[Collaboration Layer] Team Knowledge Sharing - Cross-developer Insights #9

Problem Statement

• Developer A's AI conversation insights aren't visible to Developer B
• Each developer's AI makes independent (possibly conflicting) decisions
• Team knowledge stays siloed in individual sessions
• Code review feedback isn't systematically captured

Proposed Solution

Shared Knowledge Repository

1. Insight Aggregation

   • Merge individual .cortex/memory/ into team repository
   • Deduplicate and consolidate learnings

2. PR/Review Learning

   • Extract patterns from PR review comments
   • Learn team preferences from merged PRs

3. Conflict Detection

   • Detect when different developers' AI made conflicting decisions
   • Surface for team discussion

4. Integration Options

   • Git-based: .cortex/ committed to repo
   • Cloud-based: Shared Cortex instance
   • Hybrid: Local with sync

Success Criteria

• Team members benefit from each other's AI interactions
• Consistent approach across team
• Review patterns captured and applied

🤖 Generated with Claude Code