#execution AI
4438 related articles
Tutorials·3 min
PyTorch Beginner Tutorial: A Complete Guide to Tensor Operations and Neural Network Construction
A detailed PyTorch beginner guide covering tensor operations, dynamic computational graphs, GPU acceleration, and building your first neural network with nn.Module, with learning path recommendations and code examples.
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Tutorials·3 min
Getting Started with Vibe Coding: A Zero-to-One Guide for Product Managers
Vibe Coding lets product managers build product prototypes by describing requirements in natural language—no programming needed. Learn the core concepts, setup steps, and why PMs have a natural edge.
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Tech Frontiers·2 min
Gemini Spark and Daily Brief: A Deep Dive into Google's Two AI Agent Tools
Deep analysis of Google Gemini team's two AI agent tools — Gemini Spark and Daily Brief — covering product positioning, core features, AI Agent trends, and Google's strategic agent ecosystem.
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Product Reviews·2 min
The Truth Behind Windsurf's "Unlimited Credits" Hack: Shared Account Pool Rotation Mechanism and Risk Analysis
Deep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.
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Tutorials·3 min
Claude Design + GPT Image 2: A Complete Zero-to-Website AI Workflow Breakdown
A full breakdown of the AI website-building workflow using Claude Design wireframes, GPT Image 2 asset generation, and Claude Code integration—no coding required.
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Product Reviews·2 min
Trae Refresh Mode Commands Not Working? A Complete Guide to the Missing Environment Variables Issue
ByteDance's AI tool Trae loses PATH environment variables in refresh mode, making GCC and system commands unrecognizable while AI forces failed executions.
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Expert Opinions·2 min
Small Business Owners Who Don't Understand AI Are Headed for Failure
Small business owners talk about embracing AI but haven't even registered an account? AI lowers technical barriers but raises cognitive ones. Owners must personally use AI to survive.
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Industry Insights·2 min
AI-Powered Website Design: Can It Really Put You Years Ahead of Competitors?
Lu Songsong uses AI to redesign his website backend, claiming years of design lead. This article analyzes AI-assisted web design's real impact, boundaries, and what truly drives product leadership.
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Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
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Product Reviews·2 min
How Codex Tracked Down a Bug: From Error Message to Open Source Fix
A developer used OpenAI Codex to debug a recurring browser extension error. Codex read the source code, identified a Chrome sleep mechanism flaw, and auto-generated a bug report that led to an open-source fix.
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Tutorials·2 min
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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Tutorials·2 min
Advanced Codex Tips: Building a Cursor-Level Development Experience
Advanced OpenAI Codex tips including sidebar shortcuts, batch Agent sub-tasks, session management, and environment setup to create a Cursor-level development experience.
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Product Reviews·3 min
OpenAI Codex Deep Dive: How Does the Async AI Coding Agent Actually Perform?
Deep dive testing OpenAI Codex cloud coding agent on a 50K-user production codebase, covering bug fixes, prompt optimization, and frontend UI tasks, with insights on the 30% completion rate value.
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Product Reviews·3 min
OpenAI Codex Multimodal in Practice: Turning Whiteboard Sketches into Polished Frontend Apps in Seconds
Deep dive into OpenAI Codex's multimodal demo: from whiteboard sketch photos to auto-generated 3D globe frontend apps, analyzing visual self-inspection, responsive validation, and one-off data visualization capabilities.
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Product Reviews·2 min
Codex CLI vs Cursor Hands-On Comparison: How to Choose Between Saving Money and Free
In-depth comparison of OpenAI Codex CLI vs free Cursor across speed, interaction, and cost. Reveals Codex's design logic and maturity gaps to help developers choose wisely.
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Tutorials·2 min
Complete Guide to Local LLM Deployment with Ollama: AI That Works Offline
Complete guide to deploying open-source LLMs locally with Ollama. Covers installation, model selection, VRAM requirements, and performance comparison of Llama 3 and Qwen models. Free, offline-capable AI.
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Tech Frontiers
Deep Dive into Six Major Open Source P…
·3 min
Deep Dive into Six Major Open Source Projects: GitHub Native Stacked PRs, Open Source Figma Alternative, and More
Deep dive into six open source projects: GitHub native Stacked PRs, Open Pencil design editor, Happy DOM, Open Agents cloud coding Agent, Bright Beans social media platform, and Fuse.js fuzzy search.
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Product Reviews·3 min
Three AI Agents Tested Head-to-Head: Which One Handles E-Commerce Livestream Data Analysis Best?
Testing three AI Agents on e-commerce livestream data analysis: local deployment memory limits, costly overseas APIs, and how a cloud-based multi-model solution delivers a complete business workflow.
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Tutorials·2 min
Vibe Coding in Practice: Building a Mini-OpenClaw Agent from Scratch Without Writing Code
Learn how to build a Mini-OpenClaw Agent framework using Vibe Coding with zero code, covering OpenClaw's architecture, LangChain integration, and AI-assisted development workflows.
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Tutorials·4 min
Manus AI Agent Side Hustle Monetization Guide: From Knowledge Base to Personalized Path Planning
Learn how to use the Manus AI agent to build a personal knowledge base and generate personalized side hustle monetization reports with three working modes, prompt templates, and practical examples.
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