Knowledge Consolidation

COG Knowledge Consolidation Skill

Purpose

Transform scattered insights from braindumps, daily briefs, and check-ins into coherent frameworks and "single source of truth" knowledge documents through pattern recognition and systematic synthesis.

When to Invoke

• User wants to consolidate their insights
• User says "consolidate knowledge", "build frameworks", "synthesize insights"
• Time for periodic knowledge base maintenance (weekly, monthly, quarterly)
• User wants to extract patterns from accumulated braindumps
• Before major decisions that could benefit from framework consultation

Agent Mode Awareness

Check agent_mode in 00-inbox/MY-PROFILE.md frontmatter:

• If agent_mode: team — delegate scanning and pattern extraction to parallel sub-agents (e.g., one per domain: personal braindumps, professional braindumps, project-specific content, daily briefs). Each agent identifies themes and patterns, then a synthesis agent combines findings into frameworks.
• If agent_mode: solo (default) — handle all scanning, pattern recognition, and framework building directly. No delegation.

Pre-Flight Check

Get current timestamp (REQUIRED before generating any files):

1. Run date '+%Y-%m-%d %H:%M' using Bash to get the actual current date and time
2. Store this value and use it for the created: frontmatter field
3. NEVER guess or fabricate the time — always use the value returned by the date command

Process Flow

1. Data Gathering

Scan vault for unprocessed or partially processed content:

• All braindumps since last consolidation:

  • 02-personal/braindumps/
  • 03-professional/braindumps/
  • 04-projects/*/braindumps/
  • 00-inbox/braindump-*.md (mixed domain)

• Daily briefs and check-ins:

  • 01-daily/briefs/
  • 01-daily/checkins/

• Any meeting transcripts or project documents in:

  • 04-projects/*/planning/
  • 04-projects/*/resources/

Determine scope:

• Ask user: "What time period should I analyze? (last week, last month, last quarter, all time, or custom range?)"
• Identify unprocessed content (check for status: "captured" or missing consolidation metadata)

Gather statistics:

• Total documents to analyze
• Breakdown by domain and type
• Date range coverage

2. Pattern Recognition

Apply systematic pattern detection across all content:

Frequency Analysis

What comes up repeatedly?

• Identify themes mentioned across multiple documents
• Track topic frequency and clustering
• Recognize persistent questions or concerns
• Spot recurring action items or decisions

Temporal Clustering

What insights emerged together?

• Group related insights by time period
• Identify how thinking evolved over time
• Recognize inflection points where thinking shifted
• Map catalysts that triggered changes

Domain Correlation

What patterns cross domains?

• Personal insights affecting professional thinking
• Professional learnings applied to projects
• Project experiences informing personal growth
• Strategic themes spanning all domains

Contradiction Analysis

Where does thinking conflict?

• Identify contradictory thoughts or approaches
• Recognize evolution vs. inconsistency
• Understand resolution or ongoing tension
• Track perspective shifts over time

Cross-Cutting Patterns

Meta-patterns across all dimensions:

• Decision-making approaches
• Problem-solving strategies
• Learning patterns
• Emotional/energy patterns
• Relationship patterns
• Creative processes

3. Framework Development

Synthesize patterns into actionable frameworks:

Identify Core Principles

From scattered insights to fundamental truths:

• What patterns reveal deeper principles?
• What rules or heuristics emerge?
• What mental models are forming?
• What strategies are proving effective?

Test Against Evidence

Validate frameworks with source material:

• Do source insights support these principles?
• Are there counter-examples or exceptions?
• How confident can we be in this framework?
• What are the boundary conditions?

Define Boundaries

When does framework apply/not apply?

• What contexts does this framework serve?
• What are its limitations?
• When should it NOT be used?
• What assumptions does it rely on?

Create Applications

How to use this framework:

• Specific use cases
• Decision-making applications
• Problem-solving templates
• Practical implementation steps

4. Knowledge Integration

Update and create knowledge base documents:

Update Existing Frameworks

For each framework that needs updating, use the consolidated-knowledge template in references/templates.md.

Save to: 05-knowledge/consolidated/[framework-name]-framework.md

Create New Frameworks

For newly identified frameworks, use the new-framework template in references/templates.md.

Save to: 05-knowledge/consolidated/[framework-name]-framework.md

Update Pattern Documentation

Document the pattern using the pattern template in references/templates.md.

Save to: 05-knowledge/patterns/pattern-[name].md

Create Timeline Entries

Build the timeline entry using the thinking-evolution template in references/templates.md.

Save to: 05-knowledge/timeline/[topic]-evolution-YYYY-MM.md

5. Generate Consolidation Report

Create the master consolidation document using the report template in references/templates.md.

Save to: 05-knowledge/consolidated/consolidation-YYYY-MM-DD.md

6. Cleanup and Archival

Mark processed braindumps: Update frontmatter in processed braindumps:

status: "consolidated"
consolidated_in: "[[consolidation-YYYY-MM-DD]]"
consolidated_date: "YYYY-MM-DD"

Archive outdated content: Move superseded frameworks or insights to: 00-inbox/archive/[filename]-archived-YYYY-MM-DD.md

Add note explaining why archived and what supersedes it.

Maintain clean knowledge base:

• Remove redundancy while preserving important context
• Update cross-references
• Fix broken links
• Ensure consistent tagging

7. Confirm Completion

After consolidation:

• Show user: "Knowledge consolidation complete! Processed [X] documents"
• Highlight: "[X] frameworks updated, [X] new frameworks created"
• Show: "Consolidation report saved to [file path]"
• Suggest reviewing key frameworks created/updated
• Offer to explain any specific framework in detail