ModelMind can learn from assistant answers, liked answers, manually fed text, and configured snippets.
MODEL_MIND_LEARNING_ENABLED=true
MODEL_MIND_LEARN_FROM_ASSISTANT_ANSWERS=true
MODEL_MIND_LEARN_FROM_LIKED_ANSWERS=true
MODEL_MIND_LEARN_FROM_FED_TEXTS=true
MODEL_MIND_LEARNING_MIN_CHARACTERS=40
MODEL_MIND_LEARNING_TEXT_CHARACTERS=1200
MODEL_MIND_LEARNING_CONTEXT_LIMIT=12php artisan model-mind:learn "Warranty coverage lasts one year." --title="Warranty policy"'learning' => [
'fed_texts' => [
[
'title' => 'Support policy',
'content' => 'Support replies happen within one business day.',
'source' => 'manual',
],
],
],Learning has its own sensitive-pattern filter so API keys, tokens, secrets, and passwords are not stored as memories.
Assistant-answer and liked-answer learning runs through the Background Queue. Manual model-mind:learn commands still write immediately because they are already outside the chat request path.