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Coding-agent trajectories are read as evidence about the software process, and analyses pool runs from many different tasks. The task predicts both the behaviour and the outcome, so a pooled estimate mixes a within-task and a between-task channel, and is read as a statement about runs. We quantify that mixing with the...
Under this model, generative components ground test intent at authoring time into reviewable artifacts, rather than re-evaluating locators during every test run, and semantic agreement is achievable but not automatic: nine of twenty guarantee-surface pairs resolve.
Parity testing validates software modernization: the legacy system supplies every expected output, so the oracle is sound. One decision is delegated, increasingly to a language model and often the very model that translated the code: which inputs to try. How much divergence such suites let through is unmeasured, and wh...
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