projects
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A Multimodal Stochastic Medical Tutor: A Systems Build Story
A multimodal medical tutor that uses a deterministic runtime to orchestrate stochastic controller decisions—combining image tools, retrieval, and student modeling—improved through SFT, RL, and playbook optimization.
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Building an Adaptive Tutoring System with RL and Knowledge Tracing
Combining knowledge tracing, reinforcement learning, and multi-agent orchestration to pick the right question for each learner.
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When Regex Meets Fuzzy Matching: Building a Medical Document Classifier That Knows Who's Who
*Automating multi-patient fax sorting with OCR, entity extraction, and weighted clustering*
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Graph-Augmented RAG: Beyond Vector Similarity for Private Equity Research
How combining knowledge graphs with embeddings outperforms simple semantic search
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Mini-Town: What I Learned from an Abandoned Agent Simulation
An experimental project that taught me more by failing than it would have by succeeding
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When VLMs Need a Human Safety Net: Building Document Extraction with Confidence Calibration
How I designed a medical document processing system where the model knows when to ask for help
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Tiny Reasoner: Engineering a 135M Model for Medical Expertis
How I built a specialized medical coding agent using RLVR, Chain-of-Thought, and Self-Amplification.
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Medical Reasoning-Service
Building a Reasoning Engine for Healthcare: Ditching Vector Search for Tree Traversal
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Aegis-Building a Fraud Detection System
Combining NLP and traditional ML to achieve 12x better fraud detection than manual review
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Self-Healing Voice Agents: Automating Prompt Remediation with AIOps
System that detects voice agent failures and fixes them without human intervention