Agentic AI & Multi-Agent Orchestration

Single prompts do one thing. Agents do hundreds. The job is to design systems that plan, execute, and adapt without a human pressing enter at every step. That means agent architectures with tool use, memory management, and proper error recovery. It also means orchestrating multiple specialized agents that hand work to each other. Most of the time and almost all of the difficulty goes into the unglamorous parts: state management, human-in-the-loop checkpoints, and safety guardrails that catch a misbehaving agent before it does damage.