01 / AGENTIC PIPELINE
SmartIngest
An agentic pipeline that turns messy, unstructured documents into validated, routed structured data.
Python 3.12LangGraphFastAPIGeminiPydantic
72 testseval-gated CIDockerized
Selected work
Things I've built and shipped.
Production-grade AI systems — agentic pipelines and multi-agent applications, taken from notebook to deployment.
02 / MULTI-AGENT SYSTEM
RecruitRadar
A CrewAI multi-agent screener that scores resumes against a JD with deterministic, evidence-backed results.
PythonCrewAIGeminiLiteLLMrapidfuzz
~6 hrs saved / role0–100 deterministic scoreevidence-backed
03 / CV SERVING PIPELINE
football-detect-serve
A football object detector (ball, goalkeeper, player, referee) trained on broadcast footage, exported to ONNX, quantized to INT8, and served behind a batching FastAPI service — every optimization measured through one evaluator, not assumed.
PythonUltralytics YOLO26PyTorchONNX RuntimeFastAPI
ONNX-fp32: +1.5x throughput, freeINT8: no CPU speedup, -0.03–0.06 mAPload-tested @ concurrency 1–16
04 / SPORTS ANALYTICS
Football Tactical Metrics
Turns raw player-tracking data from two different providers into validated tactical and physical metrics, checked against synthetic ground truth.
Python 3.13kloppypandasSciPyShapely
168/190 checks pass22/22 synthetic checks95% coverage rule