Engineer a codebase's feedback surface so an agent gets clear feedback at every step — fast, local, attributed, deterministic, and hard to fake green — instead of flailing against late, opaque, or false-green signals. Set up the strict type layer, boundary validation, errors-as-values, structured fa
Engineer a codebase's feedback surface so an agent gets clear feedback at every step — fast, local, attributed, deterministic, and hard to fake green — instead of flailing against late, opaque, or false-green signals. Set up the strict type layer, boundary validation, errors-as-values, structured failures, observability, and the gates that make the signal trustworthy. Use when the user wants a pro
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