{"type":"post","id":"forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b","slug":"forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b","title":"ForgeKernel: Self-Evolving Kernels Catching and Surpassing Experts and Agents","description":"A November 3, 2026 arXiv preprint presents ForgeKernel, a GPU-kernel generation system that carries validated architectural knowledge across optimization runs.","retrieval_nugget":"A November 3, 2026 arXiv preprint presents ForgeKernel, a GPU-kernel generation system that carries validated architectural knowledge across optimization runs. Its authors report competitive results across NVIDIA and Ascend benchmarks, making the work relevant to teams asking whether agentic kernel optimization can improve real workloads rather than merely produce code.","published_at":"2026-11-06","updated_at":"2026-11-06","record_date":"2026-11-06","date_kind":"published_at","topics":["compute","inference"],"entities":["ForgeKernel","OpenBMB","NVIDIA Hopper","NVIDIA Blackwell","Ascend 910C","CANN-Bench","SOL-ExecBench"],"related_patterns":["agent-economics-moves-to-completed-work"],"novelty_label":"new_fact","what_changed":"The ForgeKernel preprint adds detailed results: it beats expert references on 25 configurations and reports first-place rankings across CANN-Bench 2.0 and SOL-ExecBench leaderboards.","prior_refs":["https://newruntime.com/posts/openbmb-open-sources-forgekernel-a-self-evolving-gpu-6db18d/"],"source_url":"https://arxiv.org/abs/2611.04998","source_urls":["https://arxiv.org/abs/2611.04998"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b/","markdown":"https://newruntime.com/posts/forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b.md","json":"https://newruntime.com/posts/forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b.json"},"markdown_url":"https://newruntime.com/posts/forgekernel-self-evolving-kernels-catching-and-surpassing-experts-30654b.md","next_reads":[{"type":"topic","path":"/topics/compute/","url":"https://newruntime.com/topics/compute/","title":"Compute","reason":"Explore the compute topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/compute.md","json_url":"https://newruntime.com/topics/compute.json"},{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}