A new Hugging Face analysis examines the precise memory overhead required for autonomous agents to maintain coherence. The research identifies a critical threshold where adding more context fails to improve task success. Practitioners can now prune memory buffers to reduce latency. This finding prevents over-provisioning tokens in complex agentic workflows.