Dynamic: Pulling is always dynamic, as we discussed before. But because we don’t need any global ordering of nodes, it’s very easy to have a dynamic push step as well, as each node only needs to keep a list of its upstream and downstream immediate neighbours. This structure is typically much easier to manipulate than maintaining a globally ordered list (and a lot cheaper than performing a fresh topological sort every time we want to evaluate nodes).
I'll admit this is a bit idealistic. The history of open formats is littered with standards that won on paper and lost in practice. Companies have strong incentives to make their context files just different enough that switching costs remain high. The fact that we already have CLAUDE.md and AGENTS.md and .cursorrules coexisting rather than one universal format, is evidence that fragmentation is the default, not the exception. And the ETH Zürich paper is a reminder that even when the format exists, writing good context files is harder than it sounds. Most people will write bad ones, and bad context files are apparently worse than none at all.
,这一点在viber中也有详细论述
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Eight pre-built agents will automate tasks like summarizing meeting notes, building budgets and checking proposed actions against the national defense strategy. Google Vice President Jim Kelly said in a blog post on Tuesday that Defense Department personnel can also create custom agents using natural language.