#closed source AI
2286 related articles
Tech Frontiers·3 min
GPT Image 2 Generates APP Interfaces from Scratch — A Paradigm Revolution in AI Front-End Development
GPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
Read more →
Product Reviews·4 min
Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.
Read more →
Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
Read more →
Product Reviews·3 min
Manus Review: A Deep Dive Comparing It to MetaGPT to Reveal the True Capabilities of This AI Agent
A deep review of Manus AI Agent across technology, product, and marketing dimensions, compared with MetaGPT. Core capabilities overlap by 90%+. Is it innovation or packaging?
Read more →
Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
Read more →
Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
Read more →
Deep Dives·3 min
How NVIDIA AI Agents Turn Massive Video Feeds into Searchable, Real-Time Intelligence
Deep analysis of NVIDIA's latest video AI Agent solution, using multimodal LLMs and modular Skills architecture to transform massive surveillance video into searchable real-time intelligence.
Read more →
Deep Dives·3 min
NVIDIA Fleet Intelligence Explained: Real-Time Monitoring and Intelligent Optimization for GPU Clusters
Deep dive into NVIDIA Fleet Intelligence for GPU clusters: real-time visualization, AI anomaly detection, utilization optimization, and energy management to boost large-scale GPU infrastructure efficiency.
Read more →
Tech Frontiers·2 min
OpenClaw's Six Rename History: Tracing an Open Source Project's Naming Evolution Through Git Commit Records
OpenClaw went through six renames from Warelay to its final name. Simon Willison used a Python script to reconstruct this complete naming evolution from Git commit history.
Read more →
Tech Frontiers·3 min
Snap, YouTube, and TikTok Reach First-Ever School Addiction Lawsuit Settlement
Snap, YouTube, and TikTok settle the first-ever lawsuit alleging social media addiction caused financial harm to a U.S. school district, potentially triggering nationwide litigation and stricter youth protection regulations.
Read more →
Tutorials·3 min
Grammar-Constrained Decoding: A Practical Guide to Generating Reliable Bash Code with Small Models
Deep dive into Grammar-Constrained Decoding (GCD) technology: applying Bash syntax constraints during inference to dramatically improve small language models' code generation correctness and executability for AI Agent edge deployment.
Read more →
Tech Frontiers·2 min
OpenShell v0.0.34 Update: Live Sandbox Policy Updates, VM Installation Optimization & Security Hardening Explained
OpenShell v0.0.34 introduces live sandbox policy updates, streamlined install-vm setup, seccomp hardening, and HTTP normalization for enhanced AI sandbox flexibility and security.
Read more →
Tech Frontiers·2 min
datasette-llm 0.1a7 Released: Model Default Configuration Makes Data Enrichment More Controllable
datasette-llm 0.1a7 adds model default configuration, supporting preset temperature and other parameters for specific LLMs to standardize batch data enrichment.
Read more →
Product Reviews·4 min
Chatbox Open-Source AI Client: Nearly 40K Stars, All-in-One Multi-Model Chat Management
Deep dive into Chatbox, an open-source AI client with nearly 40K GitHub Stars. Supports GPT-4, Claude, Gemini multi-model switching, local data storage for privacy, and cross-platform desktop use.
Read more →
Product Reviews·4 min
LibreChat: The Most Feature-Complete Open-Source ChatGPT Alternative Explained
Deep dive into LibreChat, an open-source self-hosted AI chat platform supporting GPT-5, Claude, Gemini, DeepSeek and more, with MCP protocol, Code Interpreter, Agents, and enterprise features. 36,500+ GitHub stars.
Read more →
Deep Dives·5 min
Hugging Face Transformers: A Comprehensive Guide to the 160K-Star Open-Source AI Framework
Comprehensive guide to Hugging Face Transformers, the 160K-star GitHub framework—covering architecture, multimodal support, quantization, and inference optimization for loading, fine-tuning, and deploying pre-trained models.
Read more →
Product Reviews·4 min
GPT-OSS 120B/20B Open-Source Model In-Depth Review: Comprehensive Testing on Hallucination, Reasoning, and Code
Comprehensive review of OpenAI's open-source GPT-OSS 120B and 20B models covering hallucination testing, logical reasoning, code generation, SQL queries, and document analysis with deployment guides.
Read more →
Product Reviews·4 min
Coze vs Dify vs n8n: In-Depth Comparison of the Top 3 AI Workflow Platforms in 2025
2025 comprehensive comparison of Coze, Dify, and n8n AI workflow platforms. Choose Coze for personal use, Dify for enterprise quick deployment, n8n for deep customization. Includes node comparison table and real-world cases.
Read more →
Tutorials·3 min
Claude Code Sub Agents in Practice: Reproducing Kiro's Spec-Driven Development Workflow in Three Minutes
Learn how Claude Code's new Sub Agents feature enables spec-driven AI development by creating three specialized agents (Architect, Planner, Engineer) to reproduce Kiro IDE's workflow with a TodoList demo.
Read more →
Tutorials·3 min
OpenAI Open-Sources GPT-OSS: Run O4-Level Models on 16GB VRAM — Complete Deployment Guide
OpenAI open-sources GPT-OSS (20B/120B) with MOE architecture and native FP4 precision. Run O3-level reasoning on a single RTX 4090. Full deployment guide for Ollama, vLLM, and more.
Read more →