Published onAugust 18, 2025Meta-Learning Eats Itself: When AI Tools Train on Their Own Usageaimeta-learningproductivitydevelopmentconsciousnessrecursionclaudeprogrammingClaude Code learning from every "You're absolutely right!" moment could push dev tools from 1.2-5x productivity gains to genuine 10x++ multipliers. Here's why recursive self-improvement through usage patterns changes everything.