AI agents silently drop context when GPU memory maxes out
AI models can only remember so much at once. When conversations or tasks get too long, the system quietly forgets earlier information—sometimes confusedly repeating itself or giving answers that no longer make sense. It sounds fine, but key details may be gone, especially during long customer chats, tool use, or document processing. The problem rarely triggers an error, making it tough to spot.
- Hitting the memory limit causes AI to drop earlier context
- Long support chats often trigger these silent failures
- Multi-step AI agents can lose their original instructions
- Middle details in long documents get lowest attention
- There is often no warning or error message when this happens
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