Structured Output Templates
Specify fields, allowed states and missing-value handling for output.
Output contracts
Schema Validation Gate
Validate generated artifacts with a real checker before downstream use.
Audience-Purpose Content Calibration
Use audience and intended decision to choose detail and presentation.
Writability Rules + Substitution Tables
Declare editable fields and contextual substitutions while preserving protected facts and identifiers.
Promise Detection and KB Sync
Extract commitments with actors, scope and evidence before updating a tracker.
Preserve Computation in Editable Artifacts
Preserve computations when the recipient needs an artifact that updates with inputs.
Preserve measurement source kinds
Separate static potential-impact findings from lab, field and trace measurements.
Label implementation approximation provenance
Distinguish an official implementation from an inspired approximation.
Consequence-aware change evidence
Review a change through observed behavior plus reversibility of its real-world consequences.
Repair the missing premise before shortening
Treat comprehension failure as a missing-context problem before optimizing word count.