I design intelligent systems that help people make better operational decisions. A working notebook at the intersection of AI, operations research, analytics, and human judgment.
Most operational decisions are still made on intuition, scattered spreadsheets, and yesterday's data. I build the decision systems that change that: engines that fuse AI, optimization, and the texture of human expertise into one calm interface.
A voice first healthcare navigation system that compares real prices, reasons across coverage options, asks rather than guesses, and keeps consequential action behind explicit consent.
These are the prompts that organize the work. They aren't rhetorical, each one has a research thread.
How do we design AI that augments operational judgment rather than replacing it?
What does optimization look like when the objective function is contested by humans in the loop?
Can a decision log become the training set for the next generation of internal AI?
Where does deterministic logic end and probabilistic reasoning begin in supply chains?
How do we build systems that are calm by default and loud only when it matters?
A financial result is not yet an explanation. The Financial Variance Command Center asks six bounded roles to validate the record, decompose the bridge, connect operating context, challenge the forecast, inspect risk, and prepare the brief. The arithmetic stays deterministic. The final judgment stays human.
Read note →A finance tool should feel precise before it feels futuristic. I replaced the generic AI-dashboard aesthetic with ledger structure, tabular numerals, institutional green, restrained risk color, and the visual hierarchy of an investment memorandum. Aesthetic is part of trust, but it cannot substitute for evidence.
Read note →The moment an agent can do everything, it becomes difficult to inspect anything. I started defining each agent by one bounded responsibility, one evidence surface, and one kind of claim. The goal is not simulated teamwork. It is attributable reasoning.
Read note →