How to properly register and tune the new Gemini 3.1 Pro Custom Tools model for autonomous agent workloads.

AOF is an orchestration layer for multi-agent systems. The org chart is the foundational primitive: declarative YAML that defines who your agents are, what they can do, and how they talk to each other.

How we integrated Serena LSP into OpenClaw as an MCP plugin, unlocking massive token savings and efficiency gains for autonomous agent teams.

A practical audit of token waste in a 22-agent OpenClaw deployment, with concrete fixes that cut steady-state costs by 40%.