Writing library · Applied AI

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Grounded generation and evaluation patterns for AI systems that need to earn trust in use.

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2 articles

A source-first retrieval and generation workflow for exploring uncertain text reconstruction.

A localization pattern that keeps generated sports content culturally native without letting the model invent the wrong teams, references, or tone.

3 articles

Turning raw match events into auditable story objects, QA cues, and locale-aware outputs for editorial and product teams.

A pragmatic evaluation system for deciding whether a model is safe to ship, not just numerically impressive.

A quick but disciplined analytics pass that answered whether weather was worth modeling or just another expensive distraction.

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