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Portfolio & Demos

Real projects. Measured results. Explore our engineering work across AI retrieval systems, agentic workflows, and intelligent automation.

Featured
🔍

Hybrid RAG Retrieval Engine

AI & Retrieval

Enterprise retrieval-augmented generation system combining BM25 sparse search with dense vector embeddings and FlashRank cross-encoder re-ranking. Tested against a frozen 25-query golden benchmark set with measured delta scores.

+48% Retrieval Recall
0% Hallucination
25 Benchmark Queries
PythonLangChainChromaDBFlashRankBM25
🤖

Agentic Support Triage System

AI Agents & HITL

LangGraph-powered stateful agent with human-in-the-loop review gates for enterprise support ticket triage. Classifies, routes, and drafts responses with mandatory human checkpoints before any customer-facing action.

100% Human Verified
3 Review Gates
PythonLangGraphGroqFastAPI
📐

Scientific Evaluation Harness

AI Quality Assurance

Automated scoring pipeline that runs frozen golden benchmark sets against RAG systems, measuring retrieval recall, answer faithfulness, and refusal accuracy on impossible trap queries — generating before-vs-after delta scorecards.

3 Scoring Axes
Auto Grading
PythonPydanticJSONGroq
⚙️

Intelligent Document Pipeline

Automation & ETL

Automated document ingestion, chunking, embedding, and indexing pipeline that transforms raw enterprise documents into searchable knowledge bases — with configurable chunk strategies and multi-format support.

Multi Format Support
Auto Indexing
PythonChromaDBLangChainsentence-transformers

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