I build tools that reduce friction between humans and machines.

Most of the work lives where operators have to deal with complexity directly: workflow systems, MCP servers, inspection tools, audit surfaces, autonomous agents, and infrastructure that makes hidden state easier to see.

• neo — local workflow forensics for Claude Code: agent transcripts, reminder injections, telemetry leftovers, and hook-visible lifecycle events surfaced into a single SQLite database with explicit measured / estimated / inferred labels.
• chronohorn — family-agnostic experiment tracking and architecture search, with a 64-tool MCP surface for driving runs, comparing curves, and ranking frontiers.
• heinrich — model forensics through geometry: residual-stream projections, activation traces, attention routing, and inspection surfaces for what models actually compute.
• remix-etherscan-mcp — a smart-contract audit MCP that combines Etherscan v2, remixd, git context, contract compilation, fork simulation, and post-deploy inspection.
• exciton — OSS crypto-influencer engine for Solana: deterministic on-chain scanning plus an LLM-driven trading agent in one Rust workspace. madapesai.com is the reference deployment.
• ndrchst — Python-based Minecraft server management for Paper/Velocity fleets, backups, templates, compatibility layers, and remote orchestration.
• decepticons — reusable predictive primitives for substrates, memory, gating, routing, and readouts. The kernel under chronohorn.

• The interface keeps changing; the work underneath doesn't — make systems easier to run, inspect, and trust.
• I optimize for operator clarity over polished abstraction. My better projects keep their state and failure surfaces in plain view, evidence included.
• Most of it is machine-facing. None of it is locked to one model family or one product category. The throughline is practical control over hard systems.

• Like-Us is the oldest and messiest repo in the set. It still matters as an origin point: the mechanistic branch fed into decepticons, chronohorn, and heinrich, while the safety branch eventually looped back into later jailbreak and forensics work.

Six years across enterprise IT, public ops, and independent engineering, all out of Houston, TX. Mostly it's been the same work: take ownership of messy systems and cut down the guesswork operators have to do.

Links: website · GitHub · LinkedIn