DeepSeek-V3.2
DeepSeek-V3.2: Inference Speed Optimization with Sparse Attention --- 📑 Table of Contents * Starting from DeepSeek-V3 * DeepSeek's Sparse Attention Concept * Deep Dive into V3.2’s DSA * Training Process * The Astonishing Results * Summary & Limitations --- DeepSeek has kept its tradition of surprising developers right before major holidays. Just
AI agents
# AI’s Next Battlefield: The Rise of the General-Purpose Agent  **** ## Introduction In 2025, the focus of AI competition is shifting **from benchmark scores to the ability
Kaggle competitions
Datawhale Insights The author is currently ranked #1 globally on Kaggle, with multiple top 3 finishes in large-scale quantitative competitions, specializing in time-series forecasting and quantitative modeling. This article distills experiences, observations, and winning solutions that led to five gold medals in two months and earned the title of Kaggle
AI consciousness
Geoffrey Hinton on AI, Consciousness, and the Future > Artificial intelligence may already possess “subjective experiences.” In the latest podcast episode, Geoffrey Hinton’s remarks quickly ignited global discussion. The veteran researcher repeatedly stated: AI may already have a rudimentary form of “consciousness.” However, because humans themselves misunderstand consciousness, we’
AI Models
# The Open-Source Landscape for Large Models: New Shifts and Strategies   --- ## Overview During the recent National Day holiday, while many industries paused for a break, the
machine learning
Recreating the First Machine Learning Demo In 1958, Frank Rosenblatt introduced an extraordinary invention to reporters in Washington, D.C.: the “perceptron.” This machine could look at cards with shapes and determine on which side the shape appeared — without being explicitly programmed to do so. It learned from examples. ---
AI trends
InfoQ AI & ML Trends Report — Emerging Technologies and Insights The InfoQ AI & ML Trends Report offers a comprehensive look at emerging trends and cutting-edge technologies in artificial intelligence (AI), machine learning (ML), and data engineering. Drawing on podcasts hosted by the InfoQ editorial team with industry guests, the
docker
Persistent State for Time‑Series Models in Docker Have you ever built a brilliant time‑series model—one that could forecast sales or predict stock prices—only to see it fail once deployed in the real world? On your local machine it works perfectly, but inside a Docker container it