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First Contact with the Graph: The Exploration Cold Start in Knowledge Systems

Search boxes look innocent. They sit there politely, waiting for the user to type something useful. In ordinary software, this feels reasonable. In a document repository, a customer support portal, or a product catalogue, the user usually arrives with at least a rough idea: a name, a keyword, a complaint, a document type, a half-remembered phrase. ...

February 25, 2026 · 16 min · Zelina
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From Blobs to Blocks: Componentizing LLM Output for Real Work

Every office has the same tiny tragedy. Someone asks an AI system for a useful draft. The model produces five decent paragraphs and one mildly deranged sentence that sounds as if it escaped from a conference keynote. The user wants to fix only that sentence. Instead, the interface offers the usual bargain: copy everything into another editor and lose the live connection to the conversation, or ask the model to revise the answer and watch it “helpfully” disturb the parts that were already fine. ...

September 14, 2025 · 16 min · Zelina