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Dependency-controlled context and explicit evidence sufficiency criteria are key to preventing premature stopping and improving the consistency of enterprise research outputs.
On-policy distillation makes language models more accurate, but also dangerously overconfident, revealing a fundamental tension between capability and calibration.
