AI Systems
Memory routes, cited search, review boundaries, and evidence-before-claims workflows.
Software engineer building AI-native systems, product interfaces, agent operations, and trading research infrastructure.
Memory routes, cited search, review boundaries, and evidence-before-claims workflows.
Next.js interfaces, APIs, deployment wiring, browser QA, visible proof loops.
Human-directed AI collaboration with public outputs separated from private coordination.
Manual method extraction, bot autopsy, replay-first validation discipline.
Reusable brief, build, QA, publish, learn pipeline for serious sites.
The resume is becoming an interface into the ecosystem, not a pasted document.