AnalysisOpinion / analysisMLOps, Tooling & Infrastructure · Retrieval, RAG & Search · Evaluation & Benchmarks1 source · Oct 18, 2026

Built a search engine for debugging which is not a wrapper [P]

TLDR: I built a search engine that reads a bug report (or lets you define it) and points to the exact file (93%) and to the exact function (79.4%) you need to fix.

Proof1 community thread

Key points

  • I recently made a new project while trying to get into RAG and automation.
  • Odin is more than a search engine, all you have to do is paste a public repo URL and link the issue or describe the bug yourself and it downloads, parses and ranks the functions based on the mentioned bug.
  • Why its different than any LLM:
  • It runs mostly in your browser: It uses Tree-sitter (via WebAssembly) and small local models (via WebGPU) so your code isn't just blindly shipped off to a giant cloud LLM.

Sources (1)

  • [1]Built a search engine for debugging which is not a wrapper [P]
    r/MachineLearning (top, daily) · Oct 18, 05:18 AM
    TLDR: I built a search engine that reads a bug report (or lets you define it) and points to the exact file (93%) and to the exact function (79.4%) you need to fix.
    I recently made a new project while trying to get into RAG and automation.

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 17, 2026Blown away by Minimax H3 sometimes. It nailed this one!!!!
  2. Oct 17, 2026Nemotron 3.5 Bolt, Muse Spark Open, and a Fast LFM2.5 24B
  3. Oct 15, 2026nvidia/Nemotron-3.5-Embed-1B-BF16 · Hugging Face
  4. Oct 15, 2026open source framework that makes your AI agents generate UI elements
  5. Oct 15, 2026Granite Switch 4.1: Chat, Decisions, and Speech from One Endpoint
  6. Oct 15, 2026NVIDIA Nemotron 3.5 Super VL Powers Specialized Agents with Multimodal Reasoning

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