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AI Workloads

From specification to working code

Implement a Solution takes your refined task spec and translates it into production-ready code — codebase-aware, test-covered, and staged as a reviewable diff.

How it works

Code that fits your codebase

The AI doesn't generate generic solutions — it generates solutions that belong in your project.

Codebase-aware generation

The AI reads your existing source tree before writing a single line — matching your naming conventions, reusing your utilities, and respecting your architecture.

Spec-driven output

Implementation is driven directly from your refined task spec — requirements map to code, acceptance criteria map to tests. Nothing is guessed.

Incremental and reviewable

Changes are staged as a clean diff — not a full rewrite. Review the AI's output the same way you'd review a colleague's pull request.

Tests included

Implementation ships alongside unit and integration tests derived from the task's test plan — so coverage doesn't slip as features land.

Ship faster without cutting corners

Let Orchestrator handle the implementation boilerplate while your engineers focus on the decisions that actually require expertise.

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