Multi-Agent Download System with Cheerleader

This example demonstrates several advanced features of LLMling-agent:

• Continuous repetitive tasks
• Async parallel execution of LLM calls
• YAML configuration with storage providers
• Capability usage (agent listing and task delegation)
• Stateful callback mechanism
• Multiple storage providers (SQLite + pretty-printed logs)

How It Works

1. We set up a team of downloaders and a cheerleading fan
2. The fan runs continuously in the background, getting updates via callbacks
3. We test downloads in different modes:
4. Sequential (one after another)
5. Parallel (both at once)
6. Overseer-coordinated (using agent capabilities)
7. The fan cheers appropriately for each situation
8. All interactions are logged to both SQLite and pretty-printed text files

This demonstrates:

• Background tasks with continuous prompts
• Agent cloning
• Team operations (sequential vs parallel)
• Capability-based delegation
• Multi-provider storage

Open in Pydantic Playground