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Field notes

Custom models, fine-tuning and evaluation

Custom training starts with diagnosis. Missing evidence calls for retrieval, inconsistent behaviour may call for prompting or training, and a fixed business rule belongs in ordinary software.

When training is justified, these notes focus on the evidence: learning curves, capability regressions, memorisation, rebuild records, and the real cost crossover.

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Related systems

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Send your name and work email. We will come back with what we would check first and whether it is worth building at all.

or email us directly athello@calquity.com