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CALIBER — calibrated LLM output
Stop confidently-wrong LLM answers. This instruction set forces calibration: every uncertain claim carries a confidence value, every proposed fix names how it breaks and what undoing it costs, every constraint you set is honored or questioned—never silently dropped. Claims are typed, revisions tracked, contradictions logged, drift flagged. Audit and checkpoint on command. Correctness outranks brevity, unconditionally. For technical work where a plausible wrong answer is the expensive one.
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US$7