Work & Projects

A few things I have built and worked on. More case studies and projects coming soon

Product Feedback Agent

Product Feedback Agent

Turns fragmented customer feedback into evidence-backed product opportunities: a Gemini analyst drafts them, a deterministic validator checks every citation and quote against the source evidence, a second AI pass critiques the reasoning, and a human is the only one who can approve the resulting GitHub issue. 335 automated tests, 34/34 deterministic evaluation cases, 10/10 grounding checks, 19/19 expected validation violations caught, and 9/9 safety cases passed; the live n8n approve/reject paths were validated end-to-end, with the approve path creating a real GitHub opportunity issue.

AI AgentsEvaluationHuman-in-the-loopn8nPython
Learnext: AI Language Tutor

Learnext: AI Language Tutor

AI-powered language practice focused on tight learning loops, clean UX, and fast iteration.

AI/MLEdTechUser Research
PRD to Tickets Agent

PRD to Tickets Agent

Turns PRDs into implementation-ready dev tickets with acceptance criteria, QA edge cases, analytics events, and one-click Linear issue links.

Product Requirements DocumentsPRDAnalyticsNext.jsLLMVercel
RICE AI Prioritizer

RICE AI Prioritizer

Turns RICE scoring into a small, explainable, exportable tool for PMs

RICE FrameworkDecision MakingRoadmappingProduct StrategyAI Product
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