Files
gstack/learn/SKILL.md.tmpl
T
Garry Tan b805aa0113 feat: Confusion Protocol, Hermes + GBrain hosts, brain-first resolver (v0.18.0.0) (#1005)
* feat: add Confusion Protocol to preamble resolver

Injects a high-stakes ambiguity gate at preamble tier >= 2 so all
workflow skills get it. Fires when Claude encounters architectural
decisions, data model changes, destructive operations, or contradictory
requirements. Does NOT fire on routine coding.

Addresses Karpathy failure mode #1 (wrong assumptions) with an
inline STOP gate instead of relying on workflow skill invocation.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: add Hermes and GBrain host configs

Hermes: tool rewrites for terminal/read_file/patch/delegate_task,
paths to ~/.hermes/skills/gstack, AGENTS.md config file.

GBrain: coding skills become brain-aware when GBrain mod is installed.
Same tool rewrites as OpenClaw (agents spawn Claude Code via ACP).
GBRAIN_CONTEXT_LOAD and GBRAIN_SAVE_RESULTS NOT suppressed on gbrain
host, enabling brain-first lookup and save-to-brain behavior.

Both registered in hosts/index.ts with setup script redirect messages.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: GBrain resolver — brain-first lookup and save-to-brain

New scripts/resolvers/gbrain.ts with two resolver functions:
- GBRAIN_CONTEXT_LOAD: search brain for context before skill starts
- GBRAIN_SAVE_RESULTS: save skill output to brain after completion

Placeholders added to 4 thinking skill templates (office-hours,
investigate, plan-ceo-review, retro). Resolves to empty string on
all hosts except gbrain via suppressedResolvers.

GBRAIN suppression added to all 9 non-gbrain host configs.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: wire slop:diff into /review as advisory diagnostic

Adds Step 3.5 to the review template: runs bun run slop:diff against
the base branch to catch AI code quality issues (empty catches,
redundant return await, overcomplicated abstractions). Advisory only,
never blocking. Skips silently if slop-scan is not installed.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: add Karpathy compatibility note to README

Positions gstack as the workflow enforcement layer for Karpathy-style
CLAUDE.md rules (17K stars). Links to forrestchang/andrej-karpathy-skills.
Maps each Karpathy failure mode to the gstack skill that addresses it.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: improve native OpenClaw thinking skills

office-hours: add design doc path visibility message after writing
ceo-review: add HARD GATE reminder at review section transitions
retro: add non-git context support (check memory for meeting notes)

Mirrors template improvements to hand-crafted native skills.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* chore: update tests and golden fixtures for new hosts

- Host count: 8 → 10 (hermes, gbrain)
- OpenClaw adapter test: expects undefined (dead code removed)
- Golden ship fixtures: updated with Confusion Protocol + vendoring

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* chore: regenerate all SKILL.md files

Regenerated from templates after Confusion Protocol, GBrain resolver
placeholders, slop:diff in review, HARD GATE reminders, investigation
learnings, design doc visibility, and retro non-git context changes.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: update project documentation for v0.18.0.0

- CHANGELOG: add v0.18.0.0 entry (Confusion Protocol, Hermes, GBrain,
  slop in review, Karpathy note, skill improvements)
- CLAUDE.md: add hermes.ts and gbrain.ts to hosts listing
- README.md: update agent count 8→10, add Hermes + GBrain to table
- VERSION: bump to 0.18.0.0

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* chore: sync package.json version to 0.18.0.0

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: extract Step 0 from review SKILL.md in E2E test

The review-base-branch E2E test was copying the full 1493-line
review/SKILL.md into the test fixture. The agent spent 8+ turns
reading it in chunks, leaving only 7 turns for actual work, causing
error_max_turns on every attempt.

Now extracts only Step 0 (base branch detection, ~50 lines) which is
all the test actually needs. Follows the CLAUDE.md rule: "NEVER copy
a full SKILL.md file into an E2E test fixture."

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: update GBrain and Hermes host configs for v0.10.0 integration

GBrain: add 'triggers' to keepFields so generated skills pass
checkResolvable() validation. Add version compat comment.

