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Context windows

5 min read

Every AI has a memory limit. Understanding it changes how you use every tool.

The bucket

Context window
1M tokens
System prompt~6K
Conversation history~38K
Pasted document~51K
Room for response~33K
danger zone

When the bucket overflows, oldest messages get silently dropped.

How models compare

1 token ≈ ¾ of a word

GPT-5.4
1M
~750K words
Claude Opus 4.6
1M
~750K words
GGemini 2.0
2M
~1.5M words

What actually happens

Short conversationAI remembers everything
Long document pasteLess room for back-and-forth
Marathon sessionAI forgets early context, may contradict itself

Work with the limit

Start fresh for new topicsNew chat = full context window
Summarize, don't pasteAsk AI to summarize long docs first
Front-load important infoPut key details at the start, not the end

Keep exploring