Comparison

DGS vs agent frameworks.

Orchestration is necessary. Governance and reviewable artifacts are non-negotiable in real work.

Frameworks orchestrate actions

Most agent frameworks focus on routing between tools, prompts, and memory. They’re valuable infrastructure — but they don’t guarantee a reviewable output.

Workflows require governance

Teams need guardrails: scope control, verification steps, and outputs that can be checked before they change systems or decisions.

DGS is artifact-first

DGS aims to generate structured artifacts (specs, plans, architectures) that are meant to be reviewed, versioned, and reused across the org.

Composition still matters

You can pair DGS-style outputs with orchestration. The key difference is what the system optimizes for: tools, or outcomes you can govern.

Practical takeaway

Measure outputs, not tool calls.

If a system can’t produce artifacts your team can review (and reject), orchestration just makes the wrong thing happen faster.