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The Rise of FreePhD: How Multiagent Systems are Reimagining the Scientific Method

A broken file link is not usually where scientific revolutions begin. It is, however, where many automated workflows die. That is why the most revealing moment in the freephdlabor paper is not the grand claim about personalised AI research groups. It is the rather unromantic episode where the system tries to write a paper, discovers that the experiment data are missing because of a failed symlink, attempts workarounds, fails validation, reports the failure, gets routed back through resource preparation, rebuilds the workspace correctly, and only then proceeds to manuscript generation.1 ...

October 25, 2025 · 15 min · Zelina