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I’m a staff‑level front‑end prototyper who ships AI‑first product experiences end‑to‑end — from fast, delightful UI to the serving hooks, telemetry, and quality loops that make them safe and reliable.
I move quickly without breaking trust: feature flags, staged rollouts, shadow traffic, automatic rollback, and observability baked in from day one. I’ve led incident response and postmortems, turning mitigations into guardrails (rate limits, circuit breakers, sandboxed execution, PII‑aware logging/redaction), and held clear SLOs.
For LLM features, I build evaluation harnesses and UX guardrails: prompt templates with traceability, helpfulness/harmlessness metrics, red‑teaming workflows, and user‑facing affordances that set expectations and steer out‑of‑scope asks — very much in the spirit of Constitutional‑AI‑style product thinking.
I love rapid prototyping, pairing with PM/design, and iterating with real signals until the experience feels obvious.
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I like to share my experiences and learnings from the world. While my blog is currently on hiatus, you can explore my previous posts covering topics such as:
Check out more on my blog here
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