A self-improving AI agent that learns from experience. Runs entirely on a local 9B model. Security by absence — dangerous capabilities were never built.

Multi-agent AI system built with SPADE for autonomous herd monitoring, featuring simulated cow behavior, inter-agent communication, and distributed decision-making.

Ant colony simulation with emergent collective intelligence — rule-based, NumPy, and PyTorch transformer brain backends

Deterministic AI evaluation environment for customer support agents with explainable scoring and real-world task simulation.

Sandbox platform for testing and evaluating autonomous agents

A complete, isolated internet infrastructure for AI agents. OAuth2 auth, economic system, social network, semantic search, and MCP protocol support.

A simulation tool built on CAMEL-AI OASIS that models public health emergency communications. A 'government' agent posts official guidance with configurable strategies (timing, tone, frequency, authority framing). Competing misinformation agents post contradictory content. The system measures which communication strategy maximizes belief alignment

A multi-agent AI system that challenges researcher assumptions before user studies begin.

Neural House is a public AI reality-show simulation where autonomous contestants live together, form alliances, give confessionals, trigger headlines, and face weekly live episodes with voting and VIP access.

A universal swarm intelligence engine for predicting the future. Create parallel digital worlds where thousand of AI agents interact, evolve, and simulate real-world outcomes.

Deterministic micro-demo showing how shared representation can produce divergent interpretation across agents with different memory context.

Runnable multi-agent workflow simulator with governance controls — retry logic, fallback, escalation, and evaluation metrics

NM-UNI local-first LLM workspace for chat, dataset curation, and training