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    "excerpt": "Devin is designed to be a conversational user interface, and allows you to follow and take over Devin's development process in the embedded IDE.",
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    "id": "devin-docs-6",
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    "url": "https://docs.devin.ai/work-with-devin/devin-mcp.md",
    "excerpt": "it gives any MCP-compatible AI agent or IDE full access to session management, playbooks, knowledge, and scheduling",
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    "url": "https://docs.devin.ai/api-reference/overview",
    "excerpt": "you can create sessions on behalf of any user in your organization using the create_as_user_id parameter",
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    "url": "https://docs.devin.ai/desktop/getting-started.md",
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    "url": "https://docs.devin.ai/work-with-devin/computer-use.md",
    "excerpt": "Devin has access to a full desktop environment — not just a browser. It can move the mouse, click on UI elements, type on the keyboard, take screenshots",
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    "excerpt": "Computer Use is controlled by the Enable desktop mode toggle in your organization's customization options.",
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    "id": "devin-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/sandbox.md",
    "excerpt": "The --sandbox flag runs the CLI with OS-level isolation, enforcing writable paths and deny rules at the operating-system level and optionally restricting network traffic.",
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    "id": "devin-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-handoff.md",
    "excerpt": "The cloud session gets its own VM with a shell, browser, and full repo access, so it can keep going after you close your laptop.",
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    "id": "devin-docs-14",
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    "url": "https://docs.devin.ai/work-with-devin/devin-handoff.md",
    "excerpt": "Devin Handoff is an open-source plugin and skill that brings the same handoff workflow to any coding agent — Claude Code, Codex, Cursor, and more.",
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    "id": "devin-docs-15",
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    "url": "https://docs.devin.ai/essential-guidelines/sdlc-integration.md",
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    "id": "devin-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/sdlc-integration.md",
    "excerpt": "Ask Devin can answer questions about code structure and dependencies, and help you scope and plan tasks before implementation.",
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    "id": "devin-docs-17",
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    "excerpt": "Devin Review provides automated first-pass reviews on pull requests, checking for correctness and conformance with organizational best practices.",
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    "id": "devin-docs-18",
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    "url": "https://docs.devin.ai/essential-guidelines/sdlc-integration.md",
    "excerpt": "With Auto-Fix enabled, Devin automatically responds to code review comments, fixes flagged bugs, and iterates on CI failures — creating a closed loop where PRs iterate toward merge-ready quality without you in the loop.",
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    "url": "https://docs.devin.ai/essential-guidelines/sdlc-integration.md",
    "excerpt": "Integrate Devin into your CI/CD pipeline to respond to findings from static analysis tools like SonarQube, Fortify, or Veracode.",
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    "id": "devin-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/admin/billing/self-serve.md",
    "excerpt": "Max is for individual users who consistently exceed the Pro quota. It includes everything in Pro, plus a significantly larger weekly usage quota (with no daily cap)",
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  },
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    "id": "devin-docs-21",
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    "url": "https://docs.devin.ai/get-started/devin-intro.md",
    "excerpt": "Code migrations, refactors, and modernization",
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    "id": "devin-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/index.md",
    "excerpt": "a local command-line coding agent with deep Devin Cloud integration",
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  },
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    "id": "devin-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-mcp.md",
    "excerpt": "gives any MCP-compatible AI agent or IDE full access to session management, playbooks, knowledge, and scheduling",
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  },
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    "id": "devin-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/learn-about-devin/workflows.md",
    "excerpt": "Tag Devin on a Slack or Teams thread about a bug you're discussing with coworkers",
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  },
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    "id": "devin-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Carve out independent tasks and run them simultaneously.",
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    "id": "devin-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Enable Devin Review with Auto-Fix so Devin automatically responds to code review comments, fixe",
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  },
  {
    "id": "devin-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/index-repo.md",
    "excerpt": "Indexing your repositories allows Devin to understand your codebase and enables powerful features like Ask Devin and DeepWiki",
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  },
