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  • All (20931) +237
    • AI (3154) +13
    • DevOps (932) +6
    • Software (11018) +167
    • IT (5778) +50
    • Education (48)
  • Notice
  • All (20931) +237
  • AI (3154) +13
  • DevOps (932) +6
  • Software (11018) +167
  • IT (5778) +50
  • Education (48)
  • Notice
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  • 1 month ago · ai

    Prompt Length vs. Context Window: The Real Limits Behind LLM Performance

    Prompt Length vs. Context Window: Why Size Still Matters Large language models have evolved insanely fast in the last two years. GPT‑5.1, Gemini 3.1 Ultra, Cla...

    #LLM #context window #prompt engineering #token limits #model memory #GPT-5.1 #Gemini 3.1 Ultra #Claude 3.7 Opus #hallucination
  • 1 month ago · ai

    BIG STEPS TO TRANSFORMER (PART 2): BUILDING THE TRANSFORMER

    The Naive Approach Let’s be specific: for each timestep we want to see every character behind us in order to make our decision. A simple way is to carry the da...

    #transformer #language-models #bigram #context-window #deep-learning #nlp #andrej-karpathy
  • 1 month ago · ai

    Positional Encodings and Context Window Engineering: Why Token Order Matters

    Acronym & Technical Term Reference Acronyms - AI – Artificial Intelligence - ALiBi – Attention with Linear Biases - API – Application Programming Inter...

    #positional-encoding #context-window #transformers #large-language-models #attention-mechanism #RoPE #ALiBi #token-order

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