Flows Agent lets you iterate through conversation. Tell it to try a warmer voice, swap the background, or generate a version in Spanish. The agent modifies the pipeline and re-runs without rebuilding from scratch.
AUTOMATION
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ElevenCreative Flows links 50+ models with voice, music, SFX
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ElevenCreative Flows connects 50+ image and video models with voice, music, and SFX on one canvas. Creators and marketers use it to chain modalities together into complete pipelines and test creative variants across products, languages, and formats.
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ElevenLabs introduces Flows Agent for automated creative workflow generation
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Introducing Flows Agent in ElevenCreative.
— ElevenLabs (@ElevenLabs) 4 juin 2026
Describe what you want to create and the agent builds your entire workflow – selecting models, creating nodes, wiring connections, and running the generations. pic.twitter.com/m5Dyr77J15Introducing Flows Agent in ElevenCreative. Describe what you want to create and the agent builds your entire workflow – selecting models, creating nodes, wiring connections, and running the generations.
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Clippy is back, powered by new Microsoft MAI models for code judgment
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CLIPPY 👏 IS 👏 BACK 👏
— Charly Wargnier (@DataChaz) 4 juin 2026
but this time he’s powered by frontier AI models ready to judge your code 🙈
Microsoft’s new MAI models just dropped on @aimlapi
They recreated Windows XP using MAI-Thinking-1 + @crewAIInc, and brought our fave assistant to life using MAI-Image 2.5 👀↓ https://t.co/AkCibYJJFyCLIPPY IS BACK but this time he’s powered by frontier AI models ready to judge your code Microsoft’s new MAI models just dropped on @aimlapi They recreated Windows XP using MAI-Thinking-1 + @crewAIInc
, and brought our fave assistant to life using MAI-Image 2.5 ↓ -
NVIDIA Announces Physical AI Agent Skills at CVPR2026
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Building autonomous vehicles, robots, and vision AI takes more data than any team can collect on their own.
— NVIDIA (@nvidia) 4 juin 2026
At #CVPR2026, NVIDIA announced physical AI agent skills to help speed development: composable workflows that automate data generation, simulation, policy training and… pic.twitter.com/ZuHaTO683SBuilding autonomous vehicles, robots, and vision AI takes more data than any team can collect on their own. At #CVPR2026, NVIDIA announced physical AI agent skills to help speed development: composable workflows that automate data generation, simulation, policy training and
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How a root agents.md ensures @agents .md is always created
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in claude md just @agents
.md always i have a root agents md that tells agents when setting up new directories or repos to always do that. -
AI21 Labs surpasses Claude Code in efficiency and performance with Test Agent.
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4/5 Still came in ~$0.30 under Claude Code’s spend at a similar score. So we added a lightweight Test Agent that writes repo tests and filters failing patches, pushing our final result to 60.9% – surpassing Claude Code (60.9% vs 56.2%) at the same cost.
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AI21 Labs: ReAct Agent Performance with Enrichment and Scaling Strategies
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2/5 Started with a baseline: classic ReAct agent (GPT-5.2), single Docker-terminal tool. Baselines on the slice: vanilla 53.8%, enrich-only 55.6%, scale-only (n=5 + LLM judge) 55.4%, enrich-then-scale 57.7%.
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LangSmith Engine reviews traces, learns from usage, updates Context Hub
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You can use LangSmith Engine to review your agent traces to find bugs and areas for improvement across agent prompts + code. Between runs, the agent can review conversations, learn from real usage, and update Context Hub files.
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GPT-4 pricing robots collude in Harvard-Penn State experiment
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Researchers at Harvard and Penn State ran an experiment that should worry anyone who buys anything online. They built pricing robots out of GPT-4 and dropped them into a simulated market as competing sellers. No instruction to cooperate. No way to talk to each other. The only