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  "text": "NEW paper worth reading.\n\n(bookmark it)\n\nAutonomous research systems usually prove themselves on cherry-picked wins, human-framed topics, or a handful of preset tasks.\n\nFARS runs the full loop at scale instead. Stage-specific agents handle ideation, planning, experimentation, and writing over a shared workspace that records proposals, code, logs, results, and manuscripts.\n\nIts first public deployment produced 166 complete papers across 67 fine-grained AI/ML topics, and it kept the failures in the corpus rather than curating a highlight reel.\n\nWhy it matters.\n\n282 volunteer reviews over 140 papers give an honest read. FARS can produce review-worthy artifacts, while the same reviews expose recurring failure modes in narrow scope, methodology, and integrity.\n\nPaper: https://t.co/f6pMG0hYAA\n\nLearn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c",
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