IONI — Institute of NLP India

Feedback vs Failure

The famous presupposition reframes outcomes as information: results — including unwanted ones — are data about what to adjust, not verdicts on identity.

Useful honestly held: experiments produce data. Abused: real harms get rebranded as "learning" by people who caused them. The growth-frame applies to genuine iterations, not to dodging accountability.

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ShriViral Manek, Institute of NLP India · reviewed 30 Sept 2026