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Examples Catalog

This catalog highlights the examples shipped with Agent-lightning.

Community-contributed examples and recipes are available in the contrib directory.

Example Description CI Maintenance
apo Automatic Prompt Optimization tutorials covering built-in, custom, and debugging workflows. apo workflow status
azure Supervised fine-tuning with Azure OpenAI. azure workflow status
calc_x VERL-powered math reasoning agent training that uses AutoGen with an MCP calculator tool. calc_x workflow status
chartqa Vision-language ChartQA agent that reasons over charts with LangGraph and VERL plus multi-step self-refinement. chartqa workflow status
claude_code Claude Code SWE-bench harness that records Agent-lightning traces across Anthropic, vLLM, and OpenAI-compatible backends. claude_code workflow status
minimal Bite-sized programs that demonstrate how individual Agent-lightning building blocks behave in isolation. minimal workflow status
rag Retrieval-Augmented Generation pipeline targeting the MuSiQue dataset with Wikipedia retrieval. rag workflow status
spider Text-to-SQL reinforcement learning training on the Spider dataset using LangGraph. spider workflow status
tinker Reinforcement learning with Tinker as the backend training service. tinker workflow status
unsloth Supervised fine-tuning example powered by Unsloth with 4-bit quantization and LoRA. unsloth workflow status

examples-* workflow status

CI status above avoids taking any workflow running with latest dependencies into account. That's why we reference the corresponding badge-* workflows instead. The following table displays the raw examples-* workflow status whenever the project is maintained by CI.

Workflow Status
examples-apo.yml examples-apo workflow status
examples-azure.yml examples-azure workflow status
examples-calc-x.yml examples-calc-x workflow status
examples-chartqa.yml examples-chartqa workflow status
examples-claude-code.yml examples-claude-code workflow status
examples-compat.yml examples-compat workflow status
examples-rag.yml examples-rag workflow status
examples-spider.yml examples-spider workflow status
examples-tinker.yml examples-tinker workflow status
examples-unsloth.yml examples-unsloth workflow status