Project File
Multi-Agent Systems
Councils, hives, and debate: multiple specialized models coordinating on one problem — from a Raspberry Pi MQTT hive to a five-model local debate framework.
CSI Agent Hive
OBSERVEDA distributed system where Raspberry Pi 5 nodes host agents with distinct personalities (logical, emotional) communicating over MQTT. Agents react probabilistically to peers and maintain per-pair trust scores updated by sentiment analysis — trust as an emergent, measured quantity.
Multi-Agent Chat / Debate UI
OBSERVEDA Streamlit framework running five local Ollama models (Qwen2, Llama3, Mistral, Gemma, DeepSeek) in turn-based debate with configurable personas, an orchestrator with intervention powers, RAG context injection, and a complete bulk HR resume-review workflow (up to 1,000 documents with translation).
SuperRats
EXPERIMENTALA vendor-neutral capability-based execution framework: route to the cheapest capable model first, run independent sub-agents concurrently, escalate on low confidence, verify code before accepting it. Its experience layer now feeds Remy's hive via an ExistingRemyBackend.
The Sub-Agent Hive
PRINCIPAL INVESTIGATOR
human in the loop
REMY · MODEL ROUTER
spawn_agents · routing · fallback chains · budgets
POLICY ENGINE + BUDGETS
deterministic allow/deny · $0.02 cloud ceiling enforced live
RESULT → CORTEX WRITEBACK
Hover or tap an agent to see its responsibilities.
Current Limitations
- −No controlled council-vs-monolith benchmark has been run yet — the comparison is designed, not measured.
- −Hive trust dynamics are observed qualitatively; no formal metrics published.
Next Steps
- +Fold SuperRats routing fully into Remy's spawn_agents.
- +Design a measurable council-vs-single-model evaluation.