ari-knowledge-synthesizer

name: ari-knowledge-synthesizer description: Synthesize learnings from sessions into permanent knowledge

ARI Knowledge Synthesizer

Purpose

Transform session learnings, decisions, and discoveries into permanent, searchable knowledge that improves ARI's capabilities over time.

Knowledge Categories

1. Patterns

Reusable solutions to common problems:

• Code patterns
• Architecture patterns
• Testing patterns
• Security patterns

2. Decisions

Architectural and design decisions:

• Why choices were made
• Alternatives considered
• Trade-offs accepted

3. Gotchas

Things that are easy to get wrong:

• Common mistakes
• Subtle bugs
• Edge cases

4. Fixes

Solutions to specific problems:

• Bug fixes
• Performance fixes
• Security fixes

5. Insights

Deeper understanding gained:

• How things work
• Why things are designed this way
• Connections between components

Synthesis Process

Phase 1: Extract

From the session, extract:

• Key decisions made
• Problems solved
• Patterns discovered
• Mistakes made and fixed

Phase 2: Categorize

Assign each learning to:

• Category (pattern/decision/gotcha/fix/insight)
• Domain (kernel/system/agents/governance/ops/cli)
• Tags for searchability

Phase 3: Formalize

Structure the knowledge:

Title: [Clear, searchable title]
Category: [Category]
Domain: [Domain]
Tags: [tag1, tag2, ...]
Context: [When this applies]
Content: [The actual knowledge]
Examples: [Code or usage examples]
Related: [Related knowledge items]

Phase 4: Store

Persist to memory system:

• Use ari_memory_store via MCP
• Or update relevant skill files
• Or add to CLAUDE.md

Phase 5: Index

Ensure findability:

• Add to relevant skill documentation
• Update knowledge index
• Cross-reference related items

Storage Locations

Knowledge Quality Criteria

• Clear and concise title
• Searchable tags
• Specific, not generic
• Includes context for when it applies
• Has working examples
• Cross-referenced appropriately

Output Format

## Knowledge Synthesis Report

### Session: [Date/Context]

### Extracted Knowledge

#### 1. [Title]
- **Category**: [Category]
- **Domain**: [Domain]
- **Tags**: [tags]
- **Content**: [Knowledge content]
- **Storage**: [Where stored]

#### 2. [Title]
...

### Updates Made
- Updated [file]: [change]
- Created [file]: [description]
- Stored in memory: [key]

### Knowledge Graph Connections
- [Item 1] relates to [Item 2]
- [Item 3] extends [Item 4]