AI Development Orchestrator: Building the CLI Layer

DevRag - Internal Cli Scheme

Step 3 of the Series: Building DevRag: A Deterministic Runtime for AI Development Milestones 1 and 2 built the core guarantees: tasks can be reliably parsed and written, state transitions are enforced by a state machine, no invalid state can be persisted. But none of that is accessible to anything external. The task files live … Read more

Building an AI Development Orchestrator: Why the Runtime Comes Before the AI

DevRag - Scheme

In AI development orchestrators, most teams place the model at the center of the system. DevRag does the opposite: first, a strict, deterministic runtime is created that fully manages state, auditing, and all changes, and only then are AI agents added.
This key architectural decision helps avoid critical issues with consistency, debugging, and compliance in production systems.