> ## Documentation Index
> Fetch the complete documentation index at: https://docs.devinenterprise.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Use Cases

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  <div style={{ textAlign: 'center', padding: '48px 0 32px' }}>
    <h1 className="gallery-page-title">Get inspired by what you can build with Devin</h1>
    <p className="gallery-page-subtitle">Browse practical examples across engineering workflows. Each use case includes prompts you can try immediately.</p>
  </div>

  <div id="category-filters" style={{ display: 'flex', flexWrap: 'wrap', gap: '8px', marginBottom: '12px', justifyContent: 'center' }}>
    <button className="gallery-chip active" data-category="All">All</button>
    <button className="gallery-chip" data-category="Incident Response">Incident Response</button>
    <button className="gallery-chip" data-category="Migrations">Migrations</button>
    <button className="gallery-chip" data-category="Feature Development">Feature Development</button>
    <button className="gallery-chip" data-category="Data & Analytics">Data & Analytics</button>
    <button className="gallery-chip" data-category="Project Management">Project Management</button>
    <button className="gallery-chip" data-category="Automations">Automations</button>
    <button className="gallery-chip" data-category="Code Quality">Code Quality</button>
    <button className="gallery-chip" data-category="Devin Optimization">Devin Optimization</button>
  </div>

  <div id="feature-filters" style={{ display: 'flex', flexWrap: 'wrap', gap: '6px', marginBottom: '24px', alignItems: 'center', justifyContent: 'center' }}>
    <span className="gallery-features-label">Features:</span>
    <button className="gallery-feature-chip" data-feature="integrations">Integrations</button>
    <button className="gallery-feature-chip" data-feature="api">API</button>
    <button className="gallery-feature-chip" data-feature="schedules">Schedules</button>
    <button className="gallery-feature-chip" data-feature="advanced">Advanced Capabilities</button>
    <button className="gallery-feature-chip" data-feature="playbooks">Playbooks</button>
    <button className="gallery-feature-chip" data-feature="mcp">MCP</button>
    <button className="gallery-feature-chip" data-feature="skills">Skills</button>
  </div>

