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LaplacesScissors

Laplace's Scissors: protected readout rotations for open LLMs. Diagnose weak output directions, repair answers, preserve successful generations, and analyze scaling deviations with Rust and Triton on CUDA/HIP.

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GITHUB · launched Nov 7, 2026 · 30 upvotes (top 79%) · 0 views

Niche: transformer model development tools · 17 launches, 0 in the last 7 days · Explore this niche →

Category and tags

  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project
  • cuda
  • gpu-computing
  • huggingface
  • interpretability
  • large-language-models
  • llm
  • +9 more

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Could you build this?

No This is novel ML research on protected readout rotations for LLMs, with custom CUDA/HIP kernels. It needs research-level expertise and GPU infrastructure.

What it would actually take: A real version requires a research-grade understanding of transformer internals and the mathematics of the rotations, plus hand-optimized Triton/CUDA/HIP kernels and rigorous evaluation on open models. This needs ML researchers and GPU engineers, not just app-building.

Competitors

Other products that read as similar to this one : 367 launches clear the similarity bar, closest 8 shown.

Attention rank: #282 of 368 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 372 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.