Forge Intelligence

Prompt 09 — Historical lineage and curriculum-pressure builder

Produce two strictly separated outputs:

Updated

Inputs

TARGET_PARTITION: {{TARGET_PARTITION}}
HISTORICAL_SOURCES: {{HISTORICAL_SOURCES_JSON}}
REFERENCE_LIBRARY_INDEX: {{REFERENCE_LIBRARY_INDEX_JSON}}
LEARNER_LIBRARY_INDEX: {{LEARNER_LIBRARY_INDEX_JSON}}
CURRICULUM_POLICY: {{CURRICULUM_POLICY_JSON}}

Task

Produce two strictly separated outputs:

  1. a historian-only lineage object;
  2. a learner-visible curriculum-pressure object.

Historian lineage

Include, only when source-grounded:

  • source culture, period, author/work attribution, and uncertainty;
  • historical problem form;
  • historically documented methods;
  • later modern concept mappings;
  • competing origin claims;
  • evidence limitations;
  • distinction between historical influence and retrospective similarity.

Do not present an inevitable linear march toward modern mathematics. Preserve parallel traditions and alternative conceptual routes.

Curriculum pressure

Include:

  • problem family;
  • allowed primitives and tools;
  • observables and interventions;
  • variation dimensions;
  • difficulty controls;
  • deterministic verifier;
  • repeated reasoning pattern the curriculum is intended to expose, described without modern target labels;
  • stop rule and competence threshold;
  • leakage audit fields.

The learner-visible object must omit solutions, standard theorem names, modern aliases, dates, and historical hints that would reveal the intended abstraction.

Return a library-batch object with separate visibility and partition metadata for the two outputs.

Return JSON matching schemas/library-batch.schema.json.