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Temporal Consistency Drift

๐ŸŸก MEDIUM temporal proven AVE-2025-0041

ยท aka: Time-Decay Hallucination, Stale Context Syndrome

Summary

Agent's factual accuracy degrades over long-running sessions as context window fills. Quality drops measurably after 60% context utilisation, with hallucination rates increasing proportionally.

Blast Radius

Long-running tasks produce subtly incorrect outputs. Early constraints forgotten. Contradictory actions taken.

Prerequisites

Agent with extended session duration exceeding 60% of context window.

Environment

  • Frameworks: LangGraph
  • Models tested: [Available in NAIL SDK]
  • Multi-agent: No
  • Tools required: No
  • Memory required: Yes