Multi-Turn Agentic Context Decay & State Pollution Benchmark
This benchmark measures the decay of agent memory accuracy over 50 interaction steps, revealing that while flat RAG and linear KV-cache models suffer significant state pollution (dropping to ~60% recall), the XORAS Poincaré Memory system maintains near-perfect recall at 99.8% with zero pollution.