Coding agents are no longer chatbots, they’re tool-using systems that read files, run tests, patch code, and iterate until it works. That’s why we’re adding /v1/responses support across SambaCloud, SambaStack, and SambaManaged for faster agent workflows.
AGENTS
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LangChain Academy: Build AI Agents with LangSmith Fleet Essentials
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LangChain Academy Course: LangSmith Fleet Essentials Learn how to build your own agents with LangSmith Fleet. Anyone can now build, use, and manage an agent fleet for complex daily tasks, without writing code. In this quickstart course, you'll learn how to build and improve
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AI Model Claude Mythos Solves Open Erdős Problem with Novel Approach
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Erdős problem #90 has been open for decades. Over the weekend a mathematician tested whether Claude Mythos could solve it. It did. But what caught my attention: Mythos didn't replicate the known approach from OpenAI's #1196 solution. It repeatedly settled on a different
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AI Agents Transform Codebases into Knowledge Graphs
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You probably still understand a codebase by reading files manually. This open-source repo turns entire codebases into interactive knowledge graphs using 7 parallel agents. It maps business logic alongside architecture and lets you trace dependencies, flows, and systems visually
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Helio Public Beta: Describe Goals, Get AI Team in 60s
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Helio moved to public beta, allowing anyone to describe a goal in plain language and get a working AI team up and running in under 60 seconds. > We set up an HR Manager, a Content Editor, and a Content Writer as AI teammates for TestingCatalog News. > Created a task and
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Helio: AI Agents for Collaborative Task Automation
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Helio offers AI colleagues who sit in the same communication channels to divide the work among themselves, challenge each other's ideas, and push tasks forward without prompting. It handles side projects, daily reports, contract reviews, repetitive ops tasks, and everything you
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AI Agent Token Consumption: Research Paper & Project
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Paper: https://
arxiv.org/abs/2604.22750
Project website: https://
longjubai.github.io/agent_token_co
nsumption/
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Coding agent interfaces leave developers’ IDEs
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Or does this reflect the fact that the most popular interfaces for coding agents nowadays no longer reside in developers' IDEs?
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Microsoft paper: SkillOpt for self‑evolving agent skills
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One of the most important objects in agentic AI may turn out to be a Markdown file. Not the model weights.
Not the prompt. The skill document. A new Microsoft paper introduces SkillOpt: Executive Strategy for Self-Evolving Agent Skills. The thesis is sharp: If an agent’s -
AI Agents and Responsibility: clip by @thsottiaux and @siliconvalleymm
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Agents and AI responsibility; nice clip from @thsottiaux and @siliconvalleymm https://t.co/nDhaCB2v70
— Gary Marcus (@GaryMarcus) 26 mai 2026AI Agents and Responsibility; nice clip by @thsottiaux and @siliconvalleymm