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Building Infrastructure with AI: A Case Study
A law professor with no engineering background used Claude, Cowork, ChatGPT, and Gemini to design and deploy a self-hosted news aggregation pipeline over a weekend. The project worked — not because AI eliminated the need for technical skill, but because the skills it required turned out to be the ones lawyers already have.
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Delegate the Task, Not the Judgment
LLMs are good at generating options, structuring information, and doing legwork. They are not good at deciding what matters. The most common mistake lawyers make with AI is not using it on the wrong task — it is asking it to exercise judgment they should be exercising themselves.
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What Your AI Forgets Mid-Sentence — And What to Do About It
LLMs degrade predictably as their context windows fill — losing track of middle-document content, dropping earlier conversation history, and producing confident output built on incomplete inputs. For lawyers using these tools on long documents, the question is not whether it happens but how to structure your work to prevent it.
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