Learn (System Learning)

Intelligently update roles and docs based on session summaries.

When to Activate

• User says: "learn", "update roles"
• After compressing sessions
• When inbox has session summaries

Approach

OLD: Append bullets to logs NEW: Intelligent curation

Role structure:

• What This Role Does (rarely changes)
• Right Now ← CURATE (what's currently relevant)
• Recent Context ← APPEND (timestamped, last 30 days)
• How This Role Operates (rarely changes)

Process

1. Read Inbox

bash
1ls inbox/session-summaries/
2cat inbox/session-summaries/*.md

2. Analyze Changes

Extract from summaries:

• Decisions made
• Tools/workflows built
• Role activity
• Context changes

Categorize:

• Right Now: What's newly relevant for ongoing work
• Recent Context: Timestamped decisions (auto-prune > 30 days)

3. Create Branch

bash
1git checkout -b learning-$(date +%Y-%m-%d)

4. Update Roles

For each affected role:

A. Read Current Role

bash
1cat roles/[role-file].md

B. Curate "Right Now"

This is CURATION, not appending:

1. Read existing "Right Now"
2. Add newly relevant context
3. Remove stale/no-longer-relevant items
4. Keep tight (5-10 bullets max)

C. Append "Recent Context"

Add timestamped entry at top:

markdown
1## Recent Context (Last 30 Days)
2
3**YYYY-MM-DD:** [Summary]
4- Key point 1
5- Key point 2
6
7[...existing entries...]

Auto-prune if > 10 entries.

D. Update "Last Updated"

5. Commit and PR

bash
1git add roles/*.md
2git commit -m "System learning: [summary]"
3git push -u origin learning-$(date +%Y-%m-%d)
4gh pr create --title "System Learning $(date +%Y-%m-%d)" --body "..."
5git checkout main

6. Report

System learning complete.

Processed: [N] session summaries
Roles updated: [list]
Branch: learning-YYYY-MM-DD
PR: #[number]

Next: Review and merge PR.

Curation Guidelines

"Right Now" = what's relevant:

• Shapes how role operates TODAY
• Would need to know this to do role's job
• NOT just recent - could be weeks old but still relevant

"Recent Context" = what happened:

• Timestamped decisions
• Links to details if needed
• Auto-prune oldest when > 10 entries