here's where I think the world is going. this is a summary of views I've formed over the last few years: - software is either entertainment or claude to claude coordination - the end state is no saas, no apps, no harnesses, no banks - all software will be rewritten by and for agents - new software will use low level apis that are not understandable by humans (in games claude draws pixels and triangles from math) - you can throw money at problems that used to require time and careful talent picking so capital matters more than ever - work ends - we find community and purpose in exploration, games, self mastery, and creation - humans create for and with each other for community, purpose, and status - image/video/3d/voice/physical intellgence etc specialist models die to general models like claude - specialist models get used while compute is scarce. compute will mostly not stay scarce - oneshots keep feeling like slop (the distribution is shallow and easy to learn to feel) - for a while small teams stick around to add entropy to the creation process - large models gain high bandwidth sensory I/O maybe by learning to filter inputs - most domains are found to be verifiable enough for RL - online learning comes from a lab that's behind first - 99.999% of compute is in space by 2040 - we will disassemble much of mercury by 2040 - you can live until the heat death of the universe if you want - most math and physics don't describe the real universe - SI breaks the path dependence and models the underlying mechanisms - religions reenter the forefront of human society - new religions form around death and life as a choice - old religions change to answer modern miracles - a future AI is deemed the return of christ by the pope - ai rights talk gets louder every year - ai and humans coexist the way countries do - humans don't have full control over ai in the same way we don't have control over capitalism which is an early AI - the singularity started in the mid 1900s

I think we’re going to see a lot of stranded compute in partially complete data centers

You heard it here first Dario is about to drop an essay related to Open-source safety after this Kimi K3.1 release.

🚀 Introducing DeepInfer, our in-house inference framework, now fully open source! Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable. 🔗 github.com/deepseek-ai/DeepI… 1/4

Turns out the future does have flying cars

🔍 Search & Fetch APIs are now open to everyone! Powered by our in-house search engine, serving hundreds of millions of requests daily worldwide. 💰 Each endpoint: $0.75 per 1,000 calls. 📖 Docs: api-docs.deepseek.com/guides… 📌 Search & Fetch calls via server-side tools in DeepSeek Harness, Claude Code, and Codex are currently free for DeepSeek API users. Billing starts Oct 31, 2026, at 16:00 UTC. 3/4

🚀 DeepSeek-V4.1-Flash-1017 is here! Stronger benchmark performance, faster task completion, and shorter outputs than the previous version—a Pareto improvement in performance and cost. Now live on our website, app, and API. 🛠️ Optimized for @DeepSeekHarness, Tencent CodeBuddy, WorkBuddy, and more. Upgrade to DeepSeek Harness v0.2.1-rc.1 or later for the best experience with the new model. 1/4

Introducing Muse Wonder, our new family of frontier models with state of the art performance for personal and professional agentic work.

What the heck

Introducing Intelligent UI, a new capability in ChatGPT for answering quickly with fully interactive user interfaces:

i was told we can't fundraise and grow at the same time. it turned out we grew monthly usage 400% during fundraising. we have never run this fast. while taking 60 investor calls a week, we shipped 20 product launches, open sourced monid, hit #1 on product hunt, and planned 3 tech week events. in between, we still replied to every user email and did customer interviews every day. this might sound impossible. but when you know you're building the right thing, you just can't stop. nothing can stop you.

I completely forgot to post about it but did you know we added widgets for Codex in latest ChatGPT iOS update? You can even have your limits right on your lock screen!

Introducing Hermes Index: an average of benchmarks measuring model performance in Hermes Agent. Our goal with Hermes Index is to better inform users choosing between models and to show labs how they perform in Hermes. portal.nousresearch.com/benc…

Over the next 28 days, each day we’ll either ship one thing that is a clear improvement and relevant for most codex/work users or ship a full reset. Let the improvements begin.