But that’s a lot of resetting! We can save a bunch of bandwidth by instead tracking the current foreground and background color in our renderer and only emitting a new color escape sequence when our desired color changes. This is an annoying amount of bookkeeping but it substantially cuts down on the amount of escape codes emitted.
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The single biggest advantage of push-based reactivity is that it is fine-grained. Each time an input changes, we only notify those dependencies that will actually need to be updated. Every other node in the system can remain in a state of blissful ignorance. This is great if we’ve got a lot of inputs that update independently from each other — our spreadsheet is a good example here, as are most GUIs.,详情可参考超级权重
First is that CLI utilities in the models’ training dataset like jq, curl, git, grep, psql, aws, s3, gcloud, etc. benefit tremendously from the underlying models already having encountered innumerable examples of how to use these tools. Because of this, the agent does not need additional instruction, schemas (not true when calling custom REST APIs, though), or context on how to use these tools; it can simply one-shot the tool in many cases. This can be a significant savings over MCP because in MCP, the tools must be declared up front in the tools/list response.
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