Contextual Drag: How Errors in the Context Affect LLM Reasoning
相关工作「上下文拖拽」（Contextual Drag）的存在，说明这个研究方向正在快速形成：不只是「无关上下文缩短推理」，还有「错误上下文拖拽推理方向」。两篇论文合在一起暗示了一个新的研究领域：「上下文污染对推理模型的系统性影响」。对 AI Agent 的工程实践者而言，这意味着上下文管理策略（截断、摘要、过滤）将成为保障推理质量的核心工程能力，而非仅仅是 token 节省手段。
“NFORMATION RETRIEVAL” 1961 IBM BUSINESS COMPUTER PROMO MAINFRAME PUNCHCARD COMPUTERS SM10435<br /> by [[Periscope Film]] on YouTube <br /> accessed on 2026-01-04T15:56:12
Some great visuals hiding in here.<br /> Starts out with details for properly threading film projector<br /> keywords - indexing methods<br /> Key Word in Context (KWIC)<br /> inverted file (aka lookup file)<br /> Notice this is a few years after Desk Set (1957)<br /> Selective dissemination of information<br /> Fake company name: Alamer
Personalized examples are very resistant to interference and can greatly reduce your learning time
Creating links to one's own personal context can help one to both learn and retain new material.
Highlighting would be a crude form of knowledge telling. Knowledge transforming involves interpretation on the part of the content producer.
Scholars who study writing differentiate between knowledge telling and knowledge transforming.
Highlighting can be seen as a weak form of knowledge telling. It's a low level indicator that an idea is important, but doesn't even go so far as the reader strengthening the concept by restating the idea in their own words similar to the Feynman technique.
One could go steps further by not only restating it but transforming it and linking it into one's larger body of knowledge or extending into other contexts.
On the difference for writing for one's self and for others. Of course there's also the need to be able to re-decifer one's notes again in the future. It may be best to keep more detailed for your future self as if you're writing for the public.
I like the idea of distance in "communication space" which comes up in the comments. This is related to context collapse and shared contexts which are often too-important in our communication with regard to being understood in the far future.
<small><cite class='h-cite via'>ᔥ <span class='p-author h-card'>Matthias Melcher</span> in Commonplace Book | x28's new Blog (<time class='dt-published'>07/06/2021 11:13:34</time>)</cite></small>
Stores are global state. While context is local state.
Notice it's not related to components. Another crucial difference is that it's accessible from outside of components. And good way to determine where goes where is to ask yourself, can this particular state and functionality still makes sense outside of the displayed component?
I could get a lot more done in an 8-9 hour day with a PC and a desk phone than I get done now in a 9-10 hour day with a laptop /tablet / smartphone, which should allow me to be more a lot more productive but just interrupt me. I don't want the mobile flexibility to work anywhere. It sucked in management roles doing a full day then having dinner with friends and family then getting back to unfinished calls and mails. I much prefer to work later then switch off totally at home.
hasNPMPackage: https://www.npmjs.com/package/constate