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Kcodess2807/README.md

arush@karnatak — AI/ML engineer, B.Tech IT 2027


If you're here, you're probably looking for my work

  • SmartFlow — a reinforcement-learning traffic-signal controller that reads live per-lane demand and learns which phase to run. Cuts average vehicle waiting time ~55% vs a fixed-time controller, matches max-pressure heuristics, and extends to a multi-agent 2x2 grid with shared-parameter PPO plus emergency-vehicle preemption. Python SUMO Stable-Baselines3 (DQN/PPO) FastAPI ReactCode

  • TraceRAG — a GraphRAG engine you can see. Answers questions over real codebases by fusing vector search with knowledge-graph traversal, then draws the full retrieval path live on a React Flow canvas so every claim traces back to its source. Sub-500ms retrievals, RS256 JWT auth, per-user rate limiting. FastAPI LadybugDB GLiNER React Flow GroqCode

  • Bodhi — a voice-first AI mock-interview platform. Six-phase adaptive pipeline, four-dimensional scoring, RAG over 10K+ document chunks, and real-time proctoring via FaceNet512, MediaPipe, and YOLOv8. Three-tier storage (memory → Redis → Postgres) with sub-millisecond session latency. LangGraph pgvector YOLOv8 FastAPI Redis


A little about me

I'm a B.Tech IT student (GGSIPU, class of 2027) who ships AI systems that run in production — not just notebooks.

In the past year I architected ML pipelines processing 10,000+ aerial images a day at Kanchan Drones, built a real-time exam-proctoring system holding sub-200ms latency on GCP, shipped a policy-aware RAG chatbot that answers in under a second, and taught an 8-week NLP course to 20+ students.

I live at the intersection of computer vision, LLMs, and MLOps. My favorite thing is taking research-grade ideas and turning them into products people can actually use.

5 national hackathon finals. 2 first-place wins. Still counting.


GitHub

GitHub Contribution Graph


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  1. beetlejusse/SMARTFLOW beetlejusse/SMARTFLOW Public

    SMARTFLOW leverages advanced vision-based technologies, including face emotion analytics, recognition, and automated blurring systems, while utilizing Indian driving datasets to detect vehicles, po…

    Python 5 4

  2. Bodhi Bodhi Public

    Forked from SOGeKING-NUL/Bodhi

    Building a voice-first, low-latency AI Mock Interviewer

    Python

  3. FlowState FlowState Public

    TypeScript 1

  4. APPLYZER APPLYZER Public

    Python 1