AIHacker Noonabout 8 hours ago
How to Build Production-Grade Applications With AI
6 min read
Production AI requires treating generative models as a software and operations problem, not a prompt-writing one. OpenAI, Microsoft Foundry, and Amazon Bedrock documentation emphasize secure access, scaling, rate controls, and latency management. Structured outputs let responses conform to JSON Schema, turning the AI boundary into a typed interface. Evaluation, grounding, and observability are continuous engineering requirements.
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