Multi-Turn Agentic Context Decay & State Pollution Benchmark
This benchmark evaluates the ability of various AI models to maintain accurate context over 50 interaction steps, revealing that while flat RAG and linear KV-cache models suffer significant decay and state pollution, the XORAS Poincaré Memory system maintains near-perfect recall and zero pollution.