chore: import upstream snapshot with attribution
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---
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title: "AI agents overview"
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sidebarTitle: "Overview"
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description: "Real world AI agent example tasks using Trigger.dev"
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---
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## Example projects using AI agents
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<CardGroup cols={2}>
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<Card
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icon="scroll"
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title="Claude changelog generator"
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href="/guides/example-projects/claude-changelog-generator"
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>
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Automatically generate professional changelogs from git commits using Claude.
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</Card>
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<Card
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icon="book"
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title="Claude GitHub wiki agent"
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href="/guides/example-projects/claude-github-wiki"
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>
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Generate and maintain GitHub wiki documentation with Claude-powered analysis.
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</Card>
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<Card
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icon="hand"
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title="Human-in-the-loop workflow"
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href="/guides/example-projects/human-in-the-loop-workflow"
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>
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Create audio summaries of newspaper articles using a human-in-the-loop workflow built with
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ReactFlow and Trigger.dev waitpoint tokens.
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</Card>
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<Card
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title="Mastra agents with memory"
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icon="database"
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href="/guides/example-projects/mastra-agents-with-memory"
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>
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Use Mastra to create a weather agent that can collect live weather data and generate clothing
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recommendations.
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</Card>
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<Card
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title="OpenAI Agent Python SDK guardrails"
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icon="snake"
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href="/guides/example-projects/openai-agent-sdk-guardrails"
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>
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Use the OpenAI Agent SDK to create a guardrails system for your AI agents.
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</Card>
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<Card
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title="OpenAI Agent TypeScript SDK playground"
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icon="rocket"
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href="/guides/example-projects/openai-agents-sdk-typescript-playground"
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>
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A playground containing 7 AI agents using the OpenAI Agent SDK for TypeScript with Trigger.dev.
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</Card>
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<Card
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title="Vercel AI SDK deep research agent"
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icon="triangle"
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href="/guides/example-projects/vercel-ai-sdk-deep-research"
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>
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Use the Vercel AI SDK to generate comprehensive PDF reports using a deep research agent.
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</Card>
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<Card
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title="Smart Spreadsheet"
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icon="table"
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href="/guides/example-projects/smart-spreadsheet"
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>
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Enrich company data using Exa search and Claude with real-time streaming results.
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</Card>
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</CardGroup>
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## Agent fundamentals
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These guides will show you how to set up different types of AI agent workflows with Trigger.dev. The examples take inspiration from Anthropic's blog post on [building effective agents](https://www.anthropic.com/research/building-effective-agents).
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<CardGroup cols={2}>
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<Card
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title="Prompt chaining"
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img="/guides/ai-agents/prompt-chaining.png"
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href="/guides/ai-agents/generate-translate-copy"
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>
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Chain prompts together to generate and translate marketing copy automatically
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</Card>
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<Card title="Routing" img="/guides/ai-agents/routing.png" href="/guides/ai-agents/route-question">
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Send questions to different AI models based on complexity analysis
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</Card>
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<Card
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title="Parallelization"
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img="/guides/ai-agents/parallelization.png"
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href="/guides/ai-agents/respond-and-check-content"
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>
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Simultaneously check for inappropriate content while responding to customer inquiries
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</Card>
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<Card
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title="Orchestrator"
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img="/guides/ai-agents/orchestrator-workers.png"
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href="/guides/ai-agents/verify-news-article"
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>
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Coordinate multiple AI workers to verify news article accuracy
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</Card>
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<Card
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title="Evaluator-optimizer"
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img="/guides/ai-agents/evaluator-optimizer.png"
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href="/guides/ai-agents/translate-and-refine"
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>
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Translate text and automatically improve quality through feedback loops
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</Card>
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</CardGroup>
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