How B.R.A.I.N. learns - PROJECT B.R.A.I.N.

Implemented today

Explicit owner teaching can become active after structural and authority validation. Corrections create successors. Document knowledge retains source artifacts, versions, and citations. One bounded consolidation process can create attributed candidates; it does not autonomously modify policy, schema, or code.

Future

Preference inference, pattern learning, hypotheses, routines, skills, autonomous self-improvement, and model adaptation are not implemented. They need evaluation, promotion rules, monitoring, and rollback before they can affect canonical state.

Maturity	Status
Explicit teaching and correction	Accepted
Document knowledge and cited owner correction	Accepted
Candidate generation with attribution	Accepted, bounded
Autonomous preference/routine learning	Future
Model or code adaptation	Future

See self-improvement.