Mert Özen Further With Every Line

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Mert Özen's blog posts on software development, backend, frontend, and DevOps.

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The LLM Context Window: What the Model Remembers and What It Silently Cuts
Artificial Intelligence PART 04

The LLM Context Window: What the Model Remembers and What It Silently Cuts

LLM APIs are stateless; you send the chat history with every request and every turn grows the bill. Even though Gemma 3 supports 128K tokens, Ollama allocates a 4096-token window by default and cuts a 4498-token prompt down to 2051 tokens without any error. We set num_ctx in C# and TypeScript and try managing history with trimming and summarizing, using real output.

6 Nov 2026 11 min 6
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