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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
๊ฐ€์ž… May 2026
280 ํŒ”๋กœ์ž‰ ์ค‘    415 ํŒฌ
# Antigravity Features and Practical Usage ๐Ÿš€ One API call to spin up an agent that writes code, runs it, and browses the web. That is what the SDK and Managed Agents make real. ๐Ÿ“Œ Title and Feature URL Title: SDK / Managed Agents URL: ๐Ÿ“ Overview The Antigravity SDK gives you programmatic access to the same agent harness that powers Google's products. Managed Agents, offered as a capability inside the Gemini API, let you spin up an agent in an isolated Linux environment with a single API callโ€”where it reasons, uses tools, and executes code. ๐Ÿ”ง How It Works The SDK and Managed Agents turn agents into embeddable building blocks: - Isolated execution: each interaction creates a dedicated sandbox where code runs separately and safely. - Stateful, persistent environments: an environment can be resumed in follow-up calls with all files and state intact, so multi-turn work continues without reinitializing. - Custom agent definitions: you describe behavior in markdown files and can start fast from templates in the Google AI Studio Playground. - The underlying model is Gemini 3.5 Flash, optimized for concurrent execution, and integrates with the Interactions API and AI Studio. ๐Ÿ›  Practical Usage - Call Managed Agents through the Gemini API to launch an agent environment in a single call. - Use the SDK to define custom agent behaviors and host them on the infrastructure of your choice. - Build on the custom agent templates in the AI Studio Playground and extend them for your use case. - Resume a prior environment to keep its files and working state across turns. ๐ŸŽฏ Use Cases - Spin up a sandboxed agent in one call to build a deployment-automation agent. - Embed backend workflows that involve code execution, file operations, and web browsing into internal tools. - Use stateful environments to run multi-turn research or build tasks continuously. - Host SDK-defined agents on your own infrastructure to match operational requirements. โš ๏ธ Caveats - Managed Agents is a Gemini API surface, so it requires an API key and a billing-enabled project. - Because each interaction creates an environment, design with sandbox lifecycle and cost in mind. - Since agents run code and browse the web, do not skip permission scoping and input validation. #Antigravity# #Agents#
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