craft-squad

Multi-agent orchestration for complex feature development is handled by a design-first pipeline coordinating Claude, Codex, and a local LLM. It automates brainstorming, planning, development, testing, and reporting to reduce hand-off friction across high-stakes web apps, APIs, or UI components.

An AI-driven design pipeline is a structured process automating brainstorm through reporting using multiple agents. Multi-agent orchestration is needed for high-stakes features with multiple integration points where rigorous cross-agent review and coordination are valuable for complex web apps or APIs.

Multi-agent code review works with LM Studio and Codex CLI deployments through flexible prerequisite paths. The pipeline ensures deployment parity across these environments, enabling local LLM integration alongside Claude and Codex for coordinated cross-agent feature development.

To start the multi-agent design pipeline, describe your feature goal using the /craft-squad command. This launches the full orchestration workflow across Claude, Codex, and a local LLM to automate brainstorming, planning, development, testing, and reporting for your complex feature.

Adversarial review is available during the AI pipeline when codex-plugin-cc is present. This optional feature provides skeptical second opinions to enhance rigorous code review and cross-agent coordination for high-stakes features with multiple integration points.

Profile gating uses a .craft-profile configuration to manage multi-agent orchestration experiments. This profile-based gating supports flexible prerequisites and deployment paths for coordinating Claude, Codex, and local LLM workflows across different experimental environments.