design-tweak

What problem does it solve?

Iterative refinement for L8's multi-round loop that targets residual design-heuristic severities by proposing minimally invasive tweaks to the current surface, preserving all already-resolved aspects.

Core Features & Use Cases

• Proposes targeted, minimal surface tweaks that address specific non-zero heuristics without regressing zeros.
• Integrates with the L8 design-tweak and design-optimize cycle, enabling rapid re-audits of a single surface.
• Use Case: After a re-audit returns residuals on h2 and h5, propose a minimal wording and layout adjustment to reduce both severities while keeping h1 stable.

Quick Start

Provide the cluster context and audit inputs to generate a precise tweak; the output should be a self-contained new_snapshot ready for re-audit.