Agent infrastructure guide · Anthropic · Intermediate to advanced
You want Anthropic's September 3, 2026 workflow for declaring agents, environments, skills, memory stores, and scheduled deployments in a repository, previewing changes, and applying them reproducibly in CI.
anthropic, ant cli, managed agents, infrastructure as code, skills
Guide · Anthropic · Intermediate to advanced
You want Anthropic's current managed-agent starting point, including the Agents, Sessions, and Environments APIs for autonomous sessions, built-in tools, and secure execution.
anthropic, managed agents, agents, sandboxing, tool use
Quickstart · Anthropic · Intermediate to advanced
You want Anthropic's task-oriented path for creating an agent, wiring an environment, starting a session, and streaming work instead of jumping between lower-level reference pages.
anthropic, managed agents, agents, sessions, environments
Guide · Anthropic · Intermediate to advanced
You want Anthropic's current cost-control guidance for Managed Agents sessions, especially after the August 7, 2026 session-budget update in the platform release notes.
anthropic, managed agents, budgets, cost controls, sessions
Guide · Google AI for Developers · Intermediate
You want the official overview of Gemini managed agents, sandbox behavior, and when to use agent workflows instead of plain model calls.
gemini, agents, interactions api, deep research, coding agents
Quickstart · Google AI for Developers · Intermediate
You want Google's practical quickstart for building a managed Gemini agent that streams responses, keeps multi-turn state, uses the Antigravity sandbox, and can return files instead of reading only the higher-level overview.
gemini, managed agents, interactions api, tools, stateful workflows
Guide · Google AI for Developers · Intermediate to advanced
You want to extend Gemini's managed-agent harness with your own instructions, skills, and data instead of using the default Antigravity setup unchanged.
gemini, managed agents, custom agents, skills, stateful workflows
Guide · Google AI for Developers · Intermediate to advanced
You need Google's exact sandbox, source-mount, and network-control model before trusting a managed Gemini agent with code, files, or long-running work.
gemini, managed agents, sandbox, skills, hooks
Playground guide · Google AI for Developers · Intermediate
You want the visual Gemini playground for prototyping managed-agent instructions, tools, and environments before committing to API code.
gemini, ai studio, managed agents, playground, sandbox
Release notes · Anthropic · Intermediate
You need Anthropic's primary-source release stream for current model launches, retirements, and platform changes, including the June 5, 2026 Claude Opus 4.1 deprecation notice and its August 5, 2026 retirement.
anthropic, claude, release notes, model deprecations, managed agents