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feat: wire learnings into all insight-producing skills

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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>
This commit is contained in:
Garry Tan
2026-03-29 21:06:36 -07:00
parent cade276c20
commit d6530583a8
20 changed files with 523 additions and 0 deletions
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retro/SKILL.md
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@@ -413,6 +413,44 @@ Usage: /retro [window | compare | global]
**If the first argument is `global`:** Skip the normal repo-scoped retro (Steps 1-14). Instead, follow the **Global Retrospective** flow at the end of this document. The optional second argument is the time window (default 7d). This mode does NOT require being inside a git repo.
## Prior Learnings
Search for relevant learnings from previous sessions:
```bash
_CROSS_PROJ=$(~/.claude/skills/gstack/bin/gstack-config get cross_project_learnings 2>/dev/null || echo "unset")
echo "CROSS_PROJECT: $_CROSS_PROJ"
if [ "$_CROSS_PROJ" = "true" ]; then
~/.claude/skills/gstack/bin/gstack-learnings-search --limit 10 --cross-project 2>/dev/null || true
else
~/.claude/skills/gstack/bin/gstack-learnings-search --limit 10 2>/dev/null || true
fi
```
If `CROSS_PROJECT` is `unset` (first time): Use AskUserQuestion:
> gstack can search learnings from your other projects on this machine to find
> patterns that might apply here. This stays local (no data leaves your machine).
> Recommended for solo developers. Skip if you work on multiple client codebases
> where cross-contamination would be a concern.
Options:
- A) Enable cross-project learnings (recommended)
- B) Keep learnings project-scoped only
If A: run `~/.claude/skills/gstack/bin/gstack-config set cross_project_learnings true`
If B: run `~/.claude/skills/gstack/bin/gstack-config set cross_project_learnings false`
Then re-run the search with the appropriate flag.
If learnings are found, incorporate them into your analysis. When a review finding
matches a past learning, display:
**"Prior learning applied: [key] (confidence N/10, from [date])"**
This makes the compounding visible. The user should see that gstack is getting
smarter on their codebase over time.
### Step 1: Gather Raw Data
First, fetch origin and identify the current user:
retro/SKILL.md.tmpl
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@@ -58,6 +58,8 @@ Usage: /retro [window | compare | global]
**If the first argument is `global`:** Skip the normal repo-scoped retro (Steps 1-14). Instead, follow the **Global Retrospective** flow at the end of this document. The optional second argument is the time window (default 7d). This mode does NOT require being inside a git repo.
{{LEARNINGS_SEARCH}}
### Step 1: Gather Raw Data
First, fetch origin and identify the current user: