in output
- Agent notices override/skip behavior from the log
- Exit reason is success or error_max_turns (not agent-crash)

Gate-tier because the core v1 DX promise is plain-English intent routing.
If it requires memorized subcommands or breaks on natural language, that's
a regression of the defining feature.

Registered in test/helpers/touchfiles.ts with dependencies:
- plan-tune/** (skill template + generated md)
- scripts/question-registry.ts (required for log lookup)
- scripts/psychographic-signals.ts, scripts/one-way-doors.ts (derive path)
- bin/gstack-question-log, gstack-question-preference, gstack-developer-profile

Skipped when EVALS_ENABLED is not set; runs on `bun run test:evals`.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: bump version and changelog (v0.19.0.0) — /plan-tune v1

Ships /plan-tune as observational substrate: typed question registry, dual-track
developer profile (declared + inferred), explicit per-question preferences with
user-origin gate, inline tune: feedback across every tier >= 2 skill, unified
developer-profile.json with migration from builder-profile.jsonl.

Scope rolled back from initial CEO EXPANSION plan after outside-voice review
(Codex). 6 deferrals tracked as P0 TODOs with explicit acceptance criteria:
E1 substrate wiring, E3 narrative/vibe, E4 blind-spot coach, E5 LANDED
celebration, E6 auto-adjustment, E7 psychographic auto-decide.

See docs/designs/PLAN_TUNING_V0.md for the full design record.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(ci): harden Dockerfile.ci against transient Ubuntu mirror failures

The CI image build failed with:
  E: Failed to fetch http://archive.ubuntu.com/ubuntu/pool/main/...
     Connection failed [IP: 91.189.92.22 80]
  ERROR: process "/bin/sh -c apt-get update && apt-get install ..."
     did not complete successfully: exit code: 100

archive.ubuntu.com periodically returns "connection refused" on individual
regional mirrors. Without retry logic a single failed fetch nukes the whole
Docker build. Three defenses, layered:

  1. /etc/apt/apt.conf.d/80-retries — apt fetches each package up to 5 times
     with a 30s timeout. Handles per-package flakes.
  2. Shell-loop retry around the whole apt-get step (x3, 10s sleep) — handles
     the case where apt-get update itself can't reach any mirror.
  3. --retry 5 --retry-delay 5 --retry-connrefused on all curl fetches (bun
     install script, GitHub CLI keyring, NodeSource setup script).

Applied to every apt-get and curl call in the Dockerfile. No behavior change
on happy path — only kicks in when mirrors blip. Fixes the build-image job
that was blocking CI on the /plan-tune PR.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: add PLAN_TUNING_V1 + PACING_UPDATES_V0 design docs

Captures the V1 design (ELI10 writing + LOC reframe) in
docs/designs/PLAN_TUNING_V1.md and the extracted V1.1 pacing-overhaul
plan in docs/designs/PACING_UPDATES_V0.md. V1 scope was reduced from
the original bundled pacing + writing-style plan after three
engineering-review passes revealed structural gaps in the pacing
workstream that couldn't be closed via plan-text editing. TODOS.md
P0 entry links to V1.1.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: curated jargon list for V1 writing-style glossing

Repo-owned list of ~50 high-frequency technical terms (idempotent,
race condition, N+1, backpressure, etc.) that gstack glosses on first
use in tier-≥2 skill output. Baked into generated SKILL.md prose at
gen-skill-docs time. Terms not on this list are assumed plain-English
enough. Contributions via PR.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(preamble): V1 Writing Style section + EXPLAIN_LEVEL echo + migration prompt

Adds a new Writing Style section to tier-≥2 preamble output composing with
the existing AskUserQuestion Format section. Six rules: jargon glossed on
first use per skill invocation (from scripts/jargon-list.json), outcome-
framed questions, short sentences, decisions close with user impact,
gloss-on-first-use even if user pasted term, user-turn override for "be
terse" requests. Baked conditionally (skip if EXPLAIN_LEVEL: terse).

