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Remediating Conversational Hallucinations & Vague Requirement Drift
Calculated Exposure: Typical Hallucination Reduction = -85% Reduction in Multi-File Agent Drift. The following operational realization pathways are available based on your parameters.
Compile Specs into Deterministic Policies with Exogram
Exogram parses markdown and JSON specifications directly into executable test fixtures and API schema gates before agents mutate repository files.
Spec-Driven Product Leadership Advisory
Retain Richard Ewing to train product and engineering leaders on Spec-Driven Development, contract linting, and executable requirement design.
Non-Contamination Invariant: Diagnostic calculations remain strictly mathematical and objective. Operational pathways provide verified implementation and advisory options.