1/ @MiniMax_AI M2.7 is live on SambaCloud — running at 435 output tokens/sec, more than 3x the next-fastest provider (per @ArtificialAnlys
). Built for the way coding agents actually work: Reading files Running tests Fixing errors Looping until the job is done
AGENTS
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MiniMax M2.7 Live: 435 Tokens/Sec for Coding Agents
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LangSmith LLM Gateway Prevents AI Agent Overspending
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Your agents can burn through $10k overnight before you notice. LangSmith LLM Gateway stops that. The platform where you already observe, evaluate, and deploy your agents now has a governance layer.
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Managed Deep Agents for Long Horizon Deployment
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Managed deep agents is the easiest way to build and deploy long horizon agents Private preview, dm me if you want access
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Managed Deep Agents for Long-Horizon AI Tasks and Tool Use
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Managed Deep Agents is built for agents that need to work over long time horizons, use tools, preserve context, and produce artifacts. A few examples of what teams are building: Support + triage agents Research agents Coding agents Data analysis agents Internal
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Cognition: Largest Independent Agent Lab Growth Analysis
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cognition is now the largest independent agent lab in the world. take the 200% utilization that everyone is hitting from this chart and run out the sales growth from this, i encourage you to go thru the exercise if you are new to investing a lot of you have read my cog
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Open Source AI Agents Present a Significant Barrier to Entry Concern
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The fact that the agents are open source is the scariest part, because the barrier to entry is zero.
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AI Agent ‘Pancake’ Launches to Autonomously Run Companies
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ACABAN DE LANZAR UN AGENTE DE IA QUE DIRIGE TU EMPRESA POR TI.
— Nico (@nicos_ai) 27 mai 2026
Y cada vez más empresas del futuro van a ser un "one-man business".
Se llama Pancake.
Una IA que aprende TODO sobre tu negocio y lo gestiona de forma autónoma.
Cómo funciona:
→ Crea un "cerebro" estructurado de… https://t.co/oSTwZD6t2j pic.twitter.com/oOSQspSRrvThey've just launched an AI agent that runs your company for you. And more and more companies of the future are going to be a "one-man business." It's called Pancake. An AI that learns EVERYTHING about your business and manages it autonomously. How it works:
→ Creates a -

LangChain Labs Announced for Continual Learning in Agents
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ICYMI: We announced LangChain Labs at Interrupt. – An applied research effort focused on continual learning for agents – Early research partners: @NVIDIA
, @harvey
, @PrimeIntellect
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AI Agents for Predictive Maintenance and Operations
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Prescriptive maintenance does not just tell you what is failing. It tells you what might be happening and how to fix it. That output then feeds an agentic layer that can query your ERP for parts availability, place an order if needed, and route the right technician to the right… pic.twitter.com/mSbDq1lIZP
— Lucian Fogoros (@fogoros) 27 mai 2026Prescriptive maintenance does not just tell you what is failing. It tells you what might be happening and how to fix it. That output then feeds an agentic layer that can query your ERP for parts availability, place an order if needed, and route the right technician to the right
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Fleet Agents Now Execute Code for General Tasks
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Fleet agents now come with a computer! They can write and execute code, which is helpful for general purpose tasks beyond coding