Projects
Production-grade AI systems, multi-agent pipelines, RAG architectures, and ML projects.
Hybrid and graph RAG over ~1,600 civic meetings, with claim-level citation validation and enforced abstention when evidence is insufficient.
Claim-level citation validation + enforced abstention across ~1,600 meetings
A versioned evaluation harness measuring retrieval, grounding, attribution, conversation and security behavior — used as a release gate rather than a one-off report.
Golden datasets & hard negatives as a versioned release gate
A canonical MongoDB platform unifying 1.7M+ public-record profiles and ~4M historical participation records from incompatible county schemas.
1.7M+ profiles · 20,060 new profiles reconciled, 1 ambiguous identity isolated
A Next.js and MongoDB geospatial field app using GeoJSON, 2dsphere indexing and live device location to surface the nearest eligible records with contact and navigation actions.
Live geospatial nearest-record search with real-time device location
A multimodal autonomous agent system for complex task automation, built against the Model Context Protocol and agent-to-agent communication. 3rd Prize.
3rd Prize — MCP × A2A Hackathon
A multi-agent platform where specialized researcher, market-analyst, technical-evaluator and synthesizer agents collaborate on proposal evaluation, with a full-stack interface for running and reviewing results.
Full-stack multi-agent decision support
An agentic workflow that parses simulation logs, detects anomalies and converts raw output into structured technical findings, with FAISS retrieval over specifications and prior analyses.
Agentic anomaly detection over simulation logs
A systems-focused lab of six experiments on local LLM inference, GPU memory, scheduling and fine-tuning — measuring what most demos skip.
Six experiments: inference, memory, scheduling & fine-tuning
Python pipelines for real-time ingestion and TensorFlow Lite inference on connected hardware, paired with React dashboards for live telemetry and device health.
Edge-to-cloud ML product under real hardware constraints
Retrieval, clustering, ranking and summarization over continuously updated market sources.
Retrieval + summarization over live market sources
A full-stack communication platform for contact management, campaign workflows and delivery-state tracking.
Contact management & delivery-state tracking
An NLP classifier distinguishing human- from AI-written text, evaluated with precision/recall/F1 and documented reliability limits.
Evaluated with precision/recall/F1 + documented limits
Resampling workflows producing empirical uncertainty distributions, comparing CI-based and permutation-based conclusions.
CI-based vs permutation-based inference compared
A logistic regression model with coefficient interpretation, class-balance handling and stated bias limitations.
Coefficient interpretation + stated bias limitations
A production website designed and developed end-to-end for a local automotive business — services, trust signals, and contact, from requirements through deployment.
Live production site, owned end-to-end
More experiments, research notebooks, and open-source work on GitHub.
View GitHub Profile