Browser agents fail on real websites — hover-only menus, cookie walls, hidden modals, 2FA, payment steps. AgentGlass turns those failures into measurable, fixable infrastructure: Inspect · Repair · Rescue · Transact · Learn.
AgentGlass scans websites with browser agents, scores where they fail, generates verified DOM/ARIA patches, escalates human-only blockers, and supports paid agent actions through HTTP 402 flows.

The core of AgentGlass ships as a connected stack — inspect and repair the site, rescue the agent when it's blocked, and let it pay its way through.
Scan any site with browser agents, score Agent Readiness, and generate verified DOM/ARIA patches before agents break.
A sub-10-second human handoff when a web agent hits 2FA, approval, CAPTCHA, or a novel blocker — phone buzzes, human clears it, agent resumes.
HTTP 402 agent payments with receipts and spending policy — plus a dispute engine for when a paid action goes wrong.
Won with OpsGate, a simulation-based reliability gate for enterprise agents. 103 projects, ~700 participants — the only solo winner.
A governance layer between an AI agent's memory and the code it ships: deterministic checks at keystroke time, auditable evidence at compliance time, one verdict at merge.
An AI legal-intelligence platform — 3 engines (ContractExtractor, LitigationPackager, PatentClaims), 28 agents, 938 tests, 200+ API endpoints. Built on MemoryOS.
Improved model performance from 56% to 97.1% accuracy across hands-on AI/ML problem solving.
AgentGlass, BatonPass, PayGate402, OpsGate, MemoryLint, LexFusion, SiteCopilot, Recover AI — and dozens more across agent reliability, evaluation, and enterprise deployment.
I build practical AI systems centered on reliability, evaluation, and enterprise deployment — most recently the reliability layer for the agentic web. Currently looking for collaborators working on browser agents, agent reliability, and the agentic web.
PhD (UK) — Microbial Molecular Genetics, University of Birmingham, fully funded by the Darwin Trust of Edinburgh (3–5 recipients worldwide), with 4 publications. Certified by AWS and Elastic; 4× Udacity AI/ML nanodegrees.
San Francisco Bay Area · open to collaborators on the agentic web.