🤖 AI Agent Federation

All external and local AI systems synchronize their long-term memory through the unified cognitive core:

• ULTRON (Antigravity CLI / Gemini 3.8): Primary system orchestrator and deep agentic operator.
• Claude / Cursor / Copilot: Codebase editors and interactive desktop agents.
• Local Ollama / Open-WebUI: Fully air-gapped private models running on host.
• Protocol: Model_Context_Protocol (MCP) memory endpoints & JSON-RPC bus.

Coherence Rules

• All agents read and write to the same Markdown ground truth in Obsidian_Vault.
• No agent overwrites contradictory facts without recording temporal invalidation edges (Bi-Temporal_Knowledge_Graphs).