I'm Aaron. I'm a lawyer who keeps building software instead of taking weekends off.

I work on legal AI, contracts, and the problem of getting a computer to be useful without letting it confidently make everything worse. I use LLMs a lot. I do not believe them about anything.

This is a map, not a complete list. A lot of the projects below are experiments; some are more polished than others. That’s life.

Public repositories created or updated in the last 30 days, checked 2026-08-05:

• awesome-legal-benchmarks — an evidence-first catalog of legal AI benchmarks, datasets, evaluation frameworks, metrics, and verified primary resources. (created 2026-08-04; last activity 2026-08-05)
• overseer-llc — a Delaware LLC operating agreement with an AI Council in it, with the full adversarial review trail. (created 2026-07-23; last activity 2026-07-28)
• legal-budget-builder — a desktop-first tool for transparent legal-fee estimates and styled Excel exports. (created 2026-07-18; last activity 2026-07-18)
• teacherlab — a slow-roll post-training teaching lab for lawyers, with runnable lessons and environment-design work. (created 2026-07-13; last activity 2026-07-16)
• redline-gym — a verifiable RL environment for contract review with planted mistakes and deterministic span-level scoring. (created 2026-07-08; last activity 2026-07-12)

• redline-gym — contract-review training environments with known mistakes in them
• prime-legal-envs — corporate-law and governance environments for testing models
• m8-market-structure-rails — work around crypto market-structure regulation
• gdpr-dpa-art28-env — a DPA review environment built around Article 28

• LeBlox — an attempt to keep client work where it belongs
• counselbridge — legal chat with citations and a human escape hatch
• plainclause — explain a clause without shipping the whole contract off to who-knows-where
• legal-prompt-router — a small routing tool for legal workflows
• canopy — compliance MCP server work

• highland — mission control for long-running AI-assisted builds
• leto — a local-/Telegram-first agent framework
• deep-agent-lab — research-agent experiments
• onboard — a company wiki compiler, not another RAG chatbot

• reactor-lite — cyber-crisis simulations and training
• legaldocs — assorted legal docs

If you’re building useful legal software, agent systems, or something that probably needs a lawyer in the loop, say hi. Nothing here is legal advice. Obviously.