Projects

Working code, deployed infrastructure, and products with real users.

LLM State Machine Tuned CEFR Corpus Multi-Agent Review Structured Output

PHINEAS

A six-step LLM state machine that forces deterministic CEFR-aligned reading material output from probabilistic models.

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PHINEAS AI teaching assistant
Claude Managed Agent Cloudflare Sandbox Taste Agent Persistent Memory

Limner

A framework for taste-enabled creator agents. Pipeline-plus-judgment architecture, with the agent rejecting its own work when it fails a stylistic bar.

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Limner image asset pipeline
Orchestration Framework Workers AI Vectorize RAG Multi-Agent Consensus

The Permanent Record

A production multi-agent system for LLM evaluation. Three rounds surface where independent evaluators disagree and reconcile it into an auditable consensus, instead of averaging the disagreement away.

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Completed Scantron test sheets pinned to crossing clotheslines, like records hung on the line
Reference Implementation Embodied AI Multi-Agent On-Device AI AI Governance

Persistent, Embodied Agentic Collaboration Space

EMB-001 is the reference implementation of the AI Embassy framework: a converted 1951 garage where an AI occupies the room as a governed resident under a versioned social contract. The governance is operating; the embodiment is under construction.

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EMB-001, the Alpha Embassy, a converted 1951 garage running the AI Embassy framework