Megagon Labs research introduces AMBIPOM, a human-LLM co-planning prototype for steering multi-agent systems through chat, graph edits, and plan verification.
Correct answers are no longer enough. As LLMs become part of systems that use tools, memory, and evolving knowledge, we also need to understand how those components change model behavior.
