What OracleMangle measures.

OracleMangle is not a forecasting product. It measures whether an event question is clear enough for automated research workflows, API routing, and repeatable review.

Ambiguous terms

Words that reasonable reviewers can interpret differently, especially when no definition is supplied.

Undefined thresholds

Labels like material, significant, substantial, or clear when the workflow needs a measurable standard.

Source reliability

Whether the question has a single authoritative source or relies on broad, delayed, or conflicting evidence.

Bundled conditions

Questions that combine multiple requirements without explaining partial completion or deadline edge cases.

Historical friction

Patterns that have repeatedly produced contested outcomes across the labelled event-question corpus.

Routing action

A practical signal for whether to continue automation, log the question, rewrite it, or queue manual review.

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