A “Neural Computer” is built by adapting video generation architectures to train a World Model of an actual computer that can directly simulate a computer interface. Paper: arxiv.org/abs/2604.06425 Code: github.com/metauto-ai/N... Cool work led by Mingchen Zhuge et al. from Schmidhuber’s lab!

I’m incredibly proud of The AI Scientist team for this milestone publication in Nature. We started this project to explore if foundation models could execute the entire research lifecycle. Seeing this work validated at this level is a special moment.

Sakana AI 初の一般向けサービス Sakana Chat を公開しました🐟 Try Sakana Chat: chat.sakana.ai 強力なWeb検索エージェントを備え、高速で信頼性の高い情報を引き出せます。 世界の高性能なオープンモデルには、開発元のバイアスが不可避的に内在しています。我々は独自の事後学習により、①これらのバイアスの除去、②日本の価値観の反映、③安全かつ文脈に即した適応を実現する技術を開発しました。 今回のリリースは、その技術実証の第一弾。国内で誰もが安心して使えるAIの選択肢の一つとして、ぜひお試しください！

“When AI Discovers the Next Transformer” Full Interview on YouTube: youtu.be/EInEmGaMRLc Robert Lange (Sakana AI) joins Tim Scarfe (ML Street Talk) to discuss Shinka Evolve, a framework that combines LLMs with evolutionary algorithms to do open-ended program search.

Instead of forcing models to hold everything in an active context window, we can use hypernetworks to instantly compile documents and tasks directly into the model's weights. A step towards giving language models durable memory and fast adaptation. Blog: pub.sakana.ai/doc-to-lora/

「How Competition is Stifling AI Breakthroughs」 Sakana AI共同創業者 Llion Jones のTED AIトークが公開されました。目標を定めすぎないオープンエンドな研究がブレークスルーを生む理由、Transformerの成功が業界にもたらした状況、それを乗り越える次の構想と成果を語りました。 www.ted.com/talks/llion_...

Our journey at Sakana AI is just getting started. We are looking for people to help us pioneer the next generation of AI—building from Japan to the world. Join us: sakana.ai/careers

I founded Sakana AI after my time at Google, so it is incredibly meaningful to be able to partner with them now. It feels like a special connection to be working together again to advance the AI ecosystem in Japan. sakana.ai/google#en

Our work on The AI Scientist and ALE-Agent has already shown the power of these models. Now, we are scaling reliable AI in mission-critical sectors like finance and government to ensure the highest security and data sovereignty. Full details: sakana.ai/google#en

We are thrilled to announce a strategic partnership with Google! Google is also making a financial investment in Sakana AI to strengthen this collaboration. We are combining Google’s world-class products like Gemini and Gemma with our agile R&D to accelerate automated scientific discovery.

We just published an unofficial guide on what we look for when interviewing research candidates at Sakana AI. Written by Stefania Druga, Luke Darlow, and Llion Jones. The biggest differentiator? Understanding over implementation. Read it: pub.sakana.ai/Unofficial_G...

RePo moves us toward models that intelligently curate their own working memory rather than passively accepting input order. Read the full breakdown on our website: pub.sakana.ai/repo/ Paper: arxiv.org/abs/2512.14391

Introducing RePo: Language Models with Context Re-Positioning Standard LLMs force a rigid linear structure on context, treating physical proximity as relevance. Cognitive Load Theory suggests this is inefficient—models waste capacity managing noise instead of reasoning. arxiv.org/abs/2512.14391

2026 is just getting started 🚀✨ We are hiring. Join our team in Tokyo! sakana.ai/careers

AI導入は「雇用不安小さい正社員制度が強みに」 日経ビジネスにて、Sakana AI CEO @hardmaru.bsky.social のインタビューが公開されました。企業へのAI実装が本格化する2026年における現状と課題、そして日本企業の組織文化がAI導入にとってポジティブに働く可能性について語りました。 business.nikkei.com/atcl/gen/19/... 【記事のハイライト】🧵

Introducing DroPE: Extending Context by Dropping Positional Embeddings We found embeddings like RoPE aid training but bottleneck long-sequence generalization. Our solution’s simple: treat them as a temporary training scaffold, not a permanent necessity. arxiv.org/abs/2512.12167 pub.sakana.ai/DroPE

One of my favorite findings: Positional embeddings are just training wheels. They help convergence but hurt long-context generalization. We found that if you simply delete them after pretraining and recalibrate for <1% of the original budget, you unlock massive context windows. Smarter, not harder.

