@kasike Not yet. The agent did that on its own: put the old middleware back, ran the matrix, and then restored the fix. That was the strongest evidence in the handoff, so it’s going into the handoff format: a test added with a fix has to be shown failing without it.
I fixed what my agent left behind
Two months after a coding agent turned a failing test green and left an inconsistent API behind, I gave another agent the brief I should have written. It stopped three times, and each stop…
#ai#llm#architecture#system
https://t.co/b89ZA4yuTe
Where should a coding agent stop and ask?
Approval checkpoints for coding agents: which actions should pause for a human, what the approver needs to see, and how to match safeguards to risk without making low-risk work painful.
#ai#architecture#system
https://t.co/CKyglYnjOI
Show your work: the evidence a coding agent should hand back
An agent that returns a diff and a cheerful "Done!" moves the work to the reviewer. What evidence different tasks should return, which checkpoints keep long-running work…
#ai#llm#system
https://t.co/piV9dUBhNR
"Fix the build" is not a task: how to hand work to a coding agent
Autocomplete, pair programming and delegation need different amounts of structure. A five-point readiness check and a short delegation brief turn a vague request into…
#ai#llm#webdev
https://t.co/AEvZxUopmF
NOT EVEN THE PLAYSTATION 5 IS SAFE 🚨
Someone jailbroke a PS5 and got Qwen 3.8 27B running on its GPU at 20 tok/s. That's a real 27B AI model running locally on a games console.
The same model on the PS5's CPU did about one token a minute.
Meanwhile, DDR4 prices are up 24% in 3 months, AMD just raised GPU memory prices, and 5090s are basically gone.
PS5 coming to a datacenter near you.
🚀 Introducing Angular Native
The stunning developer experience and ecosystem of Expo, using the Angular framework you already know and love.
• Real native iOS & Android • Expo SDK & ecosystem • Angular components, signals & DI • CSS & Tailwind out of the box
https://t.co/U81C3Wuu16
We’re rewriting the Angular compiler in Rust 🦀 (partially)!
Meet ngp (Angular Preprocessor): a hybrid compiler decoupling our transforms from TypeScript using Oxc, readying Angular for TypeScript 7 & native tooling.
Read the deep dive: https://t.co/d4a1EnlMdW 🛠️
After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI?
I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev
• 20-200x faster
• 40-400x cheaper (w/ output tokens free)
• Frontier composable intelligence optimized for decisions
AFAICT the shortest path to AI-based economic revolution
Releasing the model weights and technical report of Kimi K3.
Kimi K3 is our most capable model: a 2.8T MoE model with native visual understanding and a 1M-token context window.
New model architecture: 2.5x the intelligence per unit of compute, not just more params.
Alongside Kimi K3, we're opening up more of the stack behind it — high-performance attention kernels, MoE communication library, and infrastructure for running agent environments at scale.
Model weights: https://t.co/7m7eEg6Y0B
Tech report: https://t.co/yeu6cjpMCT
Tech blog: https://t.co/YTfiMSNM1f
Zen × MiniMax M2.5 - free for a week
wait what.. 2.5?!
yes sir.. feels like M2.1 just dropped yesterday
and now it’s already M2.5?!
better try it before M2.67 shows up next month