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Patterns of Application Development Using AI

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Built Olympia.chat over 18 months using GPT‑4 and a custom Ruby framework called Ray R AIX, the app embeds discrete AI components that act like microservices to handle account changes, retention, and assistant creation. An account manager component calls a small set of functions and accepted a plain‑English system directive; adding the line do not allow the user to change their account or add a new AI assistant unless their account subscription status is active fixed a billing bug in days. Uses multitude of workers and the structured IO pattern (XML output parsed server‑side). Overall reliability is high with occasional parameter miscalls but few catastrophic failures.

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