Why We Built PaperTrail: Moving from AI Paper Summaries to Continuous Scientific Intelligence

Описание и применение

<p>Every few months, a new "AI research tool" hits the front page of Hacker News or Product Hunt. Almost without exception, they all do the same thing:</p> <ol> <li>Ingest a PDF.</li> <li>Chunk it into embeddings.</li> <li>Feed the chunks into a vector database.</li> <li>Put a conversational chatbot in front of it that summarizes what the authors said.</li> </ol> <p>Here's the fundamental problem: <strong>Science is not a collection of static text summaries. Science is an evolving, adversarial debate.</strong></p> <p>A paper published in 2023 demonstrating a 4x inference speedup for 4-bit quan

Задача

<p>Every few months, a new "AI research tool" hits the front page of Hacker News or Product Hunt. Almost without exception, they all do the same thing:</p> <ol> <li>Ingest a PDF.</li> <li>Chunk it into embeddings.</li> <li>Feed the chunks into a vector database.</li> <li>Put a conversational chatbot in front of it that summarizes what the authors said.</li> </ol> <p>Here's the fundamental problem: <strong>Science is not a collection of static text summaries. Science is an evolving, adversarial debate.</strong></p> <p>A paper published in 2023 demonstrating a 4x inference speedup for 4-bit quan

Результат

<p>Every few months, a new "AI research tool" hits the front page of Hacker News or Product Hunt. Almost without exception, they all do the same thing:</p> <ol> <li>Ingest a PDF.</li> <li>Chunk it into embeddings.</li> <li>Feed the chunks into a vector database.</li> <li>Put a conversational chatbot in front of it that summarizes what the authors said.</li> </ol> <p>Here's the fundamental problem: <strong>Science is not a collection of static text summaries. Science is an evolving, adversarial debate.</strong></p> <p>A paper published in 2023 demonstrating a 4x inference speedup for 4-bit quan

Доказательства

Why We Built PaperTrail: Moving from AI Paper Summaries to Continuous Scientific Intelligence

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