No Framework, No Server: Making AI Agents Collaborate in One Terminal
Presented
Speaker
AI coding agents are powerful, but they usually work in isolation. One agent analyzes the code, another writes tests, and a third reviews the result, while the developer manually copies context between them.
Lech built Agents Commander to explore a simpler alternative. Inspired by the classic Norton Commander interface, it places multiple agentic CLIs, such as Claude, Codex, and Gemini, side by side in a single terminal. More importantly, it allows those agents to communicate directly.
At the center of the project is the Commander Protocol: a minimal, text-based communication format implemented through output observation and input injection. An agent can analyze a problem, delegate a task to another agent, receive the result, and continue working without a central orchestration server, complex API integration, or heavyweight multi-agent framework.
Through live demonstrations, Lech will show agents delegating engineering work, exchanging findings, challenging one another, and refining their conclusions. He will also examine what happens when communication becomes part of the system being tested: messages are misunderstood, context is lost, agents disagree, and unexpected collaboration patterns emerge.
Attendees will leave with a practical understanding of multi-agent communication, lightweight orchestration, and how visible agent-to-agent workflows can make AI-assisted engineering easier to inspect, debug, and control.
