Academic researchers4 min readSample
Long-context retrieval degrades in ways users do not detect
Evaluation work finds mid-context retrieval failures that produce confident, fluent and wrong answers rather than visible errors.
mediumAGI relevance: mediummodelssafety
Agitology analysis
Why it matters
Silent failure is the property that makes autonomy expensive. A memory system that fails loudly is a bug; one that fails quietly is a liability.
Key developments
- Failure concentrates in the middle of long contexts
- Failures present as confident answers rather than refusals
- Detection requires ground truth users usually do not have
Index impact
How this development moved — or failed to move — the dimensions it bears on.
- −0.3Memory