A Markdown folder is still not a note system
A folder full of .md files is still only a file collection: wiki links do not resolve and there is no reverse index, it is not a note system until links exist in the system.
Researcher · Architect · Consultant
Intelligent systems need direction, not only speed.
I turn AI into auditable systems, learning experiences and decisions that teams can understand and sustain.
01 — Projects
Projects connecting research and practice
Protocols, products and methods designed to work beyond the presentation.
OPEN PROTOCOL
ESAA
Event Sourcing for autonomous agents: intent, contract, evidence and replay.
APPLIED AIApplied consulting
Strategy, prototyping and AI delivery with governance and human review.
FIELD NOTESOpen notebook
Notes on agents, education, systems and the work of making technology explainable.
01b — Blog
From the notebook
Restricting the frontier requires proving narrower defenses failed
Restricting or deliberately slowing frontier AI capability in the name of catastrophic risk must carry the burden of justification, including the opportunity cost of delayed defenses and medical or scientific progress. That logic applies to risk governance in general, not only bioweapon narratives.
The prompt describes the cycle; ESAA institutes it
Codex-on-GPT-6 agent instructions already narrate claim/complete, evidence rules, and completion audits in natural language. ESAA formalizes the same lifecycle outside the model: event sourcing and a deterministic orchestrator.
02 — About
Technology with context
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
Shall we talk?
If your challenge involves applied AI, agents or responsible automation, I can help turn the question into an executable path.