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Introducing Claude Managed Agents: everything you need to build and deploy agents at scale. It pairs an agent harness tuned for performance with production infrastructure, so you can go from prototype to launch in days. Now in public beta on the Claude Platform. https://t.co/vHYfiC1G56

THE CLEAREST PATH TO A $10M+ SOFTWARE EXIT in 2 YEARS (with AI and agents) building an agency right now is one of the most interesting business moves the productized agency had its moment in 2022. it collapsed because scaling humans is a nightmare. inconsistent output, people quitting, margins getting crushed. most of the founders (and creators) who tried it got burned and moved on but the thes...

Mythos appears to be the first class of models trained at scale on Blackwells. Then will be Vera Rubins. Pre-training isn't saturated. RL works. And there is *so much* computing coming online soon. Buckle your chin strips. It's going to be fucking wild.

this video is the CLEAREST explanation of how claude skills + AI agents work and how to use them most people set up an AI agent and wonder why it keeps disappointing them. the context window is everything context is what the model assembles before it takes any action. think of it like everything the agent needs to read before it does anything. the quality of what goes in determines the quality ...

"But here is what we found when we tested: We took the specific vulnerabilities Anthropic showcases in their announcement, isolated the relevant code, and ran them through small, cheap, open-weights models. Those models recovered much of the same analysis. Eight out of eight models detected Mythos's flagship FreeBSD exploit, including one with only 3.6 billion active parameters costing $0.11 pe...

Most Al chatbots give you basic "projects." Gemini just built you a second brain. 🧠 Introducing Notebooks: some of the magic from @NotebookLM, integrated directly into @GeminiApp. Here's what changes for you today: 📚 Upload 100 sources for free 📂 Organize your chats - the wait is officially over :) 🔄 Sources, chats, and emojis sync People are using Gemini and NotebookLM in tandem, and we'll...

btw you can see this effect live on OpenRouter: total # tokens has gone from 1.78T / wk one year ago to 27T / wk today (15.2x). but % usage of the frontier / most expensive model has gone from 22% one year ago (Sonnet 3.7) to just 4% today (Opus 4.6). economics works! https://t.co/yKKi4UB6zn

Anyone has access to mythos and can let the rest of us plebs know what it feels like

Build and deploy your agents through the Claude Console, Claude Code, or our new CLI: https://platform.claude.com/workspaces/default/agent-quickstart Read more on the blog: https://claude.com/blog/claude-managed-agents

If you're an AI/agent builder, it's so important that you don't overbuild and overcommit on a specific toolset and infrastructure. Frontier labs are shipping not just the models, but the harnesses and surrounding tooling such that your existing stack might be obsolete next week. * e.g. if you had a super complex RAG stack, you may need to rip it out in favor of agents + sandboxes * e.g. if you ...

Hedged requests (apparently inspired by the Tail at Scale paper by myself and Luiz Barroso) applied within a single machine to replicating data across DRAM channels and issuing reads to all channels, using the one that comes back first. ~5-15X reduction in p99.99 read latency. https://github.com/LaurieWired/tailslayer/blob/main/README.md Cool stuff, @lauriewired! Accompanying video forwarded to...

The new model from Meta is already looking like a disappointment: overoptimized for public benchmark numbers at the detriment of everything else. Knowing how to evaluate models in a way that correlates with actual usefulness is a core competency for AI labs, and any new lab is unlikely to be successful without first figuring that out.

The web's brightest days are ahead. 1️⃣ The web is AI's natural medium. LLMs are proficient in web tech. The browser is now everyone's IDE. No 'App Store' bs. 2️⃣ As we approach coding superintelligence, powerful low-level web APIs are maturing: WebGPU, HTML in Canvas, WebAssembly. The performance ceiling of the web will vanish, and you'll witness the most impressive, whimsical, and multi-dimen...

Proud to power @NousResearch's Hermes Agent with MiniMax M2.7, and excited for what we're building together. Try MiniMax M2.7 in Hermes Agent today → https://portal.nousresearch.com #MiniMax #NousResearch #AI https://t.co/946BN4aIE3

Total amt of flops across all the GPUs in the world has grown about 3x per year for the last few years. Total amt of inference demand has probably grown ~10x per year. What happens when those lines cross? The econ answer is: when demand > supply, price goes up. That might be true (even H100s are more expensive than they have ever been...) but doesn't actually solve the problem on its own here -...

Lots of love for Gemma 4! Team just told me it’s already had 10M+ downloads since last week’s launch. Gemma models have now been downloaded 500M+ times! Excited to see what you all are creating 👀

The feature I most want from AI labs right now is documentation on which underlying search engines they use when their chat tools run a search OpenAI and Anthropic and Meta AI all have search and I have NO IDEA what index they are using (I would hope tha Gemini uses Google!)

On @vibecodeapp_, developers can now spin up agent infrastructure at least 10x faster with Managed Agents, going from a prompt to a deployed app without weeks of setup: https://claude.com/customers/vibecode

startup founding team in 2026: your two co-founders are now Claude Code and ChatGPT your head of growth is X and TikTok your customer research is a whatsapp group your startup lawyer is Stripe Atlas lol

🏆 Qwen3.6-Plus just swept OpenRouter’s Daily, Weekly & Trending charts! The trial has wrapped. The model is fully live & production-ready. 📉 Lower latency | 🔥 Top-tier reasoning | 💰 Unmatched $/token value Keep shipping. Integrate now 👇 🔗 Model Studio：https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&url=2840914_2&modelId=qwen3.6-plus 🔗 OpenRouter: http...