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Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

Achievements

Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

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ns-0437/README.md
  • 👋 Hi, I'm @ns-0437 (Navin Kumar)
  • 👀 I'm interested in retrieval systems: chunking strategies, hybrid dense + BM25 fusion, HyDE, cross-encoder reranking, metadata channels, and the evaluation that decides which of them earn their place
  • 🤖 I also work on production ML and the machinery that keeps it honest: EmbeddingGemma-300m, ChromaDB, RT-DETR, PyTorch, FastAPI, Docker, Cloud Run
  • 🌱 I work as an AI Engineer at BBI Inc., shipping agentic pipelines that run unattended
  • 💞️ I'm looking to collaborate on open source around agent reliability, supervision and observability for long-horizon systems
  • 📫 How to reach me navinkumar0437 at gmail

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  1. agentfuse agentfuse Public

    A logical circuit breaker for long-range autonomous agents: detects tool loops, goal drift, logic traps and runaway spend, then steers the agent back with a deterministic recovery ladder (an option…

    Python 2 1

  2. relevant-section-identification relevant-section-identification Public

    Given a PDF and a natural-language query, identify the pages and section headings that answer it. Hybrid retrieval over structure-aware chunks, with a PDF-viewer UI.

    Python 2

  3. mastercard-fraud-defense mastercard-fraud-defense Public

    Mastercard Innovation Challenge 2026 - AI Defense Lab for Payment Security: closed-loop Identify/Generate/Defend system for GenAI-powered payment fraud

    Python

  4. artwork-agent artwork-agent Public

    Independent portfolio prototype: an agent that resolves artwork blockers on simulated sticker orders (inspect, clarify, repair, verify, proof).

    Go

  5. dep-graph-generator dep-graph-generator Public

    Generates a dependency graph from a Composio toolkit catalog (which tools' outputs feed which other tools' required inputs)

    HTML