RCT-7 Genome
Mental OS and Self-Evolution Engine — a system that continuously learns and improves itself.
Continuous Cycle: G7 → G1 → G2 → ... → G7
RCT-7 is the final genome in the cycle but not the endpoint. The signals G7 generates feed back into G1 (Architect's Genome), allowing the system's 'WHY' to evolve with real-world experience. This cycle is what makes the RCT Ecosystem not merely a tool suite, but a living system.
4 Improvement Variants
Systemic
4-Step system-level improvement
- 01OBSERVE — Monitor system-wide performance metrics across all 7 genomes
- 02ANALYZE — Identify root cause of metric divergence (not symptoms)
- 03REDESIGN — Propose architectural changes at genome level (requires Codex review)
- 04VALIDATE — A/B test redesign against baseline; constitutional review before deploy
Use for: Core architecture changes, new genome-level rules, major capability expansions
Interpretation
7-Step intent-level improvement
- 01RECEIVE — Collect intent classification failures from WF-00 Interpreter logs
- 02DECODE — Map failure patterns to ambiguity categories
- 03HYPOTHESIZE — Generate candidate disambiguation rules
- 04TEST — Run candidates against historical false-classification corpus
- 05COMPARE — Score candidates against current classifier performance
- 06INTEGRATE — Merge winning rules into JITNA I-primitive schema
- 07MONITOR — Track live classification accuracy for 30-day stability window
Use for: JITNA protocol improvements, intent schema updates, classification accuracy
Visual
Visual output and UX improvement loop
- 01CAPTURE — Record user interaction patterns with visual outputs
- 02CLUSTER — Group interaction patterns by output type and user segment
- 03REDESIGN — Update visual output templates based on cluster analysis
- 04DEPLOY — Progressive rollout with satisfaction measurement
Use for: UI layout improvements, visual output quality, dashboard enhancements
Framework Expansion
4-Dimension new capability framework
- 01IDENTIFY — Define the new capability's scope and constitutional impact (Codex 09 review)
- 02DESIGN — Build with mandatory Janus Destroy-face (Codex 10 compliance)
- 03PILOT — Controlled rollout to 1% of sessions with full telemetry
- 04SCALE — Progressive expansion with constitutional gate at each tier (1% → 10% → 100%)
Use for: New product features, new genome additions, major autonomy level changes
7-State IntentLoop
Every agent session runs this 7-state IntentLoop. ADAPT is the critical seventh state — it does not merely deliver output, but writes learnings back into the system before the next loop begins. This ensures each interaction leaves the system marginally smarter than before.
— Cycle complete — G7 returns to G1 —