#code generation
551 related articles
Product Reviews·3 min
Deep Dive into Tencent Marvis: How a System-Level AI Assistant Redefines Human-Computer Interaction
Deep dive into Tencent Marvis system-level AI assistant, analyzing its local knowledge base, semantic search, privacy mode, and how Agents evolve from tools to OS integration.
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Industry Insights·3 min
AI Conversational Programming vs. RPA: Revolution or Complementary? A Deep Dive into Capability Boundaries
Can AI conversational programming replace RPA? Deep analysis of AI's strengths in simple tasks vs. limitations in complex workflows, user return-to-RPA trends, and the future of AI+RPA hybrid automation.
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Product Reviews·2 min
Aider Workshop: An AI Programming Session Management Workbench for JetBrains IDEs
Aider Workshop is an open-source JetBrains IDE plugin providing a visual workbench for CLI AI coding tools like Claude Code and Codex, with session history management and quick task launching.
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Product Reviews·3 min
Claude Code vs Cursor In-Depth Comparison: Billing Models & Optimal Plan Selection
In-depth comparison of Claude Code vs Cursor across billing models, use cases, and budget matching. Covers four budget plans ($20-$220/month) to help developers find the most cost-effective AI coding tool combination.
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Deep Dives·4 min
AI Agents 101: Core Concepts, Technical Architecture, and How They Work
A beginner's guide to AI Agents: understand core concepts, the perception-decision-action loop, LLM, tool calling, memory systems, and RAG architecture explained from scratch.
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Deep Dives·3 min
DeepSeek V4 Deep Technical Breakdown: Million-Token Context and Extreme Cost Efficiency
Deep analysis of DeepSeek V4's core architecture: Hybrid Compressed Attention, Manifold-Constrained Hyperconnection, and MUON optimizer—how they cut inference costs by 10x and enable million-token context processing.
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Industry Insights·3 min
Decoding Claude's New Policy: Dedicated Monthly Quota Is Actually a Massive Cut to AFK Use Cases
Deep analysis of Anthropic's new Claude subscription policy: dedicated programmatic access quotas appear beneficial but actually slash AFK automation workflow capacity by up to 96%.
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Tutorials·3 min
Claude Code Plugin System Explained: Four Core Components Building an Extensible Development Platform
Deep dive into Claude Code 2.0.14's plugin system covering Slash Commands, Sub-agents, MCP integration, and Hooks—with demos on one-click plugin installation and custom code review plugin creation.
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Tutorials·2 min
Deep Dive into Anthropic's Official Claude Code in Action Course: Four Core Modules to Master AI Programming
Deep dive into Anthropic's official Claude Code in Action course covering four modules: assistant fundamentals, differentiators, project practice, and best practices for AI programming mastery.
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Tutorials·2 min
Complete Guide to Configuring Local DeepSeek Model in PyCharm for AI-Assisted Programming
Learn how to configure a local DeepSeek model in PyCharm via Ollama for free, privacy-safe AI-assisted programming. Includes installation steps, plugin setup, usage tips, and hardware recommendations.
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Tutorials
The Complete Guide to Using O3 Mini fo…
·3 min
The Complete Guide to Using O3 Mini for Free: 5 Zero-Cost Solutions
Discover 5 free ways to use OpenAI's O3 Mini model, including AnyChat unlimited access, GitHub Models API, and Aider clipboard mode for zero-cost AI experience.
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Tutorials·2 min
How Enterprise Text-to-SQL Breaks the 90% Accuracy Barrier: A Practical Guide to Agent Architecture
A deep dive into engineering strategies for enterprise Text-to-SQL to break 90% accuracy, covering precise schema retrieval, multi-Agent architecture, self-correction, and AI coding practices.
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Tutorials
Building a Match-3 Game with AI and Le…
·3 min
Building a Match-3 Game with AI and Letting the Agent Play It: A Complete Hands-On Walkthrough
A front-end dev uses Godot + MCP to let AI build a Match-3 game from scratch, then designs a decoupled architecture for an Agent to play it autonomously with self-improving strategies.
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Tech Frontiers
OpenAI Codex Deep Dive: AI Programming…
·3 min
OpenAI Codex Deep Dive: AI Programming Evolves from Code Completion to Full-Repository Autonomous Development
Deep analysis of OpenAI Codex agent and its Codex-1 model, comparing Windsurf's SW1E1 and Anthropic's new reasoning model, exploring how AI programming leaps from single-file assistance to full-repository autonomous understanding.
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Product Reviews
Windsurf Wave 3 Deep Dive: MCP Support…
·3 min
Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration
Deep dive into Windsurf Wave 2 & Wave 3 updates: MCP protocol support, Turbo auