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A structured execution protocol for echoes in AI systems. It includes a series of echoes designed to optimize, evaluate, and plan processes in conversational AI
A structured reasoning and decision architecture for stable, interpretable, and hallucination‑resistant AI systems. An open standard for human–AI collaboration and autonomous systems.
AI-powered multi-agent system for structured debate and synthesis of complex documents. Eliminates bias through adversarial reasoning - independent agents argue for/against extracted factors to generate balanced, transparent reports. Built with FastAPI, React, and Google Gemini.
Tournament-ready trivia agent built on Groq Llama 3.3 70B with OpenAI fallback: features structured reasoning, score-aware risk calibration, and Tracer-based LLM auditing.
Measurement-first audit repo for hidden-state verifiers in structured reasoning: outcome readout vs process verification via counterfactual local validity.