Data Party THU
Data Party THU
Feb 24, 2026 · Artificial Intelligence

Why Long Contexts Undermine LLM Reliability: Hidden Risks of Personalization and Shared Sessions

The article analyzes how expanding the context window of large language models creates scarce attention, introduces unreproducible personalization, mixes intents in shared accounts, and leads to performance degradation, making debugging, testing, and reliable production deployment increasingly difficult.

AI reliabilitycontext managementpersonalization
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Why Long Contexts Undermine LLM Reliability: Hidden Risks of Personalization and Shared Sessions