Agent Systems

How agents work under the hood — orchestration, tool use, memory, planning, safety, and evaluation.

• What Are Agent Systems? — core components and how they fit Flow Research
• LLM Orchestration — prompts, chains, routers, tool loops
• Tool Calling and Integration — tool design, registry, security
• Memory and State — short-term, long-term, episodic, procedural
• Planning and Reasoning — approaches, failure recovery, reflection
• Safety and Guardrails — input/output guardrails, escalation, kill switches
• Evaluating Agents — correctness, faithfulness, adversarial testing, human eval