makit-dev-orchestrator

A multi-agent development pipeline orchestrates specialized roles like architect, backend, ai, frontend, devops, and qa across structured phases. It coordinates domain analysis, system design, parallel implementation, QA, and release to ensure traceable, incremental delivery through preserved workspace artifacts.

Initialize Phase 0 and let the orchestrator coordinate system design and task handoffs. It assigns role-specific prompts to architect, backend, ai, frontend, devops, and qa agents while managing conflict resolution and preserving structured outputs in the workspace.

Yes, a multi-agent pipeline supports incremental software delivery by preserving structured artifacts in a workspace across phases. It enforces role-specific prompts and error-handling pathways to ensure clear handoffs and traceable outputs from domain analysis through release.

The best way to structure artifacts is to enforce workspace preservation and phase-based Markdown files. The orchestrator generates these structured artifacts across phases, ensuring traceable outputs and clear handoffs between the architect, backend, ai, frontend, devops, and qa agents.

Yes, multi-agent orchestration works without external dependencies. It coordinates the architect, backend, ai, frontend, devops, and qa roles internally, relying on role-specific prompts and workspace artifact preservation to manage the workflow from Phase 0 through Phase 5.

Multi-agent workflows fail during handoffs when structured artifact generation and workspace preservation are not enforced. The orchestrator prevents this by using role-specific prompts, conflict resolution, and error-handling pathways to ensure traceable outputs between implementation phases.