I may not remember the last time I touched grass but I can tell you why XOR NN's have exactly 1 hidden layer and Single Layer Perceptrons can't solve this problem
Is turboquant applicable on llama3.1? Been recently testing out local models to their limits and llama3.1:8b isn't really cutting it. At the sake of sacrificing speed, will be going for a larger thinking model (27b ish)
Introducing Kimi K3: Open Frontier Intelligence
๐น 2.8 Trillion Parameters, 1 Million Context, Native Multimodal
๐น Kimi Delta Attention enables up to 6.3x faster decoding in million-token contexts
๐น Attention Residuals deliver ~25% higher training efficiency at <2% additional cost
๐น Built for long-horizon agentic coding and self-evolving workflows
Kimi K3 is now live on on https://t.co/zrk6zZxZUo, Kimi Work, Kimi Code, and the Kimi API.
Open Weights by July 27, 2026.
๐ API: https://t.co/XCrgjXAqMw
๐ Tech blog: https://t.co/YTfiMSNM1f
@github You can even ask me all emails I had in there, even private repos please don't do this to me pls do NOT do this to me. I have microsoft authenticator connected but it's such an ass software I type in my otp and it'll say it's wrong - i do not understand. @github
@ASUS please for the love of all things good make your tuf laptops' hinge more robust and durable. It has broken thrice for me - and I thought it was only my problem until I went on YouTube to discover so many people struggling with the same problem
My Laptops hinge has broken (again) and Its killing me to think that it can suffer some permanent damage to hardware only because of a mechanical failure. Can't explain how im feeling right now but its really close to having your heart crushed by a hydraulic press
Sakana Fugu reaches fable or mythos level performance only by using smarter orchestration. This is a game-changer because better orchestration is now an additional axis to scale performance without scaling training compute
https://t.co/Gpl50kmFeK
Someone please make a detailed beginner friendly tutorial on how to make this like blender files or atleast a walkthrough + all the components and connections ๐๐
https://t.co/jneX6iQ3JK
today we're launching @Palmier_io, a video editor Claude can edit.
use AI to edit, organize, and generate footage directly in the timeline.
finally, a video editor built for AI.
open-source. mac native. available now.
As a result of a US government directive, we are suspending access to Claude Fable 5 for all users. You can continue to use all other Claude models.
Hereโs what this means for you:
Across Claude products, new sessions will run on your selected default model or Opus 4.8, and existing Fable 5 sessions will end with an error.
On the Claude Platform, requests to Fable 5 will also return an error. Please update your integrations to other Claude models.
We know this is a disruption to your workflows; we appreciate your patience and support.
This is a super exciting release - Claude Fable 5 is the same underlying model as Mythos but with added safeguards. The benchmarks are great and it's SOTA on everything by a margin but I'll add that *qualitatively* also, this is a major-version-bump-deserving step change forward (imo of the same order as Claude 4.5 was in November), peaking especially for long problem-solving sessions on very difficult problems. You can give it a lot more ambitious tasks than what you're used to, the model "gets it" and it will just go, and it's never felt this tempting to stop looking at the code at all (but don't do this in prod!). The model still has quirks that people will run into and the safeguards are configured to be a little too trigger happy for launch, which can hopefully be tuned over time.
I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon's paradox kicks in and I feel my own demand for software growing substantially. You can ask for anything - explainers, visualizers, dashboards, bespoke single-use apps (e.g. a full wandb that is hyper-specific just for your project), you can 10X your test suite, auto-optimize code, run giant research projects with custom HTML for the results, anything! "Free your mind" (Matrix ref). Really looking forward to all the things people build!
Introducing Claude Fable 5: a Mythos-class model that weโve made safe for general use.
Its capabilities exceed those of any model weโve ever made generally available.
I must say the stochastic nature of working with agents by far the worst.
Yesterday, I could describe my problem and it would implement it near minimal changes.
Today I describe my problem and it rampage throughout my whole codebase...