พลอยหอวังกับเต three man down แต่งงานกันแล้ววันนี้ งานอบอุ่นมาก แล้วพี่คริสไปนั่งเป็นผู้ใหญ่ฝั่งเจ้าสาวกับหม่ามี๊ แล้วมีพี่โอม ค็อกเทล เป็นผู้ใหญ่ที่มาสู่ขอ เป็นคู่ที่น่ารักและแสนจะอบอุ่น
Introducing ChatGPT Images 2.0
A state-of-the-art image model that can take on complex visual tasks and produce precise, immediately usable visuals, with sharper editing, richer layouts, and thinking-level intelligence.
Video made with ChatGPT Images
Meet the new Stitch, your vibe design partner.
Here are 5 major upgrades to help you create, iterate and collaborate:
🎨 AI-Native Canvas
🧠 Smarter Design Agent
🎙️ Voice
⚡️ Instant Prototypes
📐 Design Systems and DESIGN.md
Rolling out now. Details and product walkthrough video in 🧵
i open-sourced autokernel -- autoresearch for GPU kernels
you give it any pytorch model. it profiles the model, finds the bottleneck kernels, writes triton replacements, and runs experiments overnight. edit one file, benchmark, keep or revert, repeat forever.
same loop as @karpathy autoresearch, applied to kernel optimization
95 experiments. 18 TFLOPS → 187 TFLOPS. 1.31x vs cuBLAS. all autonomous
9 kernel types (matmul, flash attention, fused mlp, layernorm, rmsnorm, softmax, rope, cross entropy, reduce). amdahl's law decides what to optimize next. 5-stage correctness checks before any speedup counts
the agent reads program.md (the "research org code"), edits https://t.co/ubU2WPOJwh, runs https://t.co/gJklhqV5hS, and either keeps or reverts. ~40 experiments/hour. ~320 overnight
ships with self-contained GPT-2, LLaMA, and BERT definitions so you don't need the transformers library to get started
https://t.co/45z8Z7nP3N
The brilliance of @karpathy is being able to distill vastly complex concepts and make them simple to understand and implement at a small scale.
All it took was Claude Code and $10 on @runpod to spin up a single H100, and I had a world class ML researcher working on autopilot.
I'm taking the general concept of autoresearch and applying it to an inference pipeline I've been working on (no GPU needed thankfully). Everything is so fun now.