Independent2025
Fotelik
Architect and Full-Stack Product Engineer
Independent AI product build combining a quiz, structured political research, vector search, and explainable results.
Why It Belongs Here
Fotelik is the strongest independent proof behind the title AI Product Engineer. It is where I built the full product surface and the AI/data pipeline that powered it, instead of treating AI as a thin layer on top of static content.
The repo shows end-to-end ownership: scope, UI, data flow, extraction, scoring, embeddings, vector search, internal ops tooling, and explainability choices around a politically sensitive domain.
Strongest Proof Points
- Built a custom quiz and matching engine for a voter-facing product, including state, scoring, and results UX.
- Created an AI-assisted pipeline that turned public political content into structured topic summaries and standardized answers.
- Implemented embeddings, pgvector storage, semantic retrieval, and internal human-in-the-loop tooling.
- Focused on grounding, schema constraints, and explainable results instead of treating AI output as a black box.
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