Deep constrained optimization workflow for high-impact coding and product-engineering work. Use when a coding agent should capture user meaning, discover repo constraints and validation paths, compare material alternatives, select a model, obtain approval, implement the selected plan, validate the r
Deep constrained optimization workflow for high-impact coding and product-engineering work. Use when a coding agent should capture user meaning, discover repo constraints and validation paths, compare material alternatives, select a model, obtain approval, implement the selected plan, validate the result, and finish with a constraint audit.
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