Advanced Topics#
Advanced features and patterns for power users.
Overview#
These topics cover advanced Pantheon capabilities:
- Learning System
Agents that improve over time by recording and learning from successful task completions.
- Evolution System
Automatic code optimization through LLM-guided mutations and evaluation.
- Distributed Deployment
Running Pantheon across multiple machines with NATS backend.
- Extending Pantheon
Creating custom components, providers, and integrations.
Prerequisites#
Before diving into advanced topics, ensure you’re comfortable with:
Basic agent creation and usage
Team configurations
Toolset usage
Configuration system (
.pantheon/structure)
Difficulty Levels#
Topic |
Difficulty |
Prerequisites |
|---|---|---|
Learning System |
Intermediate |
Agent basics, toolsets |
Evolution System |
Advanced |
Learning system, teams |
Distributed Deployment |
Advanced |
System administration, NATS |
Extending Pantheon |
Advanced |
Python, async programming |
Quick Links#
Learning System - Agent skill acquisition and memory
Evolution System - Automatic code optimization
Distributed Deployment - Multi-machine deployment
Extending Pantheon - Custom development