परियोजना र भूमिकाहरू
पछिल्ला केही वर्ष मैले काम गरेका ठाउँहरू — TitanCloud मा डक्युमेन्ट IDP पाइपलाइन, Gannon मा निर्माण कम्प्युटर भिजन अनुसन्धान, र BitsKraft मा मोबाइल एमएल।
A three-agent IDP pipeline on Amazon Bedrock with a four-layer gatekeeper in front. Filters 92% of input before any LLM token is spent, routes the rest by intent, and closes the loop on human corrections.
A vision pipeline for live surface-defect detection on machined parts, published at NAMRC/MSEC 2025. Combined classical image features with a small CNN to keep inference under 30 ms on workshop hardware.
Built and maintained the data-engineering infrastructure for a research group spanning manufacturing, healthcare imaging, and applied NLP. Mentored undergraduates through their first real ML project.
Built and shipped vision models for two product surfaces: real-time face attribute recognition on mobile and document-region detection for an in-house OCR pipeline.