AI Engineer YouTube · May 12, 2026

Lessons from Trillion Token Deployments at Fortune 500s — Alessandro Cappelli, Adaptive ML

Lessons from Trillion Token Deployments at Fortune 500s — Alessandro Cappelli, Adaptive ML video thumbnail
Why it matters

95% of GenAI pilots fail to reach production. Alessandro Cappelli's argument is that this isn't a deployment problem or a prompt engineering problem — it's a feedback integration problem. Instruction fine-tuning and proprietary models give you a demo. Only reinforcement learning gives you a systematic way to incorporat

My takeaway: 95% of GenAI pilots fail to reach production. Alessandro Cappelli's argument is that this isn't a deployment problem or a prompt engineering problem — it's a feedback integration problem. Instruction fine-tuning and proprietary models give you a demo. Only reinforcement learning gives you a systematic way to incorporat