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gguf-neuron-explorer

Find, rank and steer MLP neurons of GGUF models on llama.cpp; export control vectors; 3D web UI and MCP server

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GITHUB · launched Oct 26, 2026 · 82 upvotes (top 18%)

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Could you build this?

Partial The 3D web UI, MCP server, and llama.cpp wrapper are standard engineering that vibe coding handles well. The core neuron-ranking and steering logic needs real mechanistic-interpretability knowledge: activation extraction, control-vector computation, and validating that the results mean something.

What it would actually take: Use llama.cpp's C/C++ API or its GGUF tooling to run forward passes and capture MLP activations per layer and neuron, with a Python or Go backend for analysis. Build the ranking and control-vector export on top of established methods such as representation engineering. The hard part is the interpretability methodology and its validation, which requires ML researchers familiar with transformer internals and steering experiments.

Competitors

Other products that read as similar to this one : 978 launches clear the similarity bar, closest 8 shown.

Attention rank: #171 of 979 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 356 days after the earliest competitor.

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