Claude Sonnet 4 now supports 1 million tokens of context on the Anthropic API—a 5x increase.
Process over 75,000 lines of code or hundreds of documents in a single request.
After four overhauls and millions of real-world sessions, here are the lessons we learned about context engineering for AI agents: manus.im/blog/Context-E…
The current state of the ecosystem for post-training using GRPO w/ vllm + flash attention is frustratingly brittle.
- The most recent vllm only supports PyTorch==2.7.0
- vllm requires xformers, but specifically only v0.0.30 is supported for torch 2.7.0. Any prior version of…
Context engineering is curating the most relevant information to pack the context windows just right. Text selection and passage reranking are integral components of it. In part 2 of our Submodularity Series, we show that both text selection and passage reranking yield to…
Kimi team just trained a state of the art open source model 32B active parameter/1T total with 0 training instabilities, thanks to MuonClip, this is amazing
Claude code hooks feature is really powerful! For instance, we can use "PostToolUse" to automatically check our code with black/flake8/prettier/eslint/gofmt/markdownlint after every CC code change to ensure it meets company standards. However, its documentation isn't very…
We’re rolling out more updates to Claude Code.
First, the GitHub Actions integration is now available to Pro and Max plan users (in addition to pay-as-you-go API users).
Grok 4 (Thinking) achieves new SOTA on ARC-AGI-2 with 15.9%
This nearly doubles the previous commercial SOTA and tops the current Kaggle competition SOTA
We got a call from @xai 24 hours ago
“We want to test Grok 4 on ARC-AGI”
We heard the rumors. We knew it would be good. We didn’t know it would become the #1 public model on ARC-AGI
Here’s the testing story and what the results mean:
Yesterday, we chatted with Jimmy from the…
We got a call from @xai 24 hours ago
“We want to test Grok 4 on ARC-AGI”
We heard the rumors. We knew it would be good. We didn’t know it would become the #1 public model on ARC-AGI
Here’s the testing story and what the results mean:
Yesterday, we chatted with Jimmy from the…
Find one very cool Claude Code GUI tool running on web.
No need installation in your local like 'Claudia' tool, it wont overwrite your local Claude code setup.
Comparing to others so far what i find:
1. Able to cover with my Max Pro subscription which is amazing.
2. Able to…
Many know the importance of diverse query generation in DeepResearch, but few take its implementation seriously. Most DeepResearch simply hardcode "diversity" into the prompt. We show a more rigorous approach to diverse query generation using sentence embeddings and submodular…
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