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.
TOOLS
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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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LangSmith Engine Accelerates Self-Optimizing AI Loops
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LangSmith Engine makes your self-optimizing loops spin faster and faster
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AI Inpainting for Selective Music Track Regeneration
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Control every beat with improved inpainting. Select any section of a track and regenerate just that part. Tweak the bridge without touching the chorus. The rest stays exactly as is.
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ElevenLabs Music v2: Generation API and Creative Platforms
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Music v2 powers three ElevenLabs platforms: • ElevenMusic – listen, remix, and create tracks
• ElevenAPI (coming soon) – embed music generation directly in your product
• ElevenCreative – downloadable music for ads, branded content, and video -
Why small conversational models differ from paid models
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Great question! A couple reasons:
1) they are not the same as paid models, they are small & built for fast conversation rather than real work
2) they are designed to be cheap to run, so they use minimal thinking and tool calls. Tool calls and thinking are big drivers of accuracy -
Building Production Apps with Cursor and Databricks
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Developers want to build apps, not spend time provisioning infrastructure.
— Databricks (@databricks) 26 mai 2026
In this video, @andrelandgraf from Databricks and Kevin Niparko from @cursor_ai show how to go from idea to a production-ready app on the Databricks Platform with built-in governance and serverless… pic.twitter.com/ZjB8zgxITmDevelopers want to build apps, not spend time provisioning infrastructure. In this video, @andrelandgraf from Databricks and Kevin Niparko from @cursor_ai show how to go from idea to a production-ready app on the Databricks Platform with built-in governance and serverless
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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