# NPU

Codex Computer Use Hands-On Review: Setup Guide, How It Works, and Security Risks Explained

Hands-on review of OpenAI Codex Computer Use: step-by-step setup guide, WeChat demo, screenshot-based core principles, and analysis of three major security risks including privacy leakage and current limitations.

A Complete Guide to Using AI Agents fo…

A Complete Guide to Using AI Agents for Product Launch Videos, Growth Marketing, and Business Plans

How to use AI Agents for product launch videos, multi-platform growth marketing, and business plan writing — a complete workflow for indie developers building one-person companies.

Claude Opus 4.8 Hands-On Review: A Com…

Claude Opus 4.8 Hands-On Review: A Comprehensive Evaluation of Game Development and UI Reproduction Capabilities

In-depth hands-on review of Claude Opus 4.8 across 2D tower defense, 3D game dev, UI reproduction, and tool generation, with scoring and comparison to Opus 4.7.

Codex Chat History Recovery Guide: Mig…

Codex Chat History Recovery Guide: Migration Methods After API and Subscription Switching

Learn why Codex chat history disappears after switching between official subscriptions and third-party APIs, with step-by-step migration instructions for modifying session files and SQLite database.

Complete Guide to Codex Installation, …

2026年5月31日·2 min

Complete Guide to Codex Installation, Registration & Usage: From Download to VS Code Integration

Step-by-step tutorial on installing OpenAI Codex, registering with overseas phone verification, choosing plans, and integrating with VS Code for AI-powered coding.

OpenAI Voice Hackathon: 4 Real-Time Voice AI Projects Built in Just 6 Hours

2026年5月31日·2 min

OpenAI Voice Hackathon: 4 Real-Time Voice AI Projects Built in Just 6 Hours

OpenAI hosted Voice Hack Night where teams built 4 real-time voice agent projects in 6 hours. Deep analysis of technical challenges, use cases, and developer ecosystem trends in real-time voice AI.

Cursor 3.0 Deep Dive: The AI Agent Com…

Cursor 3.0 Deep Dive: The AI Agent Command Center Rewritten in Rust

Cursor 3.0 abandons VS Code entirely, rewritten from scratch in Rust as an AI agent management platform. Deep dive into its three evolutions, Composer 2 controversy, parallel agent orchestration, and the paradigm shift from assisted to autonomous coding.

OpenAI Codex Now Fully Supports Windows Development Workflows: A Deep Dive into Computer Use Capabilities

OpenAI Codex Now Fully Supports Windows Development Workflows: A Deep Dive into Computer Use Capabilities

OpenAI Codex adds Windows Computer Use capabilities, enabling direct testing, debugging, and code review in Windows environments. ChatGPT mobile also supports remote Windows machine connections.

Tutorial: Deploying a PD-Disaggregated SGLang Multi-Node Inference Cluster on AMD GPUs

Tutorial: Deploying a PD-Disaggregated SGLang Multi-Node Inference Cluster on AMD GPUs

Learn how to deploy a PD-disaggregated SGLang inference cluster on AMD GPUs using a single config file, boosting LLM throughput and latency performance.

SGLang v0.5.12.post1 Released: DeepSeek V4 Stability Fixes and Blackwell Adaptation

SGLang v0.5.12.post1 Released: DeepSeek V4 Stability Fixes and Blackwell Adaptation

SGLang v0.5.12.post1 stability patch details: 12 critical fixes covering DeepSeek V4 garbled text and crashes, NIXL PD disaggregated inference logic, Blackwell B300 adaptation, and cold start optimization.

Step 3.7 Flash: Deep Dive into the 198B Sparse MoE Multimodal Model

Step 3.7 Flash: Deep Dive into the 198B Sparse MoE Multimodal Model

Deep dive into StepFun AI's Step 3.7 Flash, a 198B sparse MoE vision-language model with 256K context and 3-level reasoning, excelling in multimodal understanding, AI coding, and Agent tool orchestration.

LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance

LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance

Liquid AI releases LFM2.5-8B-A1B, a MoE model with 8B total params but only 1.5B active, matching 6B-class models in tool calling. Supports 128K context, local deployment, multilingual, with SGLang Day-0 support.

Cloudflare Contributes Critical KV Cache and Mooncake Fixes to SGLang

2026年5月30日·1 min

Cloudflare Contributes Critical KV Cache and Mooncake Fixes to SGLang

Cloudflare contributes decode KV cache offload and Mooncake recovery fixes to SGLang, resolving garbled output under high concurrency for Kimi K2.6 and enabling automatic fault recovery in distributed inference.

Llama 3.3 70B In-Depth Review: Testing…

Llama 3.3 70B In-Depth Review: Testing the Strongest Open-Source LLM with 13 Questions

Meta releases Llama 3.3 70B open-source model with just 70B parameters rivaling 405B performance. Tested on 13 logic, math, and coding questions, it passed 12 — reshaping the open-source model landscape.

Real-World Coding Test of 13 Top AI Mo…

Real-World Coding Test of 13 Top AI Models: Who Is the Best Programming Assistant?

Benchmark of 13 top AI models including GPT-4.1, Claude 3.7 Sonnet, and Gemini 2.5 Pro on coding ability, scored across 8 dimensions using the same high-difficulty algorithm problem.

API Aggregation Proxy Platforms Tested…

API Aggregation Proxy Platforms Tested: One Interface to Call 100+ AI Models

Hands-on testing of an API aggregation proxy platform's model calling capabilities, including GPT-Image2 image generation, cost analysis, and coverage of 100+ models like Claude and Gemini.

BMad-Method: Building an AI Agile Deve…

BMad-Method: Building an AI Agile Development Team with a Multi-Agent Framework

Deep dive into BMad-Method, an open-source multi-agent framework simulating a full agile team—from business analysis to QA—supporting Claude Code, Cursor, and more.

Augment Remote Agent Hands-On: Running…

Augment Remote Agent Hands-On: Running 10 Cloud AI Agents in Parallel for Programming

Hands-on review of Augment Remote Agent: 10 cloud AI Agents coding in parallel, covering bug fixes, PR generation, documentation, and more with detailed workflows and real-world examples.

Claude Code Source Code Study Guide: E…

Claude Code Source Code Study Guide: Efficiently Mastering Core AI Agent Development Architecture

Learn AI Agent development from Claude Code's 510K lines of source code, covering Agent Loop, context compression, multi-Agent orchestration, and two efficient study methods.

Claude Code Monitor Tool Explained: Ev…