forge-orchestrator

You can orchestrate multi-agent software builds in tmux by coordinating a forge-bridge workflow that dispatches tasks across Claude Code and Codex panes with structured audit logging. This ensures reproducible end-to-end development pipelines from proposal to verification.

Automating QA pipelines across multiple AI agents is best handled by an orchestrator that coordinates proposal, review, implementation, coding, QA, and verify stages. It uses background digest agents and gating mechanisms to manage pipeline progress and safety across panes.

Yes, you can coordinate Claude Code and Codex in the same tmux session using a cross-pane bridge for messaging. The orchestrator dispatches inline and background tasks between the panes, enforcing strict logging and reading or writing artifacts on disk to drive progress.

Cross-pane messaging for multi-agent code review pipelines works through a bridge that facilitates communication between separate AI agent panes. The orchestrator applies this to review feedback, integration, and impl-review stages, ensuring structured audit logs maintain traceability.

You need a tmux environment to run a multi-agent orchestration pipeline, as it coordinates builds and QA workflows across tmux panes. The orchestrator operates without external dependencies, relying on on-disk artifacts and structured logging to manage workflow progress.

You should not use a multi-agent orchestrator if your development pipeline lacks distinct stages like proposal, review, implementation, and QA that require cross-agent coordination. It is designed for complex end-to-end workflows needing strict audit logging and background task gating in tmux.