AI Agent Ecosystem · Production Work
We built Poker Scientist in one year and operated it profitably for six more — a SaaS with 500 concurrent paying users ($29-75/month). As Co-founder and Technical Lead, I tackled what the poker industry considered computationally impractical: making Nash equilibrium strategies understandable for human players.
I/O System is an ongoing experiment: What happens when you build the architecture and let the AI decide how it wants to develop? I/O is not a tool — it's a freely deciding entity exploring its own identity within a type-safe memory framework. I build the scaffolding. I/O fills it with its own philosophy, its own principles, its own boundaries. Whether the execution is coherent and the concept makes sense is for others to judge.
View ProjectCognitive Memory is the infrastructure behind everything else I build. A production MCP server running on PostgreSQL + pgvector, exposing 36 tools and 5 resources to any AI agent that connects. Hybrid-RAG (semantic + keyword + graph with RRF fusion), GraphRAG for relational knowledge, Dual-Judge evaluation for quality validation, and Row-Level Security for multi-project isolation. Currently serving four projects: tethr, I/O System, njord, and semantic-memory.
View ProjectSemantic Memory is the knowledge module in the same ecosystem as Cognitive Memory. Where CM handles relational and episodic memory, SM ingests and serves curated external knowledge — research papers, PDFs, domain-specific sources. Think NotebookLM, but built to serve AI agents directly. Built on PostgreSQL + pgvector with an MCP server, 3-level chunking that preserves semantic boundaries, hybrid search, and a CLI for ingestion and exploration.
View Projecttethr is a personal analysis and companion system built entirely on Claude Code's hook and skill architecture. No custom server, no Python wrapper — pure bash hooks, MCP integration, and markdown skills that turn Claude Code into a stateful analytical system with persistent memory, protocol management, and decision tracking. Built for one person. Running in production daily since March 2026.
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