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feat: recursive self-improvement — operational learning + full skill wiring (v0.13.8.0) (#647)
* refactor: remove dead contributor mode, replace with operational self-improvement slot Contributor mode never fired in 18 days of heavy use (required manual opt-in via gstack-config, gated behind _CONTRIB=true, wrote disconnected markdown). Removes: generateContributorMode(), _CONTRIB bash var, 2 E2E tests, touchfile entry, doc references. Cleans up skip-lists in plan-ceo-review, autoplan, review resolver, and document-release templates. The operational self-improvement system (next commit) replaces this slot with automatic learning capture that requires no opt-in. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * feat: operational self-improvement — every skill learns from failures Adds universal operational learning capture to the preamble completion protocol. At the end of every skill session, the agent reflects on CLI failures, wrong approaches, and project quirks, logging them as type "operational" to the learnings JSONL. Future sessions surface these automatically. - generateCompletionStatus(ctx) now includes operational capture section - Preamble bash shows top 3 learnings inline when count > 5 - New "operational" type in generateLearningsLog alongside pattern/pitfall/etc - Updated unit tests + operational seed entry in learnings E2E Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * feat: wire learnings into all insight-producing skills Adds LEARNINGS_SEARCH and/or LEARNINGS_LOG to 10 skill templates that produce reusable insights but were previously disconnected from the learning system: - office-hours, plan-ceo-review, plan-eng-review: add LOG (had SEARCH) - plan-design-review: add both SEARCH + LOG (had neither) - design-review, design-consultation, cso, qa, qa-only: add both - retro: add SEARCH (had LOG) 13 skills now fully participate in the learning loop (read + write). Every review, QA, investigation, and design session both consults prior learnings and contributes new ones. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * test: add operational-learning E2E test (gate-tier) Validates the write path: agent encounters a CLI failure, logs an operational learning to JSONL via gstack-learnings-log. Replaces the removed contributor-mode E2E test. Setup: temp git repo, copy bin scripts, set GSTACK_HOME. Prompt: simulated npm test failure needing --experimental-vm-modules. Assert: learnings.jsonl exists with type=operational entry. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * fix: learnings-show E2E slug mismatch — seed at computed slug, not hardcoded The test seeded learnings at projects/test-project/ but gstack-slug computes the slug from basename(workDir) when no git remote exists. The agent's search looked at the wrong path and found nothing. Fix: compute slug the same way gstack-slug does (basename + sanitize) and seed the learnings there. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * chore: bump version and changelog (v0.13.8.0) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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@@ -32,7 +32,6 @@ mkdir -p ~/.gstack/sessions
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touch ~/.gstack/sessions/"$PPID"
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_SESSIONS=$(find ~/.gstack/sessions -mmin -120 -type f 2>/dev/null | wc -l | tr -d ' ')
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find ~/.gstack/sessions -mmin +120 -type f -exec rm {} + 2>/dev/null || true
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_CONTRIB=$(~/.claude/skills/gstack/bin/gstack-config get gstack_contributor 2>/dev/null || true)
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_PROACTIVE=$(~/.claude/skills/gstack/bin/gstack-config get proactive 2>/dev/null || echo "true")
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_PROACTIVE_PROMPTED=$([ -f ~/.gstack/.proactive-prompted ] && echo "yes" || echo "no")
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_BRANCH=$(git branch --show-current 2>/dev/null || echo "unknown")
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@@ -53,8 +52,8 @@ _SESSION_ID="$$-$(date +%s)"
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echo "TELEMETRY: ${_TEL:-off}"
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echo "TEL_PROMPTED: $_TEL_PROMPTED"
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mkdir -p ~/.gstack/analytics
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if [ "${_TEL:-off}" != "off" ]; then
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echo '{"skill":"design-html","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","repo":"'$(basename "$(git rev-parse --show-toplevel 2>/dev/null)" 2>/dev/null || echo "unknown")'"}' >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
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if [ "$_TEL" != "off" ]; then
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echo '{"skill":"design-html","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","repo":"'$(basename "$(git rev-parse --show-toplevel 2>/dev/null)" 2>/dev/null || echo "unknown")'"}' >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
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fi
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# zsh-compatible: use find instead of glob to avoid NOMATCH error
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for _PF in $(find ~/.gstack/analytics -maxdepth 1 -name '.pending-*' 2>/dev/null); do
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@@ -72,6 +71,9 @@ _LEARN_FILE="${GSTACK_HOME:-$HOME/.gstack}/projects/${SLUG:-unknown}/learnings.j
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if [ -f "$_LEARN_FILE" ]; then
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_LEARN_COUNT=$(wc -l < "$_LEARN_FILE" 2>/dev/null | tr -d ' ')
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echo "LEARNINGS: $_LEARN_COUNT entries loaded"
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if [ "$_LEARN_COUNT" -gt 5 ] 2>/dev/null; then
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~/.claude/skills/gstack/bin/gstack-learnings-search --limit 3 2>/dev/null || true
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fi
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else
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echo "LEARNINGS: 0"
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fi
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@@ -280,24 +282,6 @@ AI makes completeness near-free. Always recommend the complete option over short
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Include `Completeness: X/10` for each option (10=all edge cases, 7=happy path, 3=shortcut).
