Insights — technical explanations & decision guidance

Insights

Technical explanations and decision guidance — separating what automation can verify from what still needs a human.

Why valid JSON does not prove an AI extraction is correct

Schema conformance does not establish factual accuracy. This article separates syntactic validity, schema conformance, source fidelity and decision fitness, and shows where rule-based checks and human review checkpoints belong in high-consequence extraction.