Receipt Before Claim: a 4% score that did not mean 96% wrong reasoning

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This is a submission for the Kaggle Benchmarking Challenge: https://dev.to/challenges/kaggle-2026-09-23 A successful build is not a live deployment. A receipt is not an acceptance. A result on a development set is not an external-test result. These distinctions matter whenever a model reports whether work is finished. I built Receipt Before Claim around four such boundaries: deployment status, external evaluation, application decisions, and version-specific test results.

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