Banias | AI Engineer on Instagram: "Response time under 1 second is achievable if you do the right tweaks. 1️⃣ Stream Output Tokens 👉 Stream tokens as they’re generated instead of waiting for complete responses. This reduces Time To First Token (TTFT) to under 500ms and dramatically improves perceived performance even when total generation time stays the same. Users see content immediately rather than waiting 8+ seconds for full responses. 2️⃣ Add Semantic Caching 👉 Cache responses for similar

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Banias | AI Engineer on Instagram: "You don’t need a bigger server; you need better code. Here is how to process massive data on a standard laptop. 👇 1️⃣ Use Generators (Lazy Evaluation) 👉 Stop loading the entire list into memory! Use yield instead of return. Generators process one item at a time, keeping memory usage constant regardless of dataset size. 2️⃣ Pandas Chunking 👉 If you are using pd.read_csv(), the whole file loads into RAM. Instead, use the chunkize parameter. This creates an it

‎بانياس البلد‎ on Instagram‎: "كنافة سلامة الشهيرة في بانياس #بانياس_البلد"‎