Adds EXPLAIN_LEVEL preamble echo using \${binDir} (host-portable matching
V0 QUESTION_TUNING pattern). Adds WRITING_STYLE_PENDING echo reading a
flag file written by the V0→V1 upgrade migration; on first post-upgrade
skill run, the agent fires a one-time AskUserQuestion offering terse mode.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(gstack-config): validate explain_level + document in header

Adds explain_level: default|terse to the annotated config header with
a one-line description. Whitelists valid values; on set of an unknown
value, prints a specific warning ("explain_level '\$VALUE' not
recognized. Valid values: default, terse. Using default.") and writes
the default value. Matches V1 preamble's EXPLAIN_LEVEL echo expectation.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: V1 upgrade migration — writing-style opt-out prompt

New migration script following existing v0.15.2.0.sh / v0.16.2.0.sh
pattern. Writes a .writing-style-prompt-pending flag file on first run
post-upgrade. The preamble's migration-prompt block reads the flag and
fires a one-time AskUserQuestion offering the user a choice between
the new default writing style and restoring V0 prose via
\`gstack-config set explain_level terse\`. Idempotent via flag files;
if the user has already set explain_level explicitly, counts as
answered and skips.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: LOC reframe tooling — throughput comparison + README updater + scc installer

Three new scripts:

- scripts/garry-output-comparison.ts — enumerates Garry-authored commits
  in 2013 + 2026 on public repos, extracts ADDED lines from git diff,
  classifies as logical SLOC via scc --stdin (regex fallback if scc
  missing). Writes docs/throughput-2013-vs-2026.json with per-language
  breakdown + explicit caveats (public repos only, commit-style drift,
  private-work exclusion).

- scripts/update-readme-throughput.ts — reads the JSON if present,
  replaces the README's <!-- GSTACK-THROUGHPUT-PLACEHOLDER --> anchor
  with the computed multiple (preserving the anchor for future runs).
  If JSON missing, writes GSTACK-THROUGHPUT-PENDING marker that CI
  rejects — forcing the build to run before commit.

- scripts/setup-scc.sh — standalone OS-detecting installer for scc.
  Not a package.json dependency (95% of users never run throughput).
  Brew on macOS, apt on Linux, GitHub releases link on Windows.

Two-string anchor pattern (PLACEHOLDER vs PENDING) prevents the
pipeline from destroying its own update path.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(retro): surface logical SLOC + weighted commits above raw LOC

V1 reorders the /retro summary table to lead with features shipped,
then commits + weighted commits (commits × files-touched capped at 20),
then PRs merged, then logical SLOC added as the primary code-volume
metric. Raw LOC stays present but is demoted to context. Rationale
inline in the template: ten lines of a good fix is not less shipping
than ten thousand lines of scaffold.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs(v1): README hero reframe + writing-style + CHANGELOG + version bump to 1.0.0.0

README.md:
- Hero removes "600,000+ lines of production code" framing; replaces
  with the computed 2013-vs-2026 pro-rata multiple (via
  <!-- GSTACK-THROUGHPUT-PLACEHOLDER --> anchor, filled by the
  update-readme-throughput build step).
- Hiring callout: "ship real products at AI-coding speed" instead of
  "10K+ LOC/day."
- New Writing Style section (~80 words) between Quick start and
  Install: "v1 prompts = simpler" framing, outcome-language example,
  terse-mode opt-out, pointer to /plan-tune.

CLAUDE.md: one-paragraph Writing style (V1) note under project
conventions, linking to preamble resolver + V1 design docs.

CHANGELOG.md: V1 entry on top of v0.19.0.0 with user-facing narrative
(what changes, how to opt out, for-contributors notes). Mentions
scope reduction — pacing overhaul ships in V1.1.

CONTRIBUTING.md: one-paragraph note on jargon-list.json maintenance
(PR to add/remove terms; regenerate via gen:skill-docs).

VERSION + package.json: bump to 1.0.0.0.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: regenerate SKILL.md files + golden fixtures for V1

Mechanical regeneration from the updated templates in prior commits:
- Writing Style section now appears in tier-≥2 skill output.
- EXPLAIN_LEVEL + WRITING_STYLE_PENDING echoes in preamble bash.
- V1 migration-prompt block fires conditionally on first upgrade.
- Jargon list inlined into preamble prose at gen time.
- Retro template's logical SLOC + weighted commits order applied.

Regenerated for all 8 hosts via bun run gen:skill-docs --host all.
Golden ship-skill fixtures refreshed from regenerated outputs.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: V1 gate coverage — writing-style resolver + config + jargon + migration + dormancy

Six new gate-tier test files:

- test/writing-style-resolver.test.ts — asserts Writing Style section
  is injected into tier-≥2 preamble, all 6 rules present, jargon list
  inlined, terse-mode gate condition present, Codex output uses
  \$GSTACK_BIN (not ~/.claude/), tier-1 does NOT get the section,
  migration-prompt block present.

