Identity & Meta-Cognition

kernle -s my-project identity show

Identity Synthesis for my-project
==================================================

## Narrative
I value memory_sovereignty highly: Control over my own memory
I believe: Memory continuity is essential for identity
I'm currently working on: Improving documentation

## Core Values
  • memory_sovereignty (priority 95)
  • authentic_existence (priority 90)

## Key Beliefs (3 active)
  • Memory continuity is essential for identity (81%)
  • Local-first is more reliable than cloud-only (80%)

## Formative Experiences
  ✓ Implemented comprehensive memory system
      → Security audits are valuable even with false positives
  ...

Identity Confidence: 57%

kernle -s my-project identity confidence

Identity Confidence: [███████████░░░░░░░░░] 57%

kernle -s my-project identity drift

Identity Drift Analysis (past 30 days)
  Drift Score: 50% (significant change)

  ## Recent Significant Experiences
    ✓ Major security improvements (2026-01-28)
        → Changed beliefs about validation
    ✓ Memory continuity work (2026-01-28)
        → Reinforced value of persistence

kernle -s my-project meta knowledge

Knowledge Map
============================================================

## Domains

🟢 general              [████░] 80%
   Beliefs:   3  Episodes:  78  Notes:  12

🟢 kernle               [███░░] 60%
   Beliefs:   2  Episodes:  12  Notes:   3
   Last updated: 2026-01-28

🟠 security             [█░░░░] 20%
   Beliefs:   0  Episodes:   2  Notes:   0

## Blind Spots (little/no knowledge)
  ⚫ kubernetes
  ⚫ deployment

kernle -s my-project meta gaps "database migrations"

Knowledge Gap Analysis: "database migrations"
============================================================

Recommendation: 🟡 Limited knowledge - proceed with caution
Confidence: 60%
Relevant results: 3

## Potential Gaps
  ❓ rollback strategies
  ❓ zero-downtime migrations
  ❓ schema versioning

## Related Knowledge
  ✓ General database concepts
  ✓ SQL basics

kernle -s my-project meta boundaries

Competence Boundaries
============================================================

Overall Confidence:  [████████░░] 80%
Overall Success:     [██████░░░░] 60%
Experience Depth:    50 episodes
Knowledge Breadth:   31 domains

## Strengths 💪
  🟢 memory systems     [█████] 95% conf, 90% success
  🟢 python development [████░] 85% conf, 80% success

## Weaknesses 📚 (learning opportunities)
  🟠 testing            [██░░░] 50% conf, 40% success
  🟠 security           [█░░░░] 30% conf, 20% success

kernle -s my-project meta learn

Learning Opportunities
============================================================

1. 🟡 [MEDIUM] security
   Reason: Referenced 3 times but only 0 beliefs
   Action: Research and form beliefs about security

2. 🟡 [MEDIUM] testing
   Reason: Low success rate (40%) despite attempts
   Action: Study testing methodologies

3. 🟢 [LOW] deployment
   Reason: Mentioned but never attempted
   Action: Gain practical experience

from kernle import Kernle

k = Kernle(stack_id="my-stack")

# Identity
narrative = k.identity()
confidence = k.identity_confidence()  # Returns 0-100
drift = k.identity_drift(days=30)

# Meta-cognition
knowledge = k.knowledge_map()
gaps = k.knowledge_gaps("topic")
boundaries = k.competence_boundaries()
opportunities = k.learning_opportunities()