Advanced Topics

Deep dives into production-ready features and optimization techniques.

Production Readiness

See the Project Roadmap for:

  • Current project status and the “Seven Production Pillars”
  • Path to v1.0.0
  • Known limitations and planned features

Advanced Features via Design Documents

Topic Design Document
Multi-Agent Orchestration Phase 1.3: Handoffs
Guardrails & Safety Phase 1.2: Guardrails
Memory Systems Phase 1.4: Memory
Streaming Events Phase 2.1: Streaming
Async Tool Execution Phase 2.2: Async Tools
Reasoning Modes Phase 4.1: Reasoning
Session Serialization Phase 4.3: Serialization

Advanced Examples

See the Examples Gallery for working code demonstrating advanced patterns:

Feature Examples
Multi-Agent Handoffs Handoff Examples
Guardrails & Validation Guardrails Examples
Memory & Context Memory Examples
Streaming Events Streaming Examples
Reasoning Modes Reasoning Examples

Reference Implementations

Each advanced topic includes:

  • Design rationale and architecture
  • Production-ready code examples
  • Performance considerations
  • Security best practices
  • Monitoring and debugging techniques

Getting Started with Advanced Topics

If you’re new to LLM4S, we recommend:

  1. Complete the Getting Started guide
  2. Browse the Examples
  3. Read the User Guide
  4. Then dive into design documents for production deployment

Resources