- test/explain-level-config.test.ts — gstack-config set/get round-trip
  for default + terse, unknown-value warns + defaults to default,
  header documents the key, round-trip across set→set→get.

- test/jargon-list.test.ts — shape + ~50 terms + no duplicates
  (case-insensitive) + includes canonical high-signal terms.

- test/v0-dormancy.test.ts — 5D dimension names + archetype names
  forbidden in default-mode tier-≥2 SKILL.md output, except for
  plan-tune and office-hours where they're load-bearing.

- test/readme-throughput.test.ts — script replaces anchor with number
  on happy path, writes PENDING marker when JSON missing, CI gate
  asserts committed README contains no PENDING string.

- test/upgrade-migration-v1.test.ts — fresh run writes pending flag,
  idempotent after user-answered, pre-existing explain_level counts
  as answered.

All 95 V1 test-expect() calls pass. Full suite: 0 failures.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: compute real 2013-vs-2026 throughput multiple (130.2×)

Ran scripts/garry-output-comparison.ts across all 15 public garrytan/*
repos. Aggregated results into docs/throughput-2013-vs-2026.json and
ran scripts/update-readme-throughput.ts to replace the README placeholder.

2013 public activity: 2 commits, 2,384 logical lines added across 1
week, in 1 repo (zurb-foundation-wysihtml5 upstream contribution).

2026 public activity: 279 commits, 310,484 logical lines added across
17 active weeks, in 3 repos (gbrain, gstack, resend_robot).

Multiples (public repos only, apples-to-apples):
- Logical SLOC: 130.2×
- Commits per active week: 8.2×
- Raw lines added: 134.4×

Private work at both eras (2013 Bookface at YC, Posterous-era code,
2026 internal tools) is excluded from this comparison.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat: 207× throughput multiple (with private repos + Bookface)

Re-ran scripts/garry-output-comparison.ts across all 41 repos under
garrytan/* (15 public + 26 private), including Bookface (YC's internal
social network, 2013-era work).

2013 activity: 71 commits, 5,143 logical lines, 4 active repos
  (bookface, delicounter, tandong, zurb-foundation-wysihtml5)
2026 activity: 350 commits, 1,064,818 logical lines, 15 active repos
  (gbrain, gstack, gbrowser, tax-app, kumo, tenjin, autoemail, kitsune,
  easy-chromium-compiles, conductor-playground, garryslist-agent, baku,
  gstack-website, resend_robot, garryslist-brain)

Multiples:
- Logical SLOC: 207× (up from 130.2× when including private work)
- Raw lines: 223×
- Commits/active-week: 3.4×

Stopped committing docs/throughput-2013-vs-2026.json — analysis is a
local artifact, not repo state. Added docs/throughput-*.json to
.gitignore. Full markdown analysis at ~/throughput-analysis-2026-04-18.md
(local-only). README multiple is now hardcoded; re-run the script and
edit manually when you want to refresh it.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: run rate vs year-to-date throughput comparison

Two separate numbers in the README hero:
- Run rate: ~700× (9,859 logical lines/day in 2026 vs 14/day in 2013)
- Year-to-date: 207× (2026 through April 18 already exceeds 2013 full
  year by 207×)

Previous "207× pro-rata" framing mixed full-year 2013 vs partial-year
2026. Run rate is the apples-to-apples normalization; YTD is the
"already produced" total. Both are honest; both are compelling; they
measure different things.

Analysis at ~/throughput-analysis-2026-04-18.md (local-only).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* feat(throughput): script natively computes to-date + run-rate multiples

Enhanced scripts/garry-output-comparison.ts so both calculations come
out of a single run instead of being reassembled ad-hoc in bash:

PerYearResult now includes:
- days_elapsed — 365 for past years, day-of-year for current
- is_partial — flags the current (in-progress) year
- per_day_rate — logical/raw/commits normalized by calendar day
- annualized_projection — per_day_rate × 365

Output JSON's `multiples` now has two sibling blocks:
- multiples.to_date — raw volume ratios (2026-YTD / 2013-full-year)
- multiples.run_rate — per-day pace ratios (apples-to-apples)

Back-compat: multiples.logical_lines_added still aliases to_date for
older consumers reading the JSON.

