Human in the loop AI agent approval workflow design is becoming standard after AI agents caused real damage, including Replit’s 2025 database deletion. This piece breaks down how approval queues actually work, why founders are pulling back from full autonomy, and how companies like Anthropic and Sierra are building oversight into the product itself.