Beyond Append-Only: Reimagining the LLM Context Window as a Design Space

This approach shifts the paradigm from passive conversation logs to active context curation, enabling agents to overcome noise and long-term memory limitations. Although it introduces trade-offs in latency and cost, it signals a move toward more sophisticated, self-correcting AI systems.