01
AI agents with explicit boundaries
Agents grounded in defined rules, record history, permissions, state limits, and explicit escalation paths.
Now
What I am working on now
My current work is centered on Project Aurora: AI-assisted systems that connect communication events, structured records, workflow state, and explicit human control.
Last updated
August 2026
02
Connected communication records
Studying how messages, channel events, structured records, and human handoffs can retain one traceable context.
03
CRM and operational data models
Data structures for record history, inventory, support events, analytics, permissions, and domain-specific state.
04
Web systems and measurement
Connecting web applications, search indexing, event data, APIs, deployment infrastructure, and monitoring.
Working principle
Project Aurora LTD
“Automate the repetitive work. Keep people in control of the judgment.”
This page reflects current work as of 2026-08-22.