A unified AI workbench that bills itself as a "codex for scientific research," Yila automates literature discovery, reading, synthesis, analysis and presentation so researchers spend less time on formatting and more on insight. It runs multi-database literature searches, triages papers, produces structured deep reads and evidence cards, and can synthesize 50+ full papers into a citation-backed literature review. Features include chat-with-PDF (responses cite page numbers), bilingual line-by-line reading, a citation generator covering 2,800+ styles, and curated task templates used for lab meetings, thesis defenses, conference talks and other common research workflows. Institutions such as Yale, Oxford and Imperial College are listed among users, and outputs are described as verified and source-traceable.
Beyond reading, Yila provides a data-analysis workbench and design assistant: uploading a CSV/XLSX triggers profiling, a recommended analysis path, statistical tests, polished charts and reusable code. It can generate journal-ready scientific figures from a single natural-language prompt, auto-format manuscripts to journal or thesis templates, and produce editable PPTX slides and conference posters. Additional tools include a publication figure package, manuscript section builder and typesetting checker. The platform emphasizes provenance ("every claim traced to a source"), privacy by default, and turnkey agents that execute end-to-end research tasks.
Summary generated by AI from the linked article. hn.today is not affiliated with Hacker News or Y Combinator.
![IMF World Economic Outlook 2026 [pdf]](https://hntoday.pixelshot.io/screenshots/20261019/fef3e7cddab04fea_tn.jpeg)
The IMF World Economic Outlook 2026 provides projections and analysis of global economic trends for the year 2026. It covers topics such as economic growth, inflation, and financial stability across different countries and regions. (imf.org)
Astronomers have discovered a new green star that exhibits unusual characteristics. The star's unique properties have captivated the scientific community and prompted further study. (reuters.com)
Netflix VMAF is a perceptual video quality assessment tool that uses multi-method fusion to evaluate video clarity. It is available as an open-source project on GitHub with extensive contributions and community support. (github.com)
A crisis in mathematics is highlighted by Terry Tao, who calls for urgent efforts to address ongoing challenges in the field. The article explores the difficulties faced by mathematicians and possible solutions to improve the discipline. (nytimes.com)
Large language models are proving capable of generating mathematical proofs and accelerating scientific discovery. However, their integration must be carefully managed to prevent a future where human understanding diminishes and knowledge becomes concentrated and opaque. (terrytao.wordpress.com)
Neuroscientist Jared Cooney Horvath states that Gen Z is the first generation in modern history to score lower on standardized tests than the previous one, across multiple cognitive areas. He attributes this decline to increased screen time, which reduces attention and social interaction crucial for learning. (vice.com)
Today's best Hacker News stories, summarized and screenshotted, one email a day.