Research rigor with an engineer's delivery mindset

• Led development of a full-stack LLM assistant for retrieval, question answering, and knowledge automation.
• Built hybrid retrieval, metadata indexing, and cross-encoder reranking.
• Developed task decomposition, memory, and workflow orchestration.
• Built evaluation for hallucination, relevance, and safety checks.

TODO_REVIEW: Confirm current title, organization wording, dates, and public scope.

• Taught labs for Introduction to Computer Science.
• Evaluated projects and exams with structured feedback.

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• Supported Data Mining, Machine Learning, AI, Computer Vision, Networks, Operating Systems, DBMS, and introductory computer science courses.
• Delivered lectures, guided labs, and managed assessments.

TODO_REVIEW: Confirm exact courses, semesters, and preferred level of detail.

• Worked on object detection and tracking for product-specific environments.
• Set up computer vision pipeline components.
• Processed legacy datasets for model upgrades and compatibility.

TODO_REVIEW: Confirm approved project language and outcomes.

• Worked on object detection and tracking for product-specific use cases.
• Built initial pipeline components and analyzed historical datasets.

TODO_REVIEW: Confirm approved project language and outcomes.

• Developed computer vision analytics for rail-yard management and crossing safety.
• Built edge-to-control-center deployments using NVIDIA AGX Xavier.
• Implemented detection, tracking, and re-identification under operational constraints.

TODO_REVIEW: Resolve overlapping role labels and dates in the source resume.