MCP Tasks, introduced in the 2026-07-28 Model Context Protocol specification, allow servers to respond to tool calls with a durable task handle instead of a blocking result, enabling context offloadin…
A Peking University team presented Meta Context Engineering (MCE) at ICML 2026, achieving an 89.1% average improvement over a base agent across five domains, outperforming the previous best method (AC…
Anthropic's Claude Fable 5, released June 9, introduces safety classifiers that can decline requests mid-task and a fallback system that retries them on Claude Opus 4.8, making mid-conversation model …
A March 2026 paper by Vera V. Vishnyakova introduces five criteria for evaluating AI agent context: relevance, sufficiency, isolation, economy, and provenance. The framework treats context as the agen…