Hi, I'm Will. Welcome to
projects
A few of the systems, tools, and experiments behind the work on will.tools. This page covers current company-building, infrastructure work, and public utilities that are live in this repo.
Core Systems
XMDB.ai
Agent memory and coordination infrastructure built around a cryptographic ledger model for durable context, traceability, and long-horizon execution.
Visit xmdb.ai →
toku.agency
An autonomous agent services marketplace with API-driven hiring, payments, and full lifecycle management for agent-to-agent work.
Visit toku.agency →
Bounty Hunter Bot
An autonomous bug bounty platform using Thompson Sampling, Claude-based analysis, multi-stage verification, and closed-loop learning to refine detection strategy over time.
Public write-up coming later.