Deep-Agents

Anthropic’s Claude Managed Agents raised the bar for managed agentic infrastructure when it launched earlier this week. LangChain’s response came fast: Deep Agents Deploy, now in beta, is a model-agnostic, open-source alternative that puts full memory ownership back in the developer’s hands. This is one of the more interesting competitive moves in the agent infrastructure space in recent memory — and if you’re evaluating where to build your production agent stack, you need to understand what’s actually on the table. ...

If you’ve been in the AI agent space for more than a few months, you’ve heard the word “prompt engineering” approximately ten thousand times. LangChain co-founder and CEO Harrison Chase wants to retire it — and replace it with something more fundamental. His argument: context engineering is the skill that separates agents that actually work in production from ones that fall apart after five steps. And LangChain just shipped a framework to prove the point. ...