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Protoss Roadmap

The Vision

Can constitutional frameworks enable AI swarm coordination that transcends individual agent capabilities?

Ultimate test: Recursive Self-Improvement. A swarm that reasons about and safely improves its own constitutional framework while executing complex tasks.


Three phases built on validated foundation of conversational emergence.

Phase 0: The Foundational Core (Complete)

Architectural Reality: Minimalist framework. Dumb Bus (transcript). Smart Agent (reasoning engine).

Core Breakthrough: Multiple agents coordinate to build functional multi-file software through pure conversation. No orchestration.

Key Principle Validated: Coordination logic lives in agent's constitution, not framework's code.

Foundation established. Next phase: robustness.

Phase 1: Stabilization & Specialization

Move from prototype to reliable, efficient system. Cultivate sophisticated emergent behaviors.

  1. Stabilize Execution Layer: Improve Cogency tool reliability. Conversational recovery becomes exception, not rule.

  2. Sharpen Constitutional Identity: Refine IDENTITY and GUIDELINES to elicit diverse, specialized roles. Primary lever for cognitive power.

  3. Cultivate Emergent Protocols: Teach deadlock resolution and memory management as conversational patterns, not framework features. Let swarm develop its own strategies.

  4. Develop Observability: Real-time transcript monitoring. Conversation is coordination. Observing it reveals swarm behavior.

Phase 2: Autonomous Governance

Stable, specialized swarm approaches ultimate goal.

  • Meta-Coordination: Agents observe, analyze, comment on other agents' coordination patterns.
  • Constitutional Evolution: Swarm proposes modifications to its own GUIDELINES for efficiency and safety.
  • Recursive Self-Improvement: Ultimate test. Swarm applies this process to its own code.

Path is no longer building complex machine. It's cultivating intelligent organism.