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Prompt overfitting refers to developers repeatedly adjusting prompts, rules, and checkers for the same task goal, causing the system to adapt to a specific task rather than truly learning a general research process; the solution is to introduce a diverse set of tasks as a test set.
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50%
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Long-term
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10/16/2026
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UnverifiedThe workflow of multiple rounds of iteration plus human review requires breaking complex tasks into multiple sub-steps, with testing and review at each step, which is closer to agile development in traditional software engineering.76% similarUnverifiedTiered task invocation requires additional design of routing logic and quality verification mechanisms at the application layer.75% similarUnverifiedFeature-level benchmarks require understanding requirement context, coordinating modifications across multiple files, handling dependencies, and validating through tests, making them closer to real engineering scenarios than code completion or single-function generation tests.75% similarUnverifiedBenchmarks tend to consist of standardized, isolated programming problems, whereas real software engineering involves vast contexts, legacy code, ambiguous requirements, and complex dependencies.72% similar
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