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Design and evaluate multi-file, production-realistic software engineering tasks: implement bug fixes and features, write specifications and reference implementations, extend unit/integration tests, and perform peer reviews to ensure correctness and robust test coverage.

Design and evaluate realistic multi-file software engineering tasks: bug fixes, features, refactors, and tests. Produce clear specifications and reference implementations, extend unit/integration test suites, and perform structured peer reviews ensuring correctness, coverage, and alignment between specs and code.

Design, implement, and evaluate realistic multi-file software engineering tasks (bug fixes, features, refactors, tests). Create specifications and reference implementations, extend unit/integration tests, and review peer submissions for correctness, edge cases, and alignment between specs, code, and expected outputs.

Design, implement, and evaluate multi-file coding tasks (bug fixes, features, refactors, tests). Write specifications and reference implementations, develop unit/integration tests, and perform detailed peer reviews to ensure correctness and robust test coverage.

Design rigorous, deterministic advanced physics problems and provide complete verified solutions for AI training and evaluation. Create reproducible simulations or computational workflows (using Python and scientific libraries), document reasoning clearly, and ensure technical precision. Contribute to problem design that tests deep multi-step physical reasoning.

Design and implement multi-file coding tasks, write specifications and reference implementations, develop and extend unit/integration tests, and review peer submissions for correctness, clarity, and realism. Identify edge cases and ensure alignment between specs, code, and expected outputs.

Design, implement, and evaluate multi-file coding tasks (bug fixes, features, refactors, testing). Produce clear specifications and reference implementations, develop unit/integration tests, review peer submissions, identify edge cases, and ensure alignment between specs, code, and expected outputs.

Design, implement, and evaluate multi-file coding tasks (bug fixes, features, refactors, tests). Produce clear specifications, reference implementations, robust test suites, and provide structured peer review feedback on correctness and realism.

Design, implement, and evaluate multi-file backend coding tasks including bug fixes, feature development, refactoring, and tests. Create clear specifications and reference implementations, extend unit/integration test suites, review peer submissions, identify edge cases, and ensure alignment between specs, code, and outputs.

Design, implement, and evaluate multi-file coding tasks (bug fixes, features, refactors, tests). Write specs and reference implementations, extend unit/integration tests, review peer submissions, identify edge cases, and ensure alignment between specifications, code, and expected outputs for production-realistic tasks.