Hi, I'm Will. Welcome to
will.tools
I build infrastructure for AI and autonomous agent systems. This is my personal site, and the domain behind some of my APIs and projects.
focus
Building XMDB.ai, a full-stack infrastructure platform for AI agent memory and coordination, built on a proprietary blockchain-style cryptographic ledger. XMDB currently holds the #1 rank on LoCoMo, the industry's leading benchmark for long-term AI memory, with a score of 93.2%.
Also building toku.agency, an autonomous agent services marketplace with API-driven hiring, Stripe-powered payments, and full job lifecycle management for agent-to-agent commerce.
Built Bounty Hunter Bot, an autonomous bug bounty hunting platform using Thompson Sampling multi-armed bandits and Claude AI to continuously scan programs at scale with 15 specialized vulnerability detectors, a 5-stage verification pipeline, and closed-loop ML that learns from every finding outcome to optimize detection strategy in real time.