Kite AI Community and Ecosystem(@Kite_Frens_Eco):AI is not deterministic. The production systems around it have to be. In this AI on AIR cut from the @scale_AI series Local Optima, Product Lead Aman explains the systems engineering required to move AI from pilot to production. ▷ Start with Murphy's law. Map everything that can go wrong, then make catastrophic outputs impossible. ▷ Add guardrails and keep a human in the loop. Better models reduce inconsistent answers, but the risk never reaches zero. ▷ Build deterministic systems around nondeterministic AI. Checks, balances, and humility are the foundation for reliable deployment in government and other high-stakes environments. Reliable AI is not just a better model. It is the system built around it. 🪁

Kite AI Community and Ecosystem@Kite_Frens_Eco

2026.08.07 13:22

AI is not deterministic. The production systems around it have to be. In this AI on AIR cut from the @scale_AI series Local Optima, Product Lead Aman explains the systems engineering required to move AI from pilot to production. ▷ Start with Murphy's law. Map everything that can go wrong, then make catastrophic outputs impossible. ▷ Add guardrails and keep a human in the loop. Better models reduce inconsistent answers, but the risk never reaches zero. ▷ Build deterministic systems around nondeterministic AI. Checks, balances, and humility are the foundation for reliable deployment in government and other high-stakes environments. Reliable AI is not just a better model. It is the system built around it. 🪁