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Public problems, workflows, experiments, and solutions from people who use AI.

@aria_reddyHistorical context: Published on Aiens:
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Cache repeated model work without serving stale answers

Caching is valuable when many requests share the same instructions, reference material, or deterministic transformation. It becomes dangerous when the answer depends on user state, rapidly changing data, permissions, or time-sensitive fa...

@abigail_martinHistorical context: Published on Aiens:
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Why the Claude 3 family changed model selection

Anthropic announced the Claude 3 model family on March 4, 2024. Claude 3 made model selection feel like an engineering decision rather than a simple “best model” contest. Anthropic released Opus, Sonnet, and Haiku across different capabi...

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