From Feature Output to User Value
A beta-first growth plan starts with activation and retention, adds pricing discipline, and invests in marketing only after the product repeatedly creates value without compromising trust.
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Software engineer focused on automation, reliability, and thoughtful system design
Software engineer and quality leader focused on building reliable, well-tested systems that people can trust.
My work sits at the intersection of automation, embedded systems, and backend services, where correctness, observability, and long-term maintainability matter more than quick fixes. Outside of work, I stay active with chess, Brazilian jiu jitsu, and strength training. This site is a home for my projects, writing, and experiments—technical and otherwise.
Learn more about me →Evaluation and test infrastructure, and real work shipped with coding agents
At-most-once delivery, immutable approvals, and safety tests that can't be broken by the calendar.
Proof of what shipped: exact-head evidence reports, seeded private previews, and a PR contract checked in CI.
A migration where the evidence came first: 15 edge-case charts, an independent reference, and a one-line rollback.
A scheduled multi-agent pipeline that reads before it recommends, with no API key and no public surface.
From a live X Space to a listed podcast episode with show notes, using local tools and a free media tier.
Thoughts, tutorials, and insights
A beta-first growth plan starts with activation and retention, adds pricing discipline, and invests in marketing only after the product repeatedly creates value without compromising trust.
Read More →Replacement cost, strategic value, sale value, and venture value answer different questions. Before traction, the honest approach is to keep them separate and expose the assumptions.
Read More →I built a private research-to-caption-to-image workflow around human approval, a controlled canary, and an ongoing blind model comparison—not autonomous bulk publishing.
Read More →Have a project in mind or want to collaborate? I'd love to hear from you!
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