# OpenBMB praises ForgeKernel, a self-evolving kernel optimization harness

> Original title: From JustGoal to a self-evolving optimization harness, excited to see what comes next. Looking forward to the paper and more results from...

- Source: OpenBMB
- Published: 2026-10-28T05:43:02.000Z
- Bad Influence: https://badinfluence.news/items/t0n8qzc09lvz8v0tz0on7036n
- Original: https://x.com/OpenBMB/status/2115318402273394964

## Summary

OpenBMB's post follows up on JustGoal with a self-evolving kernel optimization harness, ForgeKernel, part of the Forge series. Per the quoted post by @_LiYuXuan_, ForgeKernel ranked #1 on every leaderboard tested, including NVIDIA's SOL-ExecBench (FlashInfer-Bench) and HUAWEI's CANN-Bench. A paper on ForgeKernel is forthcoming.

## Post

From JustGoal to a self-evolving optimization harness, excited to see what comes next. Looking forward to the paper and more results from the Forge series! @_LiYuXuan_

## Quoted post @_LiYuXuan_

> Based on our previous discovery on JustGoal, we redesigned how we do kernel optimisation and launched a self-evolving kernel optimisation harness called ForgeKernel, a part of our Forge series.
> 
> We tried ForgeKernel on SOL-ExecBench(FlashInfer-Bench) from NVIDIA and CANN-Bench from HUAWEI. It performed well and easily reached #1 in every list we tested.
> 
> Here are the ranks:
> https://research.nvidia.com/benchmarks/sol-execbench/leaderboard/collection/4/B200
> https://cannbench.com/leaderboard
> 
> We'll release another paper on ForgeKernel soon.

https://x.com/_LiYuXuan_/status/2115104584305938679