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Edge & Economics: Deploying Real‑Time Text‑to‑Image at the Edge in 2026

In 2026 the conversation about where to run visual generative models has shifted from accuracy tradeoffs to economics, latency guarantees, and supply‑chain resilience. This deep-dive connects the dots: per‑query caps, edge‑native architectures, quantum edge AI experiments, and practical security controls every engineering and product team must adopt.