# NEW paper worth reading. (bookmark it) Autonomous research systems usually pr...
Canonical: https://social-archive.org/yena/ed30920aTB
Original URL: https://x.com/dair_ai/status/2072428791096602728
Author: DAIR.AI
Platform: x
## Content
NEW paper worth reading. (bookmark it) Autonomous research systems usually prove themselves on cherry-picked wins, human-framed topics, or a handful of preset tasks. FARS 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. Its 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. Why it matters. 282 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. Paper: https://arxiv.org/abs/2606.31651 Learn to build effective AI agents in our academy: https://academy.dair.ai/