Knit
Agentic Market Research Platform
Architected a production agentic research workflow that transformed analyst-heavy reporting into a verified AI execution pipeline.
LLM systemsDAG orchestrationEvalsSandbox execution
48-72h → <1h report turnaround30-50 sandboxed analytics tasks per report
Read case studyEpic! for Kids
ML Infrastructure Rescue
Took ownership of production ML systems after layoffs and reduced cost, complexity, and operational risk.
ML infraKubernetesSearchRecommendations
10x ML platform cost reduction100x Kubernetes pod usage reduction
Read case studyTangible Play / Osmo
Computer Vision Product Systems
Led CV systems that improved worksheet recognition accuracy and supported interactive learning workflows.
Computer visionReal-time MLJava deploymentEducation products
93% → 98% worksheet CV accuracy80% IoU shaded-region detection
Read case studyWhodat
High-Performance AR and Vision
Built and researched performance-sensitive vision primitives before the team transitioned to Osmo after acquisition.
C++ORBSLAM-style visionMonocular depth
20% faster ORB detector than ORB-SLAM baseline
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