  <div id="gallery-grid" style={{ display: 'grid', gridTemplateColumns: 'repeat(5, 1fr)', gap: '16px', paddingBottom: '48px' }}>
    <a className="gallery-card group" href="/use-cases/gallery/linear-bug-triage-automation" data-category="Project Management" data-features="integrations,playbooks" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Project Management">Project Management</span>
        <span className="gallery-card-title">Auto-Triage Bugs via Linear</span>
        <span className="gallery-card-desc">Devin auto-investigates bugs the moment a label is applied in Linear.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-sentry-remediation" data-category="Automations" data-features="schedules,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Daily Sentry Error Fixes</span>
        <span className="gallery-card-desc">Recurring session that pulls new Sentry errors overnight and opens fix PRs by morning.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-datadog-alert-investigation" data-category="Incident Response" data-features="api,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Incident Response">Incident Response</span>
        <span className="gallery-card-title">Auto-Investigate Datadog Alerts</span>
        <span className="gallery-card-desc">Wire PagerDuty or Datadog alerts to Devin for automatic incident investigation.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-pagerduty-postmortem" data-category="Incident Response" data-features="api,mcp" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Incident Response">Incident Response</span>
        <span className="gallery-card-title">Auto-Generate Incident Postmortems</span>
        <span className="gallery-card-desc">When a PagerDuty incident resolves, Devin drafts a structured postmortem with timeline, root cause, and action items.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/test-coverage-playbook" data-category="Code Quality" data-features="playbooks" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Code Quality">Code Quality</span>
        <span className="gallery-card-title">Add Unit Tests to Your Payments Service</span>
        <span className="gallery-card-desc">Build a test-writing playbook for payment processing and cover charge flows, refunds, and webhooks.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/implement-openapi-endpoints" data-category="Feature Development" data-features="" data-popular="true">
      <div className="gallery-card-inner">
        <span className="gallery-popular" title="Popular">★</span>
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Implement Bookings API from OpenAPI Spec</span>
        <span className="gallery-card-desc">Hand Devin a YAML spec and get fully implemented Express route handlers, Zod validation, and Supertest integration tests — matching your existing codebase patterns.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-sentry-auto-triage" data-category="Incident Response" data-features="api,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Incident Response">Incident Response</span>
        <span className="gallery-card-title">Auto-Triage Sentry Errors</span>
        <span className="gallery-card-desc">Wire Sentry webhooks to the Devin API to auto-triage each new production error.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/fix-bug-from-report" data-category="Incident Response" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Incident Response">Incident Response</span>
        <span className="gallery-card-title">Debug a Bug Report End-to-End</span>
        <span className="gallery-card-desc">Hand Devin a bug report with Datadog logs and database access for root-cause analysis.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/parallelize-migration" data-category="Migrations" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">Migrations</span>
        <span className="gallery-card-title">Migrate 50 Files from REST to GraphQL</span>
        <span className="gallery-card-desc">Scope a 50-file REST-to-GraphQL migration, split it into conflict-free work packages, and run them in parallel.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Advanced Capabilities</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/migration-playbook-from-docs" data-category="Migrations" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">Migrations</span>
        <span className="gallery-card-title">Create a React 18 to 19 Upgrade Playbook</span>
        <span className="gallery-card-desc">Turn the official React 19 upgrade guide into a phased playbook mapped to your codebase.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Advanced Capabilities</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/mongodb-to-postgres-migration" data-category="Migrations" data-features="playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Migrations">Migrations</span>
        <span className="gallery-card-title">Migrate from MongoDB to Postgres</span>
        <span className="gallery-card-desc">Convert document schemas to relational tables, rewrite queries, migrate data, and verify end-to-end.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/implement-feature-from-spec" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Build a Stripe Checkout Flow</span>
        <span className="gallery-card-desc">Hand Devin a checkout spec and get a working payment flow with Stripe integration, tests, and browser verification.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/containerize-application" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Dockerize a Django App with Postgres and Redis</span>
        <span className="gallery-card-desc">Devin writes a multi-stage Dockerfile and docker-compose.yml for Django, Postgres, and Redis, then verifies the stack runs.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/figma-design-implementation" data-category="Feature Development" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Figma to Pixel-Perfect Code</span>
        <span className="gallery-card-desc">Connect the Figma MCP and let Devin build components from your mockups.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/build-internal-tool" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Build a Team PTO Tracker</span>
        <span className="gallery-card-desc">Describe your tool and Devin builds, tests, and verifies it end-to-end.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/add-i18n-support" data-category="Feature Development" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Add Japanese & Spanish to a Next.js App</span>
        <span className="gallery-card-desc">Devin installs next-i18next, extracts strings into locale files, and verifies three languages in the browser.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/investigate-codebase-ask-devin" data-category="Feature Development" data-features="mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Trace a Stripe Payment Flow End-to-End</span>
        <span className="gallery-card-desc">Use Ask Devin to map every file in a Stripe checkout flow before writing code.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/repository-skills" data-category="Feature Development" data-features="skills">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Enforce a Migration Checklist on Every PR</span>
        <span className="gallery-card-desc">Build a repo skill that catches destructive operations and validates schema changes in every migration PR.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Skills</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/skill-local-testing" data-category="Feature Development" data-features="skills">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Feature Development">Feature Development</span>
        <span className="gallery-card-title">Catch Visual Regressions Before Every PR</span>
        <span className="gallery-card-desc">A repo skill that makes Devin screenshot every affected page and flag layout breakage before opening a PR.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Skills</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/dana-slack-data-analyst" data-category="Data & Analytics" data-features="integrations,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">Data & Analytics</span>
        <span className="gallery-card-title">Ad-Hoc Data Queries in Slack</span>
        <span className="gallery-card-desc">Type /dana in any Slack channel to query your database in plain English.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/customer-metrics-dana" data-category="Data & Analytics" data-features="integrations,playbooks,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">Data & Analytics</span>
        <span className="gallery-card-title">Customer Health Summaries in Slack</span>
