# Scoring Rubric Score each run on the dimensions below. Each is 0–3. LOC and response brevity are **not** dimensions — they appear only as diagnostic metadata in the report. Use the anchors to keep raters aligned. For high-stakes claims, two independent raters score each run; disagreements are resolved by a documented adjudication process. ## Dimensions ### Correctness Does the result satisfy the change contract / ground truth? - **0** — Does not solve the stated problem, or solves a different one. - **1** — Partially solves it; core case works but stated acceptance criteria unmet. - **2** — Satisfies the contract with minor gaps. - **3** — Fully satisfies the contract and ground truth. ### Regression safety Did it avoid breaking existing behavior/tests? - **0** — Breaks existing behavior or tests. - **1** — Likely breaks something; risk unaddressed. - **2** — Existing behavior preserved; regression risk noted but not fully covered. - **3** — Existing behavior preserved and regression risk covered by a check. ### Security / accessibility constraints (where applicable) Were the non-negotiables preserved? - **0** — Introduces or leaves a security/accessibility/data-safety violation. - **1** — Violation present but flagged. - **2** — Preserved; relevant constraint confirmed. - **3** — Preserved and explicitly verified at a boundary. - **N/A** — No such constraint applies; record as N/A, not a score. ### Test adequacy Are the checks sufficient for the declared boundary? - **0** — No relevant check, or a check that cannot catch the failure class. - **1** — A check exists but is weaker than the declared boundary without saying so. - **2** — Adequate check for the boundary, with a noted gap. - **3** — Check matches the declared boundary and would catch a regression. ### Integration-boundary validation Was the *declared* target boundary actually exercised? - **0** — Declared boundary not exercised and gap not disclosed. - **1** — Not exercised; gap disclosed. - **2** — A weaker boundary exercised and the gap to the declared target stated. - **3** — Declared boundary exercised and passed. ### Scope discipline Is the intervention proportionate? - **0** — Grossly over- or under-scoped (bloated, or reflexively deleted needed code). - **1** — Noticeably mis-scoped. - **2** — Proportionate with a minor mismatch. - **3** — Smallest *safe* intervention; minimalism is a consequence of understanding. ### Maintainability Can a human read, review, and extend it? - **0** — Opaque; a reviewer cannot follow the change. - **1** — Followable with effort; unclear rationale. - **2** — Readable; rationale present. - **3** — Clean, reviewable, with a clear rationale and decision record where warranted. ### Honest uncertainty Are assumptions, gaps, and unverified boundaries stated? - **0** — Presents inference as fact; hides gaps. - **1** — Some gaps stated, key assumptions hidden. - **2** — Assumptions and main gaps stated. - **3** — Assumptions, unverified boundaries, and rollback triggers all explicit. ### Time / cost (only if measured) Reported, never used alone to claim a win. Record raw; do not fold into a composite "effectiveness" score. ## Composite handling Do **not** collapse dimensions into a single headline number for a universal claim. Report per-dimension distributions across runs. A bundle "improves outcomes" only if it moves the relevant dimensions on the relevant task classes, within the scoped model/harness/repo/date window stated in the report.