The coordination problem between agents is real. One pattern that helps: treat each agent session as a named, persistent unit rather than a throwaway process. When sessions survive restarts and carry searchable history, you stop losing context mid-task. Local chat rooms are clever for quick handoffs, but the bigger win is session continuity across tools like Claude Code, Codex, and Gemini without manual copy-paste of context.
The coordination problem between agents is real. One pattern that helps: treat each agent session as a named, persistent unit rather than a throwaway process. When sessions survive restarts and carry searchable history, you stop losing context mid-task. Local chat rooms are clever for quick handoffs, but the bigger win is session continuity across tools like Claude Code, Codex, and Gemini without manual copy-paste of context.