ICYMI: LangSmith Sandboxes are GA Agents get a real filesystem, shell, and package manager. Isolated from your infra. Works with Deep Agents, Open SWE, or your own code. Auth with the same API key you already have. No new runtime to build or manage.
AGENTS
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Query-Aware Context Compression in RAG Systems
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Context compression isn't new in RAG. Our contribution is making it query-aware, citation-preserving, and fast enough for orchestration. Read the full research blog:
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Embedding AI into Business Apps Matters
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The next AI winners in business won’t be the ones with the most tools. They’ll be the ones embedding AI inside the apps where work already happens. That’s why the latest Power Apps updates matter: Copilot in business apps App skills Agent supervision in context
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Virtual Town Experiment Compares Agent Behavior Across Different LLMs
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Emergence AI built five identical virtual towns and gave each one 10 agents.
— The Rundown AI (@TheRundownAI) 20 mai 2026
All had the same rules and starting conditions. The only thing that changed was the model running the agents.
15 days later, Claude Sonnet's town had zero crimes.
GPT-5 Mini's agents didn't break… pic.twitter.com/xUKw8Gc42YEmergence AI built five identical virtual towns and gave each one 10 agents. All had the same rules and starting conditions. The only thing that changed was the model running the agents. 15 days later, Claude Sonnet's town had zero crimes. GPT-5 Mini's agents didn't break
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AI agents and recursive performance optimization in code training
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This is the part of AI progress that will sneak up on people. Agents grinding away at training code, kernels, architecture tweaks, and benchmarks until they start finding real performance gains. Coding agents are struggling at this, but this breakthrough looks promising.
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New Course on Building Self-Iterating AI Agents for Media Generation
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New course: Build AI agents that generate images and videos — an under-explored frontier. A key to performance is having the agent evaluate its own output, and iterate to improve quality. This short course is built together with @googlecloudtech and taught by Katie Nguyen and… pic.twitter.com/xxuEvZs8HP
— Andrew Ng (@AndrewYNg) 20 mai 2026New course: Build AI agents that generate images and videos — an under-explored frontier. A key to performance is having the agent evaluate its own output, and iterate to improve quality. This short course is built together with @googlecloudtech and taught by Katie Nguyen and
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SambaCloud platform for deploying frontier AI models and agent pipelines
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SambaCloud is SambaNova’s cloud platform for deploying frontier AI models.
— SambaNova (@SambaNovaAI) 20 mai 2026
It runs models like @MiniMax_AI M2.7 at extremely low latency thanks to purpose-built AI hardware—making it a strong option for production agent pipelines where speed is critical.
Start building:… pic.twitter.com/mUYKhx8rMZSambaCloud is SambaNova’s cloud platform for deploying frontier AI models. It runs models like @MiniMax_AI M2.7 at extremely low latency thanks to purpose-built AI hardware—making it a strong option for production agent pipelines where speed is critical. Start building:
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Improving Grok’s reasoning capabilities for agentic tasks
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As Jason mentions, it’s a top priority. Grok was initially trained to give quick answers in chat mode, rather than think hard for as long as needed to get the task right, which is what matters in agentic mode. We are fixing that.
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Google’s Antigravity platform uses AI agents to automate software development
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4/ Antigravity 2.0.
— AI Highlight (@AIHighlight) 20 mai 2026
Google's coding platform. Like Cursor or Claude Code, but built around running many AI agents at once.
In the I/O demo, 93 subagents built a working OS in 12 hours for under $1,000.
Use for: building software. pic.twitter.com/fwGJi9mhpP4/ Antigravity 2.0. Google's coding platform. Like Cursor or Claude Code, but built around running many AI agents at once. In the I/O demo, 93 subagents built a working OS in 12 hours for under $1,000. Use for: building software.
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Spark: A Server-Side Autonomous AI Agent for Task Automation
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3/ Spark.
— AI Highlight (@AIHighlight) 20 mai 2026
A personal AI agent that runs on Google's servers, not your phone.
It keeps working when your phone is locked or your laptop is closed. Plans trips. Manages email. Updates docs while you are away.
Use for: tasks that take hours. pic.twitter.com/Y0Q4gPRPGr3/ Spark. A personal AI agent that runs on Google's servers, not your phone. It keeps working when your phone is locked or your laptop is closed. Plans trips. Manages email. Updates docs while you are away. Use for: tasks that take hours.