How we moved from a fragile loop-based payout system to a reliable, idempotent, and traceable architecture. On paper, payouts sound simple: Customer places an order Platform collects payment Platform pays the seller That's it. Until you try to do it at scale. In any marketplace or fintech system, money flows across multiple parties: Sellers / vendors Delivery partners Platform fees Discounts, vouc
Quick Answer: "Digital sovereignty" in AI isn't about where your servers are. It's about who can access your data while it's being processed. Most "sovereign AI" solutions just move the problem — your data still sits unencrypted in GPU memory, readable by any compromised hypervisor. Real sovereignty requires hardware-level isolation. Intel TDX enclaves on H200 GPUs cost $3.60/hr — 74% less than Az