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297 posts · news.ycombinator.com

  1. Laya the open source version of Jev

    Laya is an open‑source, bidirectional‑encoder model family for ultra‑fast, calibrated decision‑making (choice, score, boolean) over structured schemas. It runs 6‑8× faster than the closed‑source Jev, supports 100+ languages via three checkpoints, and includes a lightweight router that selects the appropriate checkpoint before inference. Benchmarks show higher accuracy, far better calibration (ECE…

    Hacker News front pageconvaiinnovations.com8 minreleaseHN1326313lobste.rs2
  2. If math is more than proof, we need to better celebrate the rest of it

    The author argues that mathematics should reward “motivated explanations” – narrative, intuition‑driven expositions that clarify why a theorem is interesting and how it fits into broader context – on par with traditional proof‑oriented work. He defines the concept, contrasts it with proofs, cites examples (Princeton Companion, Thurston’s essays, Chow’s exposition paper), and suggests formalizing…

    Hacker News front pagewordpress.com12 minHN423284
  3. Human brain is two separate organs, Stanford Medicine-led research finds

    Stanford researchers discovered that the human brain develops from two separate progenitor lineages—one for forebrain/midbrain (Otx2) and one for hindbrain (Gbx2)—and used this insight to grow functional hindbrain neurons from pluripotent stem cells. This breakthrough provides a platform for studying brain‑stem diseases such as SMA and ALS and reshapes our understanding of brain evolution.

    Hacker News front pagestanford.edu5 minreleaseHN654257
  4. Korea raises data breach fines to 10% of revenue

    South Korea’s privacy regulator will fine companies up to 10 % of revenue for large‑scale data breaches, a jump from the previous 3 % cap. The rule applies to intentional or grossly negligent leaks affecting 10 M+ people, with reductions for proactive security investments and rapid breach response. Companies must also notify users within 72 hours of a high‑risk exposure.

    Hacker News front pagekoreajoongangdaily.com3 minHN335113
  5. 1 points

    Saving another 100TB of RAM with math (and Rust)

    Cloudflare reduced the memory footprint of its Pingora Backend Router by re‑examining the consistent‑hashing implementation in the pingora‑ketama library. By increasing the number of virtual hash points per server from the default 1 to the standard 160 (and applying weighted hashing based on disk capacity), they cut the per‑node overhead enough to reclaim >100 TB of RAM across the fleet. The post…

    Hacker News front pagecloudflare.com13 minHN478120lobste.rs33
  6. US Military had close call after using AI for hallucinated intelligence report

    A US Special Operations analyst used an AI chatbot to augment an intelligence report that falsely claimed a Chinese vessel was carrying nuclear‑related cargo. The report triggered a near‑miss military operation that was aborted once the hallucination was discovered. The incident highlights the lack of verification standards and the risk of relying on AI‑generated intel for targeting decisions.

    Hacker News front pagecnn.com4 minHN513388
  7. Our brain evolved from two primitive nervous systems that merged: Study

    A new study shows that the forebrain and hindbrain develop from distinct progenitor cells (OTX2‑expressing and GBX2‑expressing) in mouse, human, chicken, zebrafish and acorn worm embryos, suggesting the vertebrate brain originated from the merger of two primitive nervous systems over 550 M years ago. This insight enabled the first successful in‑vitro generation of human hindbrain motor neurons.

    Hacker News front pagenewscientist.com3 minHN13275