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-**False or harmful fixes:** Several answers introduce new compilation errors, propose out-of-scope changes, or violate explicit rules (e.g., adding imports, version bumps, touching untouched lines), reducing trustworthiness.
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-**Shallow coverage:** Even when it identifies one real issue it often stops there, missing additional critical problems found by stronger peers; breadth and depth are inconsistent.
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### Gemini-3-pro-review (high thinking budget)
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Final score: **57.3**
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Strengths:
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-**Good schema & format discipline:** Consistently returns well-formed YAML with correct fields and respects the 3-suggestion limit; rarely breaks the required output structure.
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-**Reasonable guideline awareness:** Often recognises when a diff contains only data / translations and properly emits an empty list, avoiding over-reporting.
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-**Clear, actionable patches when correct:** When it does find a bug it usually supplies minimal-diff, compilable code snippets with concise explanations, and occasionally surfaces issues no other model spotted.
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Weaknesses:
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-**Spot-coverage gaps on critical defects:** In a large share of cases it overlooks the principal regression the tests were written for, while fixating on minor style or performance nits.
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-**False or speculative fixes:** A noticeable number of answers invent non-existent problems or propose changes that would not compile or would re-introduce removed behaviour.
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-**Guideline violations creep in:** Sometimes touches unchanged lines, adds forbidden imports / labels, or supplies more than "critical" advice, showing imperfect rule adherence.
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-**High variance / inconsistency:** Quality swings from best-in-class to harmful within consecutive examples, indicating unstable defect-prioritisation and review depth.
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### Gemini-2.5 Pro (4096 thinking tokens)
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Final score: **56.3**
@@ -236,6 +265,23 @@ Weaknesses:
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-**False positives / speculative fixes:** In several cases it flags non-issues (style, performance, redundant code) or supplies debatable “improvements”, lowering precision and sometimes breaching the “critical bugs only” rule.
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-**Inconsistent error coverage:** For certain domains (build scripts, schema files, test code) it either returns an empty list when real regressions exist or proposes cosmetic edits, indicating gaps in specialised knowledge.
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### Gemini-3-pro-review (low thinking budget)
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Final score: **55.6**
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Strengths:
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-**Concise, well-structured patches:** Suggestions are usually expressed in short, self-contained YAML items with clear before/after code blocks and just enough rationale, making them easy for reviewers to apply.
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-**Good eye for crash-level defects:** When the model does spot a problem it often focuses on high-impact issues such as compile-time errors, NPEs, nil-pointer races, buffer overflows, etc., and supplies a minimal, correct fix.
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-**High guideline compliance (format & scope):** In most cases it respects the 1-3-item limit and the "new lines only" rule, avoids changing imports, and keeps snippets syntactically valid.
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Weaknesses:
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-**Coverage inconsistency:** Many answers miss other obvious or even more critical regressions spotted by peers; breadth fluctuates from excellent to empty, leaving reviewers with partial insight.
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-**False positives & speculative advice:** A noticeable share of suggestions target stylistic or non-critical tweaks, or even introduce wrong changes, betraying occasional mis-reading of the diff and hurting trust.
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-**Rule violations still occur:** There are repeated instances of touching unchanged code, recommending version bumps/imports, mis-labelling severities, or outputting malformed snippets—showing lapses in instruction adherence.
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-**Quality variance / empty outputs:** Some responses provide no suggestions despite real bugs, while others supply harmful fixes; this volatility lowers overall reliability.
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