Skip to content

INTEGRATION SUMMARY

KTT Integration Summary

Date: C-126 (November 6, 2025)
Status: ✅ Complete

Overview

Successfully integrated all Kaizen Turing Test (KTT) documentation from OS-EDIT/v1/ktt/ into the main repository under docs/05-research/ktt/.

Files Integrated

Source Location

  • OS-EDIT/v1/ktt/00_primer.md
  • OS-EDIT/v1/ktt/02_methods.md
  • OS-EDIT/v1/ktt/03_governance_of_governors.md
  • OS-EDIT/v1/ktt/05_related_work.md

Destination

  • docs/05-research/ktt/00_primer.md ✅
  • docs/05-research/ktt/02_methods.md ✅
  • docs/05-research/ktt/03_governance_of_governors.md ✅
  • docs/05-research/ktt/05_related_work.md ✅
  • docs/05-research/ktt/README.md ✅ (Created index)

Documentation Structure

docs/05-research/ktt/
├── README.md                          # Overview and navigation
├── 00_primer.md                       # Core concepts & definitions (~650 words)
├── 02_methods.md                      # Experimental methods (~2,800 words)
├── 03_governance_of_governors.md      # Morale Anchor operations (~3,200 words)
└── 05_related_work.md                 # Positioning vs. RLHF/CAI/MLOps (~3,000 words)

MkDocs Integration

Added KTT section to mkdocs.yml navigation:

- Kaizen Turing Test (KTT):
    - Overview: ktt/README.md
    - Primer: ktt/00_primer.md
    - Methods: ktt/02_methods.md
    - Governance of Governors: ktt/03_governance_of_governors.md
    - Related Work: ktt/05_related_work.md

Content Summary

00_primer.md

  • Central question reframing (Turing → Kaizen)
  • Morale Anchor definition
  • GI formula + components
  • KTI formula
  • DVA tiers (LITE → ONE → FULL → HIVE)
  • Mobius Loop explanation
  • Pass/fail thresholds
  • Drift Score (DS) rollback trigger
  • Three Pillars summary

02_methods.md

  • Research question + hypothesis
  • Complete scenario matrix (7 scenarios)
  • 4 distinct baselines
  • Ablation study design
  • GI thresholds and failure criteria
  • Drift Score formula
  • Risk & change budgets
  • Fairness metrics
  • Hallucination detection (3-layer)
  • Statistical reporting standards
  • Stress modes taxonomy
  • Real-world pilot design

03_governance_of_governors.md

  • Recursive challenge: Who governs the governors?
  • Multi-human quorum structure
  • Anchor selection & certification
  • Rotational redundancy
  • Cryptographic attestation
  • Anti-bias mechanisms
  • Fail-safe protocols
  • 3-tier audit structure
  • Scalability solutions
  • Anchor KPIs
  • Continuous improvement for governors
  • 3 research streams (Alignment, Monitoring, Safety Engineering)
  • RLHF comparison
  • Constitutional AI comparison
  • MLOps monitoring comparison
  • Continuous auditing comparison
  • Red-teaming comparison
  • Safety cases comparison
  • Comparative summary table
  • Positioning statement

Next Steps

  1. ✅ Files integrated into docs/05-research/ktt/
  2. ✅ Navigation added to mkdocs.yml
  3. ✅ Index/README created
  4. ⏭️ Consider creating additional sections:
  5. Results/experiments (if available)
  6. Implementation guide
  7. Replication kit documentation
  8. Appendix sections (history, detailed formulas)

Version: 1.0
Last Updated: 2025-11-06