Context Window Stress

Context Window Stress / Context Pressure

Definition

The degradation in LLM reasoning quality and tool calling accuracy when operating near or at the limits of the model's maximum context window. Long-horizon agent simulations accumulate conversation history, world state, and reasoning traces that stress this limit.

Examples in the Wild

  • Example 1:An agent's decision quality declining as world history accumulates over 48 hours of simulation
  • Example 2:Tool calling becoming less reliable as context fills with prior agent interactions
  • Example 3:Agents forgetting earlier commitments or rules as context window fills
  • Example 4:Different models showing different degradation patterns under context pressure