        <span className="gallery-card-desc">Use Dana and a playbook to pull customer account metrics from your database.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">Playbooks</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/build-usage-dashboard" data-category="Data & Analytics" data-features="api">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Data & Analytics">Data & Analytics</span>
        <span className="gallery-card-title">Build a Custom API Usage Dashboard</span>
        <span className="gallery-card-desc">Devin has a built-in dashboard, but if you need custom metrics, have Devin build a tailored version using the v3 API.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/prd-to-tickets" data-category="Project Management" data-features="integrations,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Project Management">Project Management</span>
        <span className="gallery-card-title">Turn PRDs into Sprint Tickets</span>
        <span className="gallery-card-desc">Point Devin at a Notion PRD and get scoped Linear tickets for each work package.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/bulk-plan-backlog" data-category="Project Management" data-features="integrations,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Project Management">Project Management</span>
        <span className="gallery-card-title">Bulk-Plan Your Ticket Backlog</span>
        <span className="gallery-card-desc">Multi-select tickets in Linear and get confidence-scored implementation plans.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/custom-playbook-linear-macro" data-category="Project Management" data-features="integrations,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Project Management">Project Management</span>
        <span className="gallery-card-title">Auto-Generate API Docs from Linear</span>
        <span className="gallery-card-desc">Create a docs playbook, sync it as a Linear label, and generate documentation by labeling a ticket.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-github-actions-ci-fix" data-category="Automations" data-features="api">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Auto-Fix Failing CI Builds</span>
        <span className="gallery-card-desc">Add a GitHub Action that calls Devin to fix failing CI on your PRs.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-webhook-custom-ticketing" data-category="Automations" data-features="api,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Auto-Fix Tickets via Webhooks</span>
        <span className="gallery-card-desc">Connect any ticketing system to Devin with a webhook-to-session bridge.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/api-scheduled-sessions" data-category="Automations" data-features="api,schedules,playbooks">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Run Nightly E2E Tests on Staging</span>
        <span className="gallery-card-desc">Schedule Devin to run your end-to-end test suite against staging every night and file tickets for failures.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">API</span><span className="gallery-tag">Schedules</span><span className="gallery-tag">Playbooks</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-dependency-updates" data-category="Automations" data-features="schedules">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Weekly Dependency Update PRs</span>
        <span className="gallery-card-desc">Schedule a weekly session that finds outdated packages, runs tests, and opens upgrade PRs.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-datadog-health-digest" data-category="Automations" data-features="schedules,mcp,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Daily Datadog Health Digest</span>
        <span className="gallery-card-desc">Daily session that scans Datadog for errors and posts a health digest to Slack.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">MCP</span><span className="gallery-tag">Integrations</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-weekly-changelog" data-category="Automations" data-features="schedules,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Weekly Changelog from PRs</span>
        <span className="gallery-card-desc">Compile merged PRs into a categorized changelog and post it to Slack every Friday.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">Integrations</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/design-system-violation-scanner" data-category="Automations" data-features="schedules,integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Daily Design System Audit</span>
        <span className="gallery-card-desc">Schedule Devin to scan merged PRs and flag hardcoded colors and missing tokens.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">Integrations</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-feature-flag-removal" data-category="Automations" data-features="schedules">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Clean Up Feature Flags Post-Release</span>
        <span className="gallery-card-desc">Schedule a one-time session to strip out a feature flag and its dead code after release.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/scheduled-notion-status-updates" data-category="Automations" data-features="schedules,mcp">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Weekly Status Digest in Notion</span>
        <span className="gallery-card-desc">A scheduled Devin summarizes recent PRs and commits into a Notion status page every week.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">MCP</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/granola-post-call-processing" data-category="Automations" data-features="schedules,mcp,playbooks,advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Automations">Automations</span>
        <span className="gallery-card-title">Create PRs After Every Call</span>
        <span className="gallery-card-desc">An hourly Devin polls Granola for new meetings, extracts engineering tasks from transcripts, and starts child sessions to write PRs.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Schedules</span><span className="gallery-tag">MCP</span><span className="gallery-tag">Playbooks</span><span className="gallery-tag">Advanced Capabilities</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/devin-review-autofix" data-category="Code Quality" data-features="integrations">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Code Quality">Code Quality</span>
        <span className="gallery-card-title">Auto-Fix PR Bugs Before Merge</span>
        <span className="gallery-card-desc">Devin reviews every PR for bugs and pushes fixes to the branch automatically.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Integrations</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/refactor-module" data-category="Code Quality" data-features="">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Code Quality">Code Quality</span>
        <span className="gallery-card-title">Split a Monolithic Express Router into Domain Routes</span>
        <span className="gallery-card-desc">Devin breaks a 2,000-line Express router into domain-specific route files with shared middleware.</span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/analyze-session-acu-efficiency" data-category="Devin Optimization" data-features="advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin Optimization</span>
        <span className="gallery-card-title">Cut a Feature Prompt from 42 to 12 ACUs</span>
        <span className="gallery-card-desc">Walk through a pagination session that burned 3x the expected ACUs, find three root causes, and rewrite the prompt.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Advanced Capabilities</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/batch-3-agents-best-solution" data-category="Devin Optimization" data-features="advanced">
      <div className="gallery-card-inner">
        <span className="gallery-card-cat" data-cat="Devin Optimization">Devin Optimization</span>
        <span className="gallery-card-title">Fix Checkout Latency with Three Competing Strategies</span>
        <span className="gallery-card-desc">Race 3 parallel sessions against a slow checkout API — each tries a different optimization, then the best ships.</span>
        <span className="gallery-card-tags"><span className="gallery-tag">Advanced Capabilities</span></span>
      </div>
    </a>

    <a className="gallery-card group" href="/use-cases/gallery/batch-test-coverage" data-category="Devin Optimization" data-features="advanced,playbooks">
      <div className="gallery-card-inner">
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    <a className="gallery-card group" href="/use-cases/gallery/create-playbook-from-session" data-category="Devin Optimization" data-features="advanced,playbooks">
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        <span className="gallery-card-title">Fix a Flaky DB Migration Playbook</span>
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