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Token Optimization

Blog posts related to Token Optimization

A person holding a bucket labeled "context" containing various data items. There is a full token budget above him.

Why Your AI Prompts Keep Hitting LLM Context Window Limits and How to Right-Size Them.

Hitting token limits mid-task is frustrating, costly, and avoidable. Here is why it happens across ChatGPT, Claude, and Gemini and a practical framework for right-sizing your context every time.

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A split-screen comparison showing how to fix Claude Code context rot. The left side shows a broken funnel overflowing with raw inputs like Notion docs and Git logs, pushing the context window gauge into the red. The right side shows a clean, structured XML capsule keeping the context window gauge in the calm green zone.

Claude Code Context Window Rot: Why Sessions Get Dumber (And How to Fix It)

Claude Code sessions degrade silently - not from bugs, but from context rot. Here's the science, the symptoms to spot early, and the fix that works upstream.

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Split screen of a worried developer with chaotic data across multiple screens vs a calm developer with a tidy workflow

LLM Context Window Optimization for Developers: Stop Dumping Code, Start Sending Signal.

Stop copy-pasting code into LLMs. Learn how to build surgical, token-optimized context from your codebase, specs, and prompt library — without leaking secrets.

Read more about LLM Context Window Optimization for Developers: Stop Dumping Code, Start Sending Signal.