Alien tops human-judged research report quality, scales to 25,000 AI-generated research proposals

anirudhg9119 · x · 2026-10-24

Tiptree Systems shared new results for its AI research system Alien:

The team paid 50 judges with graduate degrees in CS/AI to rank research reports from competing systems. Alien's reports earned the best average quality rank and produced 3 of the top 5 reports.
They then scaled the system massively, indexing millions of papers and tens of millions of concept elements, and generated 25,000 new research proposals.
The proposals are searchable on the Lacuna platform (in collaboration with MIT), across directions, papers, authors, venues, and institutions. Example research directions include synthetic-to-real generalization (6,159 papers), shifting from static benchmarks to dynamic evaluation (4,912 papers), and bypassing the computational bottleneck of adversarial training.

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