News for hackers. Stuff that matters.

A comment on Show HN: How I Topped the HuggingFace Open LLM Leaderboard on Two Gaming GPUs. Parent comment

Re:Show HN: How I Topped the HuggingFace Open LLM Leaderboar... by rapatel0 on Tuesday March 10, 2026 @03:29PM (#47327766)
Clarification. Duplicating multiple groups of layers in a "reasoning" loop

Normal:

  L1 -> L2 -> L3 -> L4 -> out
Unrolled (current framing):

  L1 -> [L2->L3] -> [L2->L3] -> L4 -> out
Looped (proposed):

       --<--loop----
       |           |

  L1 -> [L2->L3] x N --> L4 -> out
"reasoning loop"

Note: ascii rendering HN is not trivial

[ Parent | on HN ]
Re:Show HN: How I Topped the HuggingFace Open LLM Leaderboar... by gavinray on Tuesday March 10, 2026 @04:00PM (#47328081)
The commenter "Skerit" below linked to a recent implementation of this:

https://ouro-llm.github.io/

See the left-hand side of the diagram here, which is your exact proposal:

https://ouro-llm.github.io/static/images/ouro_main.png

[ Parent | on HN ]