This article discusses the challenges of managing context in AI agent development, emphasizing the need for a structured approach called context engineering. It introduces the Google Agent Development Kit (ADK), which separates context storage from presentation and optimizes how context is compiled and utilized during agent interactions.

Continuous Claude is a multi-agent system that enhances Claude Code by maintaining context across sessions and optimizing token usage through intelligent code analysis. It features a memory system that recalls past learnings, specialized agents for complex tasks, and a streamlined way to interact naturally without needing to memorize commands.