Voice To Doctrine Self Improvement Loop
Verifies each lesson changed a named owner page with evidence before the loop closes.
Contract
Does It makes the system's "learn from a lesson, then improve" cycle inspectable on a folder. Each local lesson is shown being assigned to a specific owner surface (a skill, a doctrine page, a standard, or a tracked to-do capture), then changed or captured there, then validated, then closed out with a concrete reason to revisit later. Using local files only, the result records confirm that improvements are tied to real owner-surface changes and evidence rather than just asserted.
Scope limit It validates only the declared contract of the loop on fixtures; it does not export source notes or private bodies, grant source/doctrine edits, global-promotion, live work log mutation, or publishing-scope decision, make external model access, prove correctness, or claim whole-system equivalence.
Run
PYTHONPATH=src python3 -m microcosm_core.organs.voice_to_doctrine_self_improvement_loop run --input fixtures/first_wave/voice_to_doctrine_self_improvement_loop/input --out receipts/first_wave/voice_to_doctrine_self_improvement_loop
Evidence
ClassContract validatorevidence 5/5Import validation
Links to Pattern Assimilation Step
Source
Paper module
Paper module Voice to Doctrine Self-Improvement Loop