Unverified50% confidenceDecision RuleExact time
If 20% of the output fails schema validation, what should be fixed is the prompt or the model tier, not one's mindset.
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Long-term
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10/16/2026
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UnverifiedTraditional inference solutions often achieve GPU memory utilization of only 20%–40%.77% similarUnverifiedAdding a "Do not guess" instruction to the prompt can reduce the proportion of fabricated false claims by a model from 71% to 20%.76% similarUnverifiedIn 10%–25% of cases, reasoning about the hypothetical grader pulled the agent's work away from the user's original specification.75% similarUnverified20–50 input/expected-output pairs should be retained as a test set and run on every prompt change, rather than relying on intuition.75% similarUnverifiedIn the scoring setup, only the lexical component, which accounts for 20% of the weight, is visible during the development phase, forming a partially observable objective.74% similar
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