Updated README hero to cite both (picking up brain/* repo that was
missed in the earlier aggregation pass):

  2026 run rate: ~880× my 2013 pace (12,382 vs 14 logical lines/day)
  2026 YTD:      260× the entire 2013 year

Stderr summary now prints both multiples at the end of each run.

Full analysis at ~/throughput-analysis-2026-04-18.md (local-only).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: ON_THE_LOC_CONTROVERSY methodology post + README link

Long-form response to the "LOC is a meaningless vanity metric" critique.
Covers:
- The three branches of the LOC critique and which are right
- Why logical SLOC (NCLOC) beats raw LOC as the honest measurement
- Full method: author-scoped git diff, regex-classified added lines,
  aggregated across 41 public + private garrytan/* repos
- Both calculations: to-date (260x) and run-rate (879x)
- Steelman of the critics (greenfield-vs-maintenance, survivorship bias,
  quality-adjusted productivity, time-to-first-user)
- Reproduction instructions

Linked from README hero via a blockquote directly below the number.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* exclude: tax-app from throughput analysis (import-dominated history)

tax-app's history is one commit of 104K logical lines — an initial
import of a codebase, not authored work. Removing it to keep the
comparison honest.

Changes:
- scripts/garry-output-comparison.ts: added EXCLUDED_REPOS constant
  with tax-app + a one-line rationale. The script now skips excluded
  repos with a stderr note and deletes any stale output JSON so
  aggregation loops don't pick up pre-exclusion numbers.

- README hero: updated to 810× run rate + 240× YTD (were 880×/260×).
  Wording updated to "40 public + private repos ... after excluding
  repos dominated by imported code."

- docs/ON_THE_LOC_CONTROVERSY.md: updated all numbers, added an
  "Exclusions" paragraph explaining tax-app, removed tax-app from
  the "shipped not WIP" example list.

New numbers (2026 through day 108, without tax-app):
  - To-date:  240× logical SLOC (1,233,062 vs 5,143)
  - Run rate: 810× per-day pace (11,417 vs 14 logical/day)
  - Annualized: ~4.2M logical lines projected

Future re-runs automatically skip tax-app. Add more exclusions to
EXCLUDED_REPOS at the top of the script with a one-line rationale.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix: correct tax-app exclusion rationale

tax-app is a demo app I built for an upcoming YC channel video,
not an "import-dominated history" as the previous commit claimed.
Excluded because it's not production shipping work, not because
of an import commit.

Updated rationale in scripts/garry-output-comparison.ts's
EXCLUDED_REPOS constant, in docs/ON_THE_LOC_CONTROVERSY.md's
method section + conclusion, and in the README hero wording
("one demo repo" vs the earlier "repos dominated by imported code").

Numbers unchanged — the exclusion itself is the same, just the
reason.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: harden ON_THE_LOC_CONTROVERSY against Cramer + neckbeard critiques

Reframes the thesis as "engineers can fly now" (amplification, not
replacement) and fortifies the soft spots critics will attack.

Added:
- Flight-thesis opener: pilot vs walker, leverage not replacement.
- Second deflation layer for AI verbosity (on top of NCLOC). Headline
  moves from 810x to 408x after generous 2x AI-boilerplate cut, with
  explicit sensitivity analysis showing the number is still large under
  pessimistic priors (5x → 162x, 10x → 81x, 100x impossible).
- Weekly distribution check (kills "you had one burst week" attack).
- Revert rate (2.0%) and post-merge fix rate (6.3%) with OSS
  comparables (K8s/Rails/Django band). Addresses "where are your error
  rates" directly.
- Named production adoption signals (gstack 1000+ installs, gbrain beta,
  resend_robot paying API) with explicit concession that "shipped != used
  at scale" for most of the corpus.
- Harder steelman: 5 specific concessions with quantified pivot points
  (e.g., "if 2013 baseline was 3.5x higher, 810x → 228x, still high").

Removed factual error: Posterous acquisition paragraph (Garry had already
left Posterous by 2011, so the "Twitter bought our private repos" excuse
for the 2013 corpus gap doesn't apply).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: update gstack/gbrain adoption numbers in LOC controversy post

gstack: "1,000+ distinct project installations" → "tens of thousands of
daily active users" (telemetry-reported, community tier, opt-in).
gbrain: "small set of beta testers" → "hundreds of beta testers running
it live."

