# alainnothere/llm-circuit-finder

<https://repo.masters-masters.com/en/repos/alainnothere/llm-circuit-finder>

[Home](https://repo.masters-masters.com/en) › [alainnothere](https://repo.masters-masters.com/en/owners/alainnothere) › [llm-circuit-finder](https://repo.masters-masters.com/en/repos/alainnothere/llm-circuit-finder)

alainnothere/llm-circuit-finder has 244 stars on GitHub. Its RepoMasters card: Prototype tier. I replicated Ng's RYS method and found that duplicating 3…

| Field | Value |
| --- | --- |
| Owner | [alainnothere](https://repo.masters-masters.com/en/owners/alainnothere) |
| Stars | 244 |
| Forks | 20 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | None |
| Created | 2026 |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [alainnothere/llm-circuit-finder](https://github.com/alainnothere/llm-circuit-finder) |

## Repository

I replicated Ng's RYS method and found that duplicating 3 specific layers in Qwen2.5-32B boosts reasoning by 17% and duplicating layers 12-14 in Devstral-24B improves logical deduction from 0.22→0.76 on BBH — no training, no weight changes, just routing hidden states through the same circuit twice.…

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.