--- title: "Optimizing LLM Context Windows: Practical Techniques for AI Engineers" url: https://daily.dev/posts/optimizing-llm-context-windows-practical-techniques-for-ai-engineers-vtwtnw8lw source_url: https://blog.promptlayer.com/suggestion-pending-1lpyure1zk-2 type: article source: "PromptLayer Blog" published: 2026-06-02T02:48:19.971Z updated: 2026-06-07T17:50:44.159Z tags: ["llm", "ai-agents", "rag", "prompt-engineering"] reading_time: 12 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Optimizing LLM Context Windows: Practical Techniques for AI Engineers **[PromptLayer Blog](https://daily.dev/sources/promptlayer)** · 12 min read · 1 upvotes · 0 comments ## Summary Practical guide to managing LLM context windows for AI engineers building production systems. Covers creating token budgets with hard caps per context section, structuring prompts with a context plan instead of dumping all available data, and eight concrete techniques: reserving output tokens first, ranking context by task value, summarizing conversation history, trimming retrieved chunks, controlling tool-result size, keeping tool schemas route-specific, ordering instructions strategically, and using few-shot examples sparingly. Includes a before/after example showing how to reduce a bloated support agent context, a common-mistakes checklist, and guidance on evaluating context changes like code changes. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Managing Small Context Windows in Language Models](https://daily.dev/posts/managing-small-context-windows-in-language-models-n3u1axvbz) · Machine Learning Mastery · 1 upvotes · 0 comments - [Context window in AI: why every token is a budget decision](https://daily.dev/posts/context-window-in-ai-why-every-token-is-a-budget-decision-reskx1u2b) · Redis · 0 upvotes · 0 comments - [Manage context window size with advanced AI agents](https://daily.dev/posts/manage-context-window-size-with-advanced-ai-agents-m2mil9dwq) · OctopusDeploy · 2 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#ai-agents](https://daily.dev/tags/ai-agents), [#rag](https://daily.dev/tags/rag), [#prompt-engineering](https://daily.dev/tags/prompt-engineering) [View this post on daily.dev](https://daily.dev/posts/optimizing-llm-context-windows-practical-techniques-for-ai-engineers-vtwtnw8lw)