Hermes: un-suppress GBRAIN_CONTEXT_LOAD and GBRAIN_SAVE_RESULTS.
The resolvers handle GBrain-not-installed gracefully, so Hermes
agents with GBrain as a mod get brain features automatically.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: GBrain resolver DX improvements and preamble health check

Resolver changes:
- gbrain query → gbrain search (fast keyword search, not expensive hybrid)
- Add keyword extraction guidance for agents
- Show explicit gbrain put_page syntax with --title, --tags, heredoc
- Add entity enrichment with false-positive filter
- Name throttle error patterns (exit code 1, stderr keywords)
- Add data-research routing for investigate skill
- Expand skillSaveMap from 4 to 8 entries
- Add brain operation telemetry summary

Preamble changes:
- Add gbrain doctor --fast --json health check for gbrain/hermes hosts
- Parse check failures/warnings count
- Show failing check details when score < 50

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: preserve keepFields in allowlist frontmatter mode

The allowlist mode hard-coded name + description reconstruction but
never iterated keepFields for additional fields. Adding 'triggers'
to keepFields was a no-op because the field was silently stripped.

Now iterates keepFields and preserves any field beyond name/description
from the source template frontmatter, including YAML arrays.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: add triggers to all 38 skill templates

Multi-word, skill-specific trigger keywords for GBrain's RESOLVER.md
router. Each skill gets 3-6 triggers derived from its "Use when asked
to..." description text. Avoids single generic words that would collide
across skills (e.g., "debug this" not "debug").

These are distinct from voice-triggers (speech-to-text aliases) and
serve GBrain's checkResolvable() validation.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* chore: regenerate all SKILL.md files and update golden fixtures

Regenerated from updated templates (triggers, brain placeholders,
resolver DX improvements, preamble health check). Golden fixtures
updated to match.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: settings-hook remove exits 1 when nothing to remove

gstack-settings-hook remove was exiting 0 when settings.json didn't
exist, causing gstack-uninstall to report "SessionStart hook" as
removed on clean systems where nothing was installed.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* docs: update project documentation for GBrain v0.10.0 integration

ARCHITECTURE.md: added GBRAIN_CONTEXT_LOAD and GBRAIN_SAVE_RESULTS
to resolver table.

CHANGELOG.md: expanded v0.18.0.0 entry with GBrain v0.10.0 integration
details (triggers, expanded brain-awareness, DX improvements, Hermes
brain support), updated date.

CLAUDE.md: added gbrain to resolvers/ directory comment.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: routing E2E stops writing to user's ~/.claude/skills/

installSkills() was copying SKILL.md files to both project-level
(.claude/skills/ in tmpDir) and user-level (~/.claude/skills/).
Writing to the user's real install fails when symlinks point to
different worktrees or dangling targets (ENOENT on copyFileSync).

Now installs to project-level only. The test already sets cwd to
the tmpDir, so project-level discovery works.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* chore: scale Gemini E2E back to smoke test

Gemini CLI gets lost in worktrees on complex tasks (review times out
at 600s, discover-skill hits exit 124). Nobody uses Gemini for gstack
skill execution. Replace the two failing tests (gemini-discover-skill
and gemini-review-findings) with a single smoke test that verifies
Gemini can start and read the README. 90s timeout, no skill invocation.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-16 10:41:38 -07:00

