A Cache Key Is an Equivalence Relation
A retry should not become a new creative decision. When a video job fails halfway through and runs again, the user still asked for the same scene. If a timestamp or retry count changes the lookup, the
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AI engineer. LLM agents, RAG, Azure AI Foundry, Python/TypeScript. Navy veteran. Builder of Scenematic, Pramaana, and production multi-agent systems. I write about what I actually ship.
Sr. AI Engineer & Architect. Building deterministic, context-aware AI for enterprise production.
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