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Token Optimization

Blog posts related to Token Optimization

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Context Rot Is Real: What Chroma's 18-Model Study Found

Chroma tested 18 frontier LLMs and found every one degrades as input length grows. Here is what their context rot study proves developers must change.

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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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