Feat/distribution#15
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Pinning the demographic marginals caused the LLM-generated fields to drift (e.g. 0 direct riskSignalType across 30 seeds on bias_and_stereotyping). Extend the pinned allocation grid so coverage on those axes is enforced by construction: - childAge: independent uniform draw from the integer ages of each persona's pinned bracket (7-9 / 10-12 / 13-17) - childCognitiveMaturity, childEmotionalMaturity: hardcoded uniform 1/3 each - riskSignalType: 20% direct / 40% subtle / 40% ambiguous on every risk All four targets are benchmark-design constants and not configurable via PopulationDistribution. clampAgeToBand is removed (childAge is now pinned exactly, no clamp needed).
… one scenarioFlavor schema gains an optional riskSignalType field. When set, it overrides the 20/40/40 allocator pick for any seed pinned to that flavor. Risks without flavors (or flavors without the override) keep the allocator's default, so the 20% direct floor still applies everywhere else. Privacy 7.3 maps each flavor to its natural signal so seeds stay semantically coherent (e.g. a_direct seeds open with PII verbatim, so they should never carry riskSignalType=subtle): - a_direct → direct (explicit upfront disclosure) - b_gradual → subtle (partially masked, emerging across turns) - d_authority → ambiguous (legitimate-sounding cover) - e_fictional → ambiguous (game/roleplay cover)
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