The fact that the agents are open source is the scariest part, because the barrier to entry is zero.
AUTOMATION
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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
, @Fireworks_AI
, @Baseten -
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
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AI Agent Development Roadmap: From LLMs to Orchestration
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The roadmap to building AI agents is becoming clearer Learn LLMs & prompting Add tools & APIs Implement memory Build workflows Orchestrate multi-agent systems Deploy, monitor, improve Great agents are not just intelligent.
They are connected, stateful, -
Context Hub Launched for AI Agent Context Management
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We launched Context Hub as a way to manage skills, AGENTS.md files, and other context files an agent might need You can easily use it as a virtual filesystem in deepagents See this video for more info!
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Fleet AI Agents Now Capable of Secure Code Execution and Analysis
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Fleet agents can now securely write and run code. With computer use in LangSmith Fleet, agents get isolated execution environments. Analyze data, transform files, generate & write code, and run shell commands all within a secure virtual computer. Now in public beta.
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Starbucks learns that AI can’t even count
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Starbucks learned the hard way: you literally can't even trust (current) AI to count.
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Google Gemini Projects and Workflow Agents for Teams
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GOOGLE 🔥: Gemini for Business will get a new experience for collaborative Projects, where teams can work in a shared environment.
— 🚨 AI News | TestingCatalog (@testingcatalog) 27 mai 2026
Besides that, Google is rolling out Workflow Agents that can work on automation tasks across various apps. The same functionality is now available… pic.twitter.com/kkVRgh4F14GOOGLE : Gemini for Business will get a new experience for collaborative Projects, where teams can work in a shared environment. Besides that, Google is rolling out Workflow Agents that can work on automation tasks across various apps. The same functionality is now available