I build the infrastructure that makes AI agents reliable in real work.
Safe tool access. Verifiable workflows. Clear recovery when things fail.
I’m a Senior M365 engineer at Content Formula, building enterprise Microsoft 365 products alongside agent infrastructure and open tools.
- Agent Efficiency Tools — inspect media, documents, tests, and command output while preserving the original evidence.
- ORA — coordinate agent work from task breakdown through verification and reconciliation.
- SPFx Fast — build SharePoint apps with Graph and REST data, React hooks, and agent-ready starters.
- Works With Agents — independent engineering assessments of product code, delivery, security, and recovery.
At work, I build Lightspeed365 and Xoralia for Microsoft 365.
Agent reliability in practice: safe tool use, evidence, evaluation, recovery, and fitting agents into existing systems. Notes on agents and security.
Working thesis: as models improve, the harness should shrink; evidence and recovery should stay explicit.