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