Both are the accurate current numbers. The concession paragraph below
(about shipped != adopted at scale for the long-tail repos) still reads
correctly since it's about the corpus as a whole, not gstack/gbrain
specifically.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: reframe reproducibility note as OSS breakout flex

"You'd need access to my private repos" → "Bookface and Posthaven are
private, but gstack and gbrain are open-sourced with tens of thousands
of GitHub stars and tens of thousands of confirmed regular users, among
the most-used OSS projects in the world that didn't exist three months
ago."

Keeps the `gh repo list` command at the end for the actual
reproducibility instruction.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Rewrite LOC controversy post

- Lead with concession (LOC is garbage, do the math anyway)
- Preempt 14 lines/day meme with historical baselines (Brooks, Jones, McConnell)
- Remove 'neckbeard' language throughout
- Add slop-scan story (Ben Vinegar, 5.24 → 1.96, 62% cut)
- David Cramer GUnit joke
- Add testing philosophy section (the real unlock)
- ASCII weekly distribution chart
- gstack telemetry section with real numbers (15K installs, 305K invocations, 95.2% success)
- Top skills usage chart
- Pick-your-priors paragraph moved earlier (the killer)
- Sharper close: run the script, show me your numbers

* docs: four precision fixes on LOC controversy post

1. Citation fix. Kernighan didn't say anything about LOC-as-metric
   (that's the famous "aircraft building by weight" quote, commonly
   misattributed but actually Bill Gates). Replaced "Kernighan implied
   it before that" with the real Dijkstra quote ("lines produced" vs
   "lines spent" from EWD1036, with direct link) + the Gates quote.
   Verified via web search.

2. Slop-scan direction clarified. "(highest on his benchmark)" was
   ambiguous — could read as a brag. Now: "Higher score = more slop.
   He ran it on gstack and we scored 5.24, the worst he'd measured
   at the time." Then the 62% cut lands as an actual win.

3. Prose/chart skill-usage ordering now matches. Added /plan-eng-review
   (28,014) to the prose list so it doesn't conflict with the chart
   below it.

4. Cut the "David — I owe you one / GUnit" insider joke. Most readers
   won't connect Cramer → Sentry → GUnit naming. Ends the slop-scan
   paragraph on the stronger line: "Run `bun test` and watch 2,000+
   tests pass."

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: tighten four LOC post citations to match primary sources

1. Bill Gates quote: flagged as folklore-grade. Was "Bill Gates put it
   more memorably" (firm attribution). Now "The old line (widely
   attributed to Bill Gates, sourcing murky) puts it more memorably."
   The quote stands; honesty about attribution avoids the same
   misattribution trap we just fixed for Kernighan.

2. Capers Jones: "15-50 across thousands of projects" → "roughly 16-38
   LOC/day across thousands of projects" — matches his actual published
   measurements (which also report as 325-750 LOC/month).

3. Steve McConnell: "10-50 for finished, tested, delivered code" was
   folklore. Replaced with his actual project-size-dependent range from
   Code Complete: "20-125 LOC/day for small projects (10K LOC) down to
   1.5-25 for large projects (10M LOC) — it's size-dependent, not a
   single number."

4. Revert rate comparison: "Kubernetes, Rails, and Django historically
   run 1.5-3%" was unsourced. Replaced with "mature OSS codebases
   typically run 1-3%" + "run the same command on whatever you consider
   the bar and compare." No false specificity about which repos.

Net: every quantitative citation in the post now matches primary-source
figures or is explicitly flagged as folklore. Neckbeards can verify.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: drop Writing style section from README

Was sitting in prime real estate between Quick start and Install —
internal implementation detail, not something users need up-front.
Existing coverage is enough:
- Upgrade migration prompt notifies users on first post-upgrade run
- CLAUDE.md has the contributor note
- docs/designs/PLAN_TUNING_V1.md has the full design

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: collapse team-mode setup into one paste-and-go command

Step 2 was three separate code blocks: setup --team, then team-init,
then git add/commit. Mirrors Step 1's style now — one shell one-liner
that does all three. Subshell (cd && ./setup --team) keeps the user
in their repo pwd so team-init + git commit land in the right place.

"Swap required for optional" moved to a one-liner below.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* docs: move full-clone footnote from README to CONTRIBUTING

The "Contributing or need full history?" note is for contributors, not
for someone following the README install flow. Moved into CONTRIBUTING's
Quick start section where it fits next to the existing clone command,
with a tip to upgrade an existing shallow clone via
\`git fetch --unshallow\`.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: root <root@localhost>
2026-04-18 15:05:42 +08:00