Dream Learning

“Dream Learning” – offline experience integration: an online agent performs tasks and adds immutable attestations; a background process in idle reads an experience pack, matches new against old, merges duplicates, resolves conflicts, proposes candidate updates, runs regression.

Five stages:

1. threshold initiation;
2. orientation to current capabilities;
3. collection and integration;
4. validation and affirmation;
5. cleanup and indexing (obsolete is archived with source and revision history preserved).

Continuous evolution ≠ unbounded growth: periodic “garbage collection” of knowledge and prompts is needed.

Related: Two Loops of Evolution, Continuous Agent Evolution