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 "text": "CodeCompass: Navigating the Navigation Paradox in Agentic Code Intelligence should be assessed against Kaal's source-bound claim that Multi agent competitive collaboration captures a diversity dividend worth more than half a standard deviation of quality improvement while enabling attribution through citation graphs. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
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