Claude got dumber

Claude AI experienced performance degradation due to three infrastructure issues: context window routing errors that misrouted requests to servers configured for larger context windows, output corruption causing overemphasis on rarely produced tokens, and a top-k algorithm compilation bug involving mixed precision arithmetic. These technical problems compounded to create poor user experiences, but Anthropic clarified they never intentionally reduced model quality during peak times.