#MLA
80 related articles
92% of U.S. City Websites Fail ADA Acc…
·2 min
92% of U.S. City Websites Fail ADA Accessibility Standards: Compliance Overview and Improvement Guide
Independent testing shows 92% of U.S. city websites fail ADA accessibility standards. Explore WCAG compliance requirements, root causes, and practical developer guidance.
Read more →
·2 min
15-Year-Old Trains 200M MoE Language Model from Scratch: Full Architecture & Hands-On Breakdown
A 15-year-old trained Tiny-MoE, a 200M-parameter MoE language model from scratch using free Kaggle GPUs, featuring MLA attention, RoPE+YaRN, and native PyTorch.
Read more →
·3 min
GPT-5.6 Launches with Three Models: Sol/Terra/Luna and ChatGPT Work Reshape How We Work
OpenAI launches the GPT-5.6 family—Sol, Terra, and Luna—alongside ChatGPT Work, a new desktop app, and Sites. AI evolves from a chat tool into a true productivity partner, completing financial analysis, presentations, and cross-platform collaboration in one operation.
Read more →
Ofcom Seeks US Police Help to Collect …
·4 min
Ofcom Seeks US Police Help to Collect Speech Fines, Sparking Constitutional Controversy Over Cross-Border Regulation
UK regulator Ofcom tried to enlist US law enforcement to collect a speech-content fine, triggering a fundamental clash over free speech and cross-border jurisdiction. An in-depth analysis of the Online Safety Act, First Amendment protections, and digital sovereignty.
Read more →
·6 min
DeepSeek Builds Its Own AI Chips: The Strategic Logic and Challenges Behind Compute Independence
DeepSeek is entering AI chip development, targeting compute autonomy. This article analyzes its motivations, software-hardware synergy, chip R&D challenges, and impact on China's AI vertical integration.
Read more →
·7 min
GPT-5.6 and Grok 4.5 Launch Simultaneously, Meta Unveils Agent-Based Image Model
OpenAI GPT-5.6 expands its preview, xAI Grok 4.5 opens access at the same time, Meta releases the Agent-based Muse Image model and Muse Video model, while Apple and DeepSeek launch in-house AI inference chip programs. A quick look at the week's five biggest AI stories.
Read more →
·7 min
Practical RL Compute Optimization: Core Strategies to Boost CPU and GPU Utilization
An in-depth look at why CPU and GPU utilization is low in RL training, covering vectorized environment parallelism, distributed Actor-Learner architectures, GPU-side simulation (Isaac Gym/Brax), and Ray RLlib practice.
Read more →
·4 min
How to Connect DeepSeek to Claude Code: A Complete 4-Step Setup Guide for Users in China
Step-by-step guide to connecting DeepSeek to Claude Code via CC Switch — no VPN needed, start for just ¥10. Covers API Key setup, installation, model config, and a live demo.
Read more →
·2 min
DeepSeek Speculative Decoding Algorithm Merged into vLLM Main Branch — Single-User Token Speed Jumps Dramatically
DeepSeek's speculative decoding algorithm (DSpark) is now merged into vLLM main branch, natively supporting Qwen3 and Gemma. Tests show ~150× single-user token speed gains and ~40–50% throughput improvement.
Read more →
·5 min
Connecting DeepSeek V4 in VSCode: Complete Claude Code Plugin Setup Tutorial
Shrinking GitHub Copilot student benefits? Learn to install the Claude Code plugin in VSCode and connect the DeepSeek V4 API via CCSwitch—powerful Agent capabilities at 25% price, no IDE switch needed.
Read more →
·3 min
Huawei Pangu 2.0-Flash Benchmark Review: #1 in Instruction Following, Last in Engineering Code
Huawei OpenPangu 2.0 Flash review: 92B MoE open-source model tops instruction following at 95.9, excels in math & Agent tasks, but scores last on SWE-Bench engineering code at 63.1.
Read more →
·4 min
3D Flight Tracker: Real-Time Aviation Visualization on Mercator Maps
A deep dive into building a 3D flight tracker on Mercator maps, covering ADS-B data sources, WebGL rendering, coordinate transforms, and geospatial visualization.
Read more →
·6 min
Unsloth Major Update: DeepSeek-V4 Support and a Deep Dive into NVFP4 Quantized Export
Unsloth v0.1.481-beta adds full DeepSeek-V4-Flash support, NVFP4/FP8/imatrix GGUF quantized export, 1.3x faster GRPO, 3-5x faster MoE training, and an OpenAI-compatible API service in Studio.
Read more →
·6 min
Codex China Direct Access Tutorial: Guide to Using DeepSeek as a ChatGPT Replacement
Use Codex without a ChatGPT account! This guide explains a China direct access solution for integrating the DeepSeek API via the Codex++ management tool.
Read more →
·3 min
Liang Wenfeng and DeepSeek: How an Idealist Is Disrupting Global AI with Algorithmic Efficiency
Why did DeepSeek go open-source? How does a 300-person team beat tech giants? A deep dive into Liang Wenfeng's logic: flat org, algorithmic efficiency, and open-source disruption.
Read more →
·3 min
Programmers Pivoting to AI: Opportunities in Application Development and Pitfalls to Avoid
How can ordinary programmers break into AI? This guide breaks down the gap between algorithm engineers and AI app developers, covering Agent development, model fine-tuning, salary trends, and the three hidden risks behind the current opportunity window.
Read more →
·3 min
Behind SpaceX's Acquisition of Cursor: The Systemic Oxygen Deprivation of China's Deep Tech
SpaceX acquires Cursor for $60B in all-stock deal, buying the AI-era developer gateway. A deep analysis of the U.S.-China deep tech ecosystem gap and China's path to building its own flywheel.
Read more →
·3 min
Chaoshan Travel Guide: Porcelain Mosaic Temples, Overseas Letters, and the Yingge Dance — A Lunar New Year Cultural Experience
Beyond beef hotpot: explore Chaoshan's porcelain mosaic temples, licorice fruits, Yingge war dance, and 80-year-old overseas Chinese letters across Chaozhou, Shantou, and Jieyang.
Read more →
·4 min
Kimi K2.7 Code Deep Dive: The Cost-Performance Battle of a Trillion-Parameter Coding Model
Deep dive into Moonshot AI's Kimi K2.7 Code: MoE architecture details, benchmark analysis, API pricing vs Claude/GPT, 6x speed version, and practical guidance for developers evaluating adoption.
Read more →
·2 min
AI Game Development in Practice: Building a Farm Game Architecture from Scratch with DeepSeek + Godot
A detailed walkthrough of building a top-down farm game from scratch using VSCode Cline plugin + DeepSeek AI + Godot engine, covering AI rules, architecture design, code generation, and debugging.
Read more →