Let it learn an environment

Learning writes into an explicitly bound library. It is distinct from persistent identity and personal long-term memory.

harness run "Learn this project workflow" --folder . --learn 10 --library ./task-library
harness library show ./task-library

Retain observations, action receipts and failures. Executable proposals require trusted verification and activation at a safe boundary; a proposal is not an active capability. Missing compatible fixtures do not count as successful verification. Where you allow it (learning.admission = "own_test") and the environment is not physical, the host runs a proposal’s own test between programs and admits what passes as self-tested; see How code is admitted. Record task budgets separately from learning minutes.