A Quiet Yet Fundamental AI Paradigm Shift Significance comparable to the birth of the Transformer itself. --- Two Opposing Views on AI Development Over the past year, opinions have split into two clear camps: * Camp 1: * "AI growth is slowing, models have peaked, pretraining is useless." * Camp 2:
ICLR 2026: 21% of Reviews Found to Be Fully AI-Generated A surprising analysis from Pangram Lab reveals that one in five peer reviews at ICLR 2026 were entirely AI-generated — raising serious questions about authenticity in academic evaluation. --- The Discovery Graham Neubig, AI researcher at CMU, suspected that reviews he
# Docker Desktop 4.50 Release Overview Docker has announced the release of [Docker Desktop 4.50](https://www.docker.com/blog/docker-desktop-4-50/), marking a significant step forward for developers seeking **faster workflows**, **stronger security**, and **expanded AI integration**. This update brings: - **Free Docker Debug for all users** - **Deeper
GELab-Zero — First Simultaneous Open-Source GUI Agent Model with Full Infrastructure & One-Click Deployment StepStar (阶跃星辰) has officially open-sourced GELab-Zero, a powerful GUI Agent model and complete deployment infrastructure. Performance Highlights * GELab-Zero-4B-preview has set new records on multiple mobile and desktop GUI leaderboards for its size category. * Achieves State-of-the-Art (SOTA) results
Tencent HunyuanOCR Model — Official Release & Open Source The Tencent Hunyuan Large Model team has officially released and open-sourced the HunyuanOCR model — a commercial-grade, lightweight (1B parameters) OCR-specific vision-language model built with an original ViT and a compact LLM architecture. Performance Highlights * Perception: Text detection & recognition, complex document parsing
[](https://mp.weixin.qq.com/s?__biz=MzU2NjU3Nzg2Mg==&mid=2247546851&idx=1&sn=d872a35b3a3dfb9cddaadd80880157f1&scene=21#wechat_redirect) ## Business Background Before diving in, let’s first look at a demo we made for **large
🚀 AI Investment Insights from Brian Zhan Early investments in Reflection AI, Skild AI, Dyna Robotics, Periodic Labs, and several next-generation AI infrastructure companies have shaped the frontier before consensus emerged. Image source: Official website --- 🔍 Key Takeaways * Foundation models will expand beyond language — RL, robotics, and AI for Science will
# Unconventional AI Learning Journey — How Gabriel Petersson Joined OpenAI’s Sora Team Without a Degree  Reading code line-by-line, refusing “vibe coding,” and reverse-learning math and diffusion models through ChatGPT — this **OpenAI research scientist** worked on **Sora** using one
Is Google’s Reign Ending? At GROW EUROPE 2025, Aja Frost (HubSpot’s Senior Director of Global Growth & Paid Ads) shared data that shocked the audience — predicting that by 2028, most answer engine traffic will come from ChatGPT, not Google. This is not a small tweak — it’s a
OpenAI’s Escalating Inference Costs: A Financial Reality Check Source: Xinzhiyuan Report Editor: Peter --- Executive Summary Recently, OpenAI has been reported to face rapidly increasing inference costs. As arguably the most cash-burning startup in history, the cost of running its large language models may be unsustainable under current revenue
AI Energy Usage Compared to Streaming Services In June 2025, Sam Altman stated that: > “The average query uses about 0.34 watt-hours.” — referring to ChatGPT. By contrast, in March 2020, George Kamiya of the International Energy Agency estimated that: > “Streaming a Netflix video in 2019 typically consumed 0.
# Highlights & Insights from Tech, Policy, and Open Source --- ## PocketBase — Lightweight Single-File Realtime Backend [Official Site](https://pocketbase.io/) **HN Hotness:** 601 points | 174 comments | 20 hours ago [HN Discussion](https://news.ycombinator.com/item?id=46075320) ### Overview PocketBase is a **lightweight, single-file, open-source realtime backend** with: - Built-in