marsai:dev-implementation

To automate TDD RED-GREEN workflow enforcement, this Skill orchestrates specialized implementation agents for TS and Python, validating inputs and enforcing gates while tracking state for deterministic progress across API, worker, batch, CLI, frontend, and BFF services.

The best way to enforce project rules during code implementation is applying standards from docs/PROJECT_RULES.md. This Skill ensures compliance across all gate-driven phases and automatically documents decisions for seamless team handoff.

Yes, you can use gate-driven development orchestration for both backend and frontend tasks. The Skill selects the correct implementation agent based on service type across API, worker, batch, CLI, frontend, and BFF contexts using TS or Python.

To start the Gate 0 implementation phase, describe a task with a specific unit_id and requirements. The Skill then identifies and orchestrates the correct agent to satisfy TDD-RED/GREEN gates and document results.

Automated code implementation requires orchestration across different service types to ensure correct role assignment. Differentiating between API, worker, batch, CLI, frontend, and BFF contexts ensures the specialized agent applies the right standards.

TDD gate application is limited to services using TS or Python languages. The orchestration process requires a valid unit_id and a project_rules_path to function correctly across API, worker, batch, CLI, frontend, and BFF contexts.