docs/rocm-docs/walkthroughs/index.md

# AMD Skills walkthroughs

```{include} ../../../walkthroughs/README.md
:start-after: "## Requirements"
:end-before: "Choose a skill to get started."
```

Choose a skill to get started.

- [lemonade-router-builder](lemonade-router-builder.md): Generate a valid Lemonade router policy JSON from a plain-English description of routing intent.
- [local-ai-use](local-ai-use.md): Teach your agent how to run image generation locally.
- [local-ai-app-integration](local-ai-app-integration.md): Add a local AI mode to a cloud-only app.
- [hyperloom-workload-optimizer](hyperloom-workload-optimizer.md): Set up Hyperloom and autonomously optimize LLM inference throughput on AMD Instinct GPUs.
- [magpie-kernel-evaluator](magpie-kernel-evaluator.md): Benchmark inference, identify bottlenecks, and analyze, compare, and revalidate optimized GPU kernels with Magpie.
- [serving-llms-on-epyc](serving-llms-on-epyc.md): Bring up a vLLM + zentorch LLM endpoint on an AMD EPYC™ CPU.
- [tracelens-analysis-orchestrator](tracelens-analysis-orchestrator.md): Run agentic PyTorch profiler trace analysis and produce a prioritized performance report.