Claude Code feels completely different once you install this.
Anthropic quietly released an official plugin called claude-code-setup and it basically turns Claude Code from “pretty good” into an actual AI dev environment.
It scans your project and recommends:
→ hooks
→ skills
→ MCP servers
→ subagents
→ automations
Then sets everything up step-by-step for you.
Most people are using Claude Code completely vanilla…
which is why their experience feels messy.
The real power comes from the ecosystem around it.
Install:
/plugin install claude-code-setup@claude-plugins-official
Bookmark this before you forget it.
In this paper, a 7B language model trained with reinforcement learning learns to orchestrate larger frontier models like GPT-5, Claude Sonnet 4, and Gemini 2.5 Pro.
It does so by writing natural-language subtasks, assigning each to one of the workers, and specifying which previous outputs that worker sees in context.
The resulting system outperforms every individual frontier model on benchmarks including GPQA Diamond, LiveCodeBench, and AIME25, while averaging about three model calls per question—fewer than the multi-agent pipelines and self-reflection loops it beats.
The work provides evidence that prompt engineering and pipeline design, currently done by hand in commercial AI products, can be learned end-to-end through reward signals alone.
Read with an AI tutor: https://t.co/ihQP7Vj2Bv
PDF: https://t.co/m3ddV3s5xc
👋Hi /haɪ/, we're the Tencent Hy /haɪ/ team🐧
Today, we open source Hy3 preview (295B A21B), a leading reasoning and agent model in its size, with great cost efficiency.
Give us feedback to help improve Hy3 official!
🤗 https://t.co/jc10JODXJ8
📖 https://t.co/VIRoNnwng0
295B parameters, 21B active parameters, with direct access to TokenHub now great cost-performance ratio too Honestly, I used to get stuck on all kinds of environment configurations when deploying Agents locallyUsing Hy3 to take command made the whole process way more streamlined
Testing AI controlling AI with Hy3 Preview I barely lifted a finger the whole time.
One-click deployment of Hermes on WorkBuddy took some time with a few rounds of adjustments, and I finally got it up and running smoothly
The experience of AI orchestrating AI is absolutely incredible. started running Agents with Hunyuan right after its release, and it actually works perfectly.