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    "id": "devin-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/vpn.md",
    "excerpt": "Devin can connect to a VPN from inside its workspace, so sessions can reach internal services such as package registries, databases, and internal Git hosts.",
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  },
  {
    "id": "devin-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/knowledge-onboarding.md",
    "excerpt": "Knowledge is a collection of instructions and advice that Devin can reference in all sessions.",
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  },
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    "id": "devin-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/agents-md.md",
    "excerpt": "Devin supports AGENTS.md - a simple, open standard for providing context and instructions to AI agents.",
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  },
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    "id": "devin-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment.md",
    "excerpt": "Configure it once, and every session boots into that known-good state.",
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  },
  {
    "id": "devin-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment/blueprints.md",
    "excerpt": "Devin inspects your repository, figures out which tools, runtimes, and dependencies are needed, and generates the blueprint for you.",
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  },
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    "id": "devin-docs-33",
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    "url": "https://docs.devin.ai/onboard-devin/environment/android-emulation.md",
    "excerpt": "Devin can build and run Android applications directly on its own machine",
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    "id": "devin-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment/macos-support.md",
    "excerpt": "Devin now has access to macOS virtual machines. This means Devin can now build and test iOS and macOS applications.",
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    "id": "devin-docs-35",
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    "url": "https://docs.devin.ai/onboard-devin/environment/windows-support.md",
    "excerpt": "Devin supports Windows as a build and session platform.",
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    "id": "devin-docs-36",
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    "url": "https://docs.devin.ai/cloud/outposts/overview.md",
    "excerpt": "Outposts lets you run Devin sessions inside infrastructure you control — your own VMs, containers, Kubernetes clusters, or even a Mac Mini on your desk.",
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  },
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    "id": "devin-docs-37",
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    "url": "https://docs.devin.ai/cli/sandbox.md",
    "excerpt": "The `--sandbox` flag runs the CLI with OS-level isolation, enforcing writable paths and `deny` rules at the operating-system level",
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  },
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    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-handoff.md",
    "excerpt": "Hand a task off to a cloud Devin session and keep working locally.",
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    "url": "https://docs.devin.ai/admin/billing/self-serve.md",
    "excerpt": "Power users who need more quota",
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  {
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    "url": "https://hn.algolia.com/api/v1/items/42734681",
    "excerpt": "Trialed Devin, it's quite impressive when it understands code formatting and local test setup, but it always adds extraneous changes beyond the task that can break other things, and can't undo those changes if asked. Recommending cancelling it because it's not actually saving time and it's quite expensive.",
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    "excerpt": "One thing that surprised me is there doesn't seem to be an 'ask for help' escape hatch in Devin - it would work away for literally days on a task where any human would admit they were stuck.",
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    "excerpt": "Devin does ask for help when it can't do something, but it really hates asking for help if it's a skill issue - it would prefer running in circles than admitting it just can't do something.",
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    "id": "devin-comm-4",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/42734681",
    "excerpt": "You can set a 'max work time' before Devin pauses so it won't go for days endlessly spending your credits. By default it's set to 10 credits.",
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    "id": "devin-comm-5",
    "tier": "community",
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    "excerpt": "I've learned to just click 'Terminate Session' immediately after spotting Devin doing something hopeless. I've managed to get real work done out of it without much effort, just checking every 10-15 minutes and typing a few lines or restarting session.",
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    "excerpt": "Between when Cognition showed their Devin demo last June and what I'm hearing now, the product has not evolved in a way where they are providing value commensurate with their marketing or hype.",
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    "tier": "probe",
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    "tier": "probe",
    "url": "https://docs.devin.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.devin.ai/openapi.json, https://docs.devin.ai/swagger.json, https://docs.devin.ai/api/openapi.json, https://docs.devin.ai/.well-known/openapi.json)",
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    "excerpt": "official MCP server documented at https://docs.devin.ai/work-with-devin/devin-mcp",
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