We are taking our technology far beyond competitive programming to unlock a new era of AI-driven discovery. We are hiring. Join our team in Tokyo. sakana.ai/careers/#sof...

We’re hiring. sakana.ai/careers/#sof...

When agents compete for limited resources, intelligence reorganizes around survival, not elegance.

Survival of the fittest code! Our paper explores LLMs driving an evolutionary arms race in Core War, where assembly programs fight each other. We task LLMs with evolving "Warriors" in a virtual machine, producing chaotic, self-modifying code dynamics. Blog: sakana.ai/drq Paper: pub.sakana.ai/drq/

Introducing Digital Red Queen (DRQ): Adversarial Program Evolution in Core War with LLMs. In this work, we explore how LLMs can drive open-ended adversarial evolution of programs within the Core War environment. Blog sakana.ai/drq Website pub.sakana.ai/drq/ ArXiv arxiv.org/abs/2601.03335 Thread:

So proud of Team Sakana AI for pulling this off! We managed to get an agent to rank #1 in a difficult heuristic optimization contest. We leaned heavily into test-time inference using a mix of frontier models. The agent spent $1,300 to autonomously discover an algorithm that beat the human baseline.

Our AI agent has achieved 1st place in a competitive optimization programming contest against over 800 human participants. Blog: sakana.ai/ahc058 Thread:

Happy New Year! ⛩️

Sakana AI’s office looks like this.

Software Engineering as a profession will continue to fundamentally change in 2026. Humans will need to learn to co-adapt to this evolving “alien technology” which comes with no real manual, and figure out how to operate it. What a time to be alive ✨ twitter.com/karpathy/sta...

Merry Christmas! 🎄 Sakana AIでは、事業開発に関心がある方向けの「カジュアル面談窓口」をオープンしました！金融・防衛・インテリジェンス領域で、私たちがどのような開発に挑んでいるのか。中の人が直接お話しします。 募集職種： エンジニア、Project Manager、Product Manager 内容： 事業戦略、開発の裏側、チームの雰囲気など 最先端のAI開発を社会実装するプロセスに興味がある方、ぜひお気軽にご応募ください！ 👉 応募フォームはこちら: forms.gle/sW5wz23SLSvN... 👉 募集要項: sakana.ai/careers/

I doubt that anything resembling genuine AGI is within reach of current AI tools—Terence Tao mathstodon.xyz/@tao/1157223...

“iRobot Corp., the company that revolutionized robot vacuum cleaners in the early 2000s with its Roomba model, filed for bankruptcy and proposed handing over control to its main Chinese supplier.” 😥 www.bloomberg.com/news/article...

『日経ビジネス』のインタビュー記事が公開されました。 日本の組織構造は長年の知恵の結晶であり、無理にフラット化すべきではありません。特性の異なるAIを組み合わせ、既存の蓄積を代替するのではなく、人に寄り添う「コンパニオン」であるべきです。組織の強みを活かすAIの在り方を語りました。

Sakana AIでは、🐟 Recruiterを募集しています！ 先端AIの社会実装をミッションとするApplied Teamの一員として、EngineerやProject Managerなどの採用を担っていただきます。ダイレクトソーシングを軸に、候補者一人ひとりと直接的な関係を築くことで、Sakana AIの成長を加速させる重要な役割です。 JD： sakana.ai/careers/#rec... IT/テクノロジー業界でのリクルーティング経験を活かし、Sakana AIのチーム組成をともに担っていただける方のご応募をお待ちしております！

“Why AGI Will Not Happen” by Tim Dettmers. timdettmers.com/2025/12/10/w... This essay is worth reading. Discusses diminishing returns (and risks) of scaling. The contrast between West and East: “Winner takes all” approach of building the biggest thing vs a long-term focus on practicality.

