ogtechdevogtechdev Portfolio of systems, AI, and product work.
Clarity before automation.
I design systems that stay legible under pressure, not just on launch day.
I design and ship reliable software systems and AI products with clear architecture and measurable outcomes.
Scroll to explore ↓Snapshot
Evidence over claims.
A focused portfolio for operational AI and systems work
What I do
Built for operability.
AI systems you can reason about
Structured, explainable AI designed for inspection, debugging, and trust.
Operational software, not demos
Systems built with real constraints in mind: failure, scale, and change.
Foundations, not one-offs
Projects and infrastructure that are built to evolve, not collapse.
How I decide
Principles
Engineering decisions are documented.
Clarity over hype
I value precise claims, measurable outcomes, and documentation that makes tradeoffs explicit.
Human-in-the-loop by default
Every workflow includes a checkpoint a person can understand, review, and control.
Explain first
Reasoning, provenance, and failure modes are features, not bonuses.
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Systems over spectacle.