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## Contributor Mode
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If `_CONTRIB` is `true`: you are in **contributor mode**. At the end of each major workflow step, rate your gstack experience 0-10. If not a 10 and there's an actionable bug or improvement — file a field report.
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**File only:** gstack tooling bugs where the input was reasonable but gstack failed. **Skip:** user app bugs, network errors, auth failures on user's site.
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**To file:** write `~/.gstack/contributor-logs/{slug}.md`:
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```
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# {Title}
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**What I tried:** {action} | **What happened:** {result} | **Rating:** {0-10}
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## Repro
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1. {step}
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## What would make this a 10
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{one sentence}
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**Date:** {YYYY-MM-DD} | **Version:** {version} | **Skill:** /{skill}
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```
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Slug: lowercase hyphens, max 60 chars. Skip if exists. Max 3/session. File inline, don't stop.
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## Completion Status Protocol
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When completing a skill workflow, report status using one of:
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@@ -323,6 +307,24 @@ ATTEMPTED: [what you tried]
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RECOMMENDATION: [what the user should do next]
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```
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## Operational Self-Improvement
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Before completing, reflect on this session:
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- Did any commands fail unexpectedly?
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- Did you take a wrong approach and have to backtrack?
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- Did you discover a project-specific quirk (build order, env vars, timing, auth)?
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- Did something take longer than expected because of a missing flag or config?
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If yes, log an operational learning for future sessions:
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```bash
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~/.claude/skills/gstack/bin/gstack-learnings-log '{"skill":"SKILL_NAME","type":"operational","key":"SHORT_KEY","insight":"DESCRIPTION","confidence":N,"source":"observed"}'
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```
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Replace SKILL_NAME with the current skill name. Only log genuine operational discoveries.
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Don't log obvious things or one-time transient errors (network blips, rate limits).
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A good test: would knowing this save 5+ minutes in a future session? If yes, log it.
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## Telemetry (run last)
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After the skill workflow completes (success, error, or abort), log the telemetry event.
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@@ -341,22 +343,22 @@ Run this bash:
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_TEL_END=$(date +%s)
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_TEL_DUR=$(( _TEL_END - _TEL_START ))
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rm -f ~/.gstack/analytics/.pending-"$_SESSION_ID" 2>/dev/null || true
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# Local + remote telemetry (both gated by _TEL setting)
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# Local analytics (gated on telemetry setting)
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if [ "$_TEL" != "off" ]; then
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echo '{"skill":"SKILL_NAME","duration_s":"'"$_TEL_DUR"'","outcome":"OUTCOME","browse":"USED_BROWSE","session":"'"$_SESSION_ID"'","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'"}' >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
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if [ -x ~/.claude/skills/gstack/bin/gstack-telemetry-log ]; then
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~/.claude/skills/gstack/bin/gstack-telemetry-log \
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--skill "SKILL_NAME" --duration "$_TEL_DUR" --outcome "OUTCOME" \
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--used-browse "USED_BROWSE" --session-id "$_SESSION_ID" 2>/dev/null &
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fi
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echo '{"skill":"SKILL_NAME","duration_s":"'"$_TEL_DUR"'","outcome":"OUTCOME","browse":"USED_BROWSE","session":"'"$_SESSION_ID"'","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'"}' >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
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fi
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# Remote telemetry (opt-in, requires binary)
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if [ "$_TEL" != "off" ] && [ -x ~/.claude/skills/gstack/bin/gstack-telemetry-log ]; then
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~/.claude/skills/gstack/bin/gstack-telemetry-log \
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--skill "SKILL_NAME" --duration "$_TEL_DUR" --outcome "OUTCOME" \
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--used-browse "USED_BROWSE" --session-id "$_SESSION_ID" 2>/dev/null &
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fi
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```
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Replace `SKILL_NAME` with the actual skill name from frontmatter, `OUTCOME` with
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success/error/abort, and `USED_BROWSE` with true/false based on whether `$B` was used.
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If you cannot determine the outcome, use "unknown". Both local JSONL and remote
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telemetry only run if telemetry is not off. The remote binary additionally requires
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the binary to exist.
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If you cannot determine the outcome, use "unknown". The local JSONL always logs. The
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remote binary only runs if telemetry is not off and the binary exists.
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## Plan Mode Safe Operations
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