Researcher · Architect · Consultant
I turn AI into auditable systems, learning experiences and decisions that teams can understand and sustain.
01 — Projects
Protocols, products and methods designed to work beyond the presentation.
Event Sourcing for autonomous agents: intent, contract, evidence and replay.
APPLIED AIStrategy, prototyping and AI delivery with governance and human review.
FIELD NOTESNotes on agents, education, systems and the work of making technology explainable.
01b — Blog
OpenAI has released GPT-6 Cyber, its first model officially designated with a "Critical" risk rating under its Preparedness Framework after uncovering 948 functional exploits in the Linux kernel. Autonomous zero-day synthesis without human intervention ends the era of manual defense and demands deterministic containment outside model weights.
Message threads and a Git backend for thousands of agents show why performance depends on moving state without surrendering the source of truth.
How I use Grok Bot, Antigravity, and ESAA to coordinate agents, automate processes, and turn complex tasks into governed workflows.
02 — About
I work at the intersection of Artificial Intelligence, software engineering and education. My practice combines research, implementation and governance to close the gap between a compelling demo and a dependable system.
03 — Contact
If your challenge involves applied AI, agents or responsible automation, I can help turn the question into an executable path.