Multi-Agent Orchestration

The technical patterns by which multiple agents cooperate: role allocation, planning and delegation, communication channels between agents, coordinator-and-worker structures, and patterns of competition and collaboration. Excludes the history of this trend, which belongs to 1.9, its treatment as an intellectual school, which belongs to 3.6, its evaluation, which belongs to 9.4, and the organizational re-engineering around it, which belongs to 8.4.

• 1.9 Agentic AI and World Models
• 3.6 Agentic AI
• 8.4 Workflow Re-engineering for Agentic Systems
• 9.4 Evaluating Agentic Systems

• 5.1 Foundation Models and General-Purpose AI
• 5.2 The Transformer and Beyond
• 5.3 Mamba, State-Space Models, MoE and Emerging Architectures
• 5.4 Pre-training and Scaling Laws
• 5.5 Fine-tuning, RLHF, DPO and ORPO
• 5.6 Context Protocols and Tool Use
• 5.8 Open, Open-Weight and Closed Models
• 5.9 Natively Multimodal Models
• 5.10 Hallucination and Structural Reliability
• 5.11 Sovereign and Localized Models