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Automating code generation from change requests involves reading specs, design, and tasks to write actual code while enforcing validation and task completion marks. This orchestrator approach ensures safe, auditable processes throughout the change lifecycle.

Progress tracking and persisting outcomes during task implementation is achieved by operating within a phased workflow that updates progress accordingly. It supports engram, openspec, and hybrid modes to persist outcomes and evidence safely.

Code alignment with software design and specifications is enforced by strictly following specs and design during implementation. The disciplined workflow validates task completion marks and documents any deviations from the established design.

This workflow orchestrator operates without external dependencies for phase management. It automates translating change requests into implemented code by reading specs, design, and tasks, then executing and updating progress within a self-contained environment.

Hybrid persistence mode for task implementation is used when combining persistence strategies across the change lifecycle. Openspec or engram modes persist outcomes and evidence within their specific frameworks, while hybrid offers flexible, mixed-mode tracking.