Projects

Selected projects.

A closer look at individual projects — what they set out to do, how they ran, and what they delivered.

VOICE-OF-CUSTOMER PIPELINE LOCAL LLM AGENTS Σ counts in code “ Reviews & tickets Agent pipeline Themes · quotes · roadmap raw customer feedback multi-agent + critic verified outputs
Portfolio Project · In Progress

AI Voice-of-Customer Copilot

A multi-agent pipeline on local Ollama models that turns app reviews and support tickets into pain-point themes, verified quotes and roadmap items.

Designed for trust: counts are computed in code rather than by the LLM and checked by a critic agent, then evaluated against a hand-labelled golden set.

RETRIEVAL-AUGMENTED ASSISTANT Drive docs Gemini embeddings ChromaDB Grounded answers service-account ingest semantic vectors retrieval guardrails on
Personal Project · Completed

Internal RAG Assistant

Answers questions over Google Drive documents — service-account ingestion, Gemini embeddings, ChromaDB and retrieval.

Added guardrails against hallucination and prompt injection, and evaluated it on a 50-question test set.

50 question evaluation set
100% grounded answers

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