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brevity bias

2 articles · 9 co-occurring · 0 contradictions · 0 briefs

Article explicitly names 'brevity bias' from research literature as the failure mode—when context is compressed into single prompts, models make assumptions based on public training data rather than o

Related concepts
context window management 2 stateless vs stateful ai 1 prompt engineering 1 multi agent orchestration 1 memory persistence across sessions 1 memory persistence 1 dynamic context adaptation 1 context collapse 1 agent architecture 1
Evidence chain (2 articles, showing 2)
Context Engineering for AI Coding : a Practical Intro to ContextOps example_of

Article explicitly names 'brevity bias' from research literature as the failure mode—when context is compressed into single prompts, models make assumptions based on public training data rather than o

Artificial Intelligence & Deep Learning | Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models (Stanford, October 2025) | Facebook extends

Paper identifies brevity bias as complementary problem to collapse; both relate to information loss in context adaptation

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