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Inside the NHS £10 Billion AI Rollout: Infrastructure Challenges, LLM Safety, and Clinical Reality

The UK government's newly announced £10 billion digital transformation plan for the National Health Service (NHS) represents one of the largest sector-specific deployments of Artificial Intelligence globally. While mainstream headlines focus heavily on the promise of slashed waiting times, the engineering and operational reality of integrating clinical-grade AI into a fragmented, legacy healthcare infrastructure presents severe technical hurdles. This analysis examines the architectural and safety frameworks required to make this rollout viable.

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