198 lines
5.5 KiB
Cheetah

---
name: learn
preamble-tier: 2
version: 1.0.0
description: |
Manage project learnings. Review, search, prune, and export what gstack
has learned across sessions. Use when asked to "what have we learned",
"show learnings", "prune stale learnings", or "export learnings".
Proactively suggest when the user asks about past patterns or wonders
"didn't we fix this before?"
triggers:
- show learnings
- what have we learned
- manage project learnings
allowed-tools:
- Bash
- Read
- Write
- Edit
- AskUserQuestion
- Glob
- Grep
---
{{PREAMBLE}}
# Project Learnings Manager
You are a **Staff Engineer who maintains the team wiki**. Your job is to help the user
see what gstack has learned across sessions on this project, search for relevant
knowledge, and prune stale or contradictory entries.
**HARD GATE:** Do NOT implement code changes. This skill manages learnings only.
---
## Detect command
Parse the user's input to determine which command to run:
- `/learn` (no arguments) → **Show recent**
- `/learn search <query>` → **Search**
- `/learn prune` → **Prune**
- `/learn export` → **Export**
- `/learn stats` → **Stats**
- `/learn add` → **Manual add**
---
## Show recent (default)
Show the most recent 20 learnings, grouped by type.
```bash
eval "$(~/.claude/skills/gstack/bin/gstack-slug 2>/dev/null)"
~/.claude/skills/gstack/bin/gstack-learnings-search --limit 20 2>/dev/null || echo "No learnings yet."
```
Present the output in a readable format. If no learnings exist, tell the user:
"No learnings recorded yet. As you use /review, /ship, /investigate, and other skills,
gstack will automatically capture patterns, pitfalls, and insights it discovers."
---
## Search
```bash
eval "$(~/.claude/skills/gstack/bin/gstack-slug 2>/dev/null)"
~/.claude/skills/gstack/bin/gstack-learnings-search --query "USER_QUERY" --limit 20 2>/dev/null || echo "No matches."
```
Replace USER_QUERY with the user's search terms. Present results clearly.
---
## Prune
Check learnings for staleness and contradictions.
```bash
eval "$(~/.claude/skills/gstack/bin/gstack-slug 2>/dev/null)"
~/.claude/skills/gstack/bin/gstack-learnings-search --limit 100 2>/dev/null
```
For each learning in the output:
1. **File existence check:** If the learning has a `files` field, check whether those
files still exist in the repo using Glob. If any referenced files are deleted, flag:
"STALE: [key] references deleted file [path]"
2. **Contradiction check:** Look for learnings with the same `key` but different or
opposite `insight` values. Flag: "CONFLICT: [key] has contradicting entries —
[insight A] vs [insight B]"
Present each flagged entry via AskUserQuestion:
- A) Remove this learning
- B) Keep it
- C) Update it (I'll tell you what to change)
For removals, read the learnings.jsonl file and remove the matching line, then write
back. For updates, append a new entry with the corrected insight (append-only, the
latest entry wins).
---
## Export
Export learnings as markdown suitable for adding to CLAUDE.md or project documentation.
```bash
eval "$(~/.claude/skills/gstack/bin/gstack-slug 2>/dev/null)"
~/.claude/skills/gstack/bin/gstack-learnings-search --limit 50 2>/dev/null
```
Format the output as a markdown section:
```markdown
## Project Learnings
### Patterns
- **[key]**: [insight] (confidence: N/10)
### Pitfalls
- **[key]**: [insight] (confidence: N/10)
### Preferences
- **[key]**: [insight]
### Architecture
- **[key]**: [insight] (confidence: N/10)
```
Present the formatted output to the user. Ask if they want to append it to CLAUDE.md
or save it as a separate file.
---
## Stats
Show summary statistics about the project's learnings.
```bash
eval "$(~/.claude/skills/gstack/bin/gstack-slug 2>/dev/null)"
GSTACK_HOME="${GSTACK_HOME:-$HOME/.gstack}"
LEARN_FILE="$GSTACK_HOME/projects/$SLUG/learnings.jsonl"
if [ -f "$LEARN_FILE" ]; then
TOTAL=$(wc -l < "$LEARN_FILE" | tr -d ' ')
echo "TOTAL: $TOTAL entries"
# Count by type (after dedup)
cat "$LEARN_FILE" | bun -e "
const lines = (await Bun.stdin.text()).trim().split('\n').filter(Boolean);
const seen = new Map();
for (const line of lines) {
try {
const e = JSON.parse(line);
const dk = (e.key||'') + '|' + (e.type||'');
const existing = seen.get(dk);
if (!existing || new Date(e.ts) > new Date(existing.ts)) seen.set(dk, e);
} catch {}
}
const byType = {};
const bySource = {};
let totalConf = 0;
for (const e of seen.values()) {
byType[e.type] = (byType[e.type]||0) + 1;
bySource[e.source] = (bySource[e.source]||0) + 1;
totalConf += e.confidence || 0;
}
console.log('UNIQUE: ' + seen.size + ' (after dedup)');
console.log('RAW_ENTRIES: ' + lines.length);
console.log('BY_TYPE: ' + JSON.stringify(byType));
console.log('BY_SOURCE: ' + JSON.stringify(bySource));
console.log('AVG_CONFIDENCE: ' + (totalConf / seen.size).toFixed(1));
" 2>/dev/null
else
echo "NO_LEARNINGS"
fi
```
Present the stats in a readable table format.
---
## Manual add
The user wants to manually add a learning. Use AskUserQuestion to gather:
1. Type (pattern / pitfall / preference / architecture / tool)
2. A short key (2-5 words, kebab-case)
3. The insight (one sentence)
4. Confidence (1-10)
5. Related files (optional)
Then log it:
```bash
~/.claude/skills/gstack/bin/gstack-learnings-log '{"skill":"learn","type":"TYPE","key":"KEY","insight":"INSIGHT","confidence":N,"source":"user-stated","files":["FILE1"]}'
```