Sakana AIでは、研究成果を社会実装につなげる「Applied Team」を急速に拡大しています。 世界最先端の自律型エージェント技術を駆使して、未踏のソリューション開発に挑むApplied Research Engineerを募集中です。技術の社会実装をさらに加速させる、コアメンバーとしての参画をお待ちしています🚀 sakana.ai/careers/#app... （正社員・学生インターン問わず歓迎です✨）

“We want to build AI models that actually understand Japanese context” An interview with Tarin Clanuwat published by the Tokyo Government. Read about our initiative to create AI that appreciates Japanese culture along with its rich historical contexts: tokyoupdates.metro.tokyo.lg.jp/en/post-1649/

Where will entry-level developers gain the experience they need, as AI takes over grunt work? At Open Source Summit Japan, Sakana AI researcher Stefania Druga suggests AI could help solve this conundrum. thenewstack.io/ai-is-killin...

We’re in an “LLM bubble” not an AI bubble.

This is my 10th time attending #NeurIPS conference. The first time was in 2016 ✈️

New Job Posting! We’re looking to hire experienced Software Engineers to join our R&D team. You will help productionize our advanced AI-driven discovery platform and our model-development efforts. sakana.ai/careers/#sof... Japanese language fluency is not required for this role.

When participating in peer review, always aim to provide high-quality, constructive feedback designed to improve the work. Write reviews that you can proudly stand behind; authors will respect valuable feedback—even when their paper is rejected or your identity is revealed.

GPT-5 on Sudoku-Bench 🧩 GPT-5 now leads our Sudoku-Bench leaderboard with 33% solve rate, ~2x the previous best, and is the first LLM to solve a 9x9 modern Sudoku. Still, 67% of puzzles remain unsolved. Read more about our update here: 🔗 Blogpost → pub.sakana.ai/sudoku-gpt5/ 🧵 Thread 👇

We're pleased to announce that Sakana AI is co-hosting the “AI for Science: Algorithms to Atoms” social event and panel discussion during #NeurIPS2025 with Yann LeCun, Bill Dally, Anima Anandkumar, and Max Welling! If you'll be at NeurIPS San Diego, here’s the link to join: luma.com/AI-for-Scien...

I’m co-organizing an “AI for Science: Algorithms to Atoms” social event during #NeurIPS2025 with Yann LeCun, Anima Anandkumar, Bill Dally, and Max Welling. If you want to talk about AI Scientist, World Models, the future of AI-driven discovery, come by on Dec 5 3:30pm PT! luma.com/AI-for-Scien...

“In my view, AI is ultimately going to be a normal technology. In 20 years, our kids will just be using a chat bot like it’s a fax machine. It won’t be magical anymore. This will just be integrated and adapted into our collective system.” Gave my 2c at #BloombergNewEconomy Forum

Just realized I knew all about hedging ‘AI risks’ >15 years ago 😅

Excited to announce our book “Neuroevolution: Harnessing Creativity in AI Agent Design” by Sebastian Risi, Yujin Tang, Risto Miikkulainen, and myself. We explore decades of work on evolving intelligent agents and shows how neuroevolution can drive creativity in deep learning, RL, LLMs and AI Agents!

Excited to announce Sakana AI’s Series B! 🐟 sakana.ai/series-b From day one, Sakana AI has done things differently. Our research has always focused on developing efficient AI technology sustainably, driven by the belief that resource constraints—not limitless compute—are key to true innovation.

Announcing our Series B 🐟 sakana.ai/series-b

Great to see Tarin Clanuwat featured for her amazing work. She has a deep love for Japanese classical literature and is using AI to build bridges to that past for everyone. www.tokyoupdates.metro.tokyo.lg.jp/post-1670/ We’re lucky to have her driving this at Sakana AI.

To me, the field of A.I. is a branch of Philosophy, not Science. I would even call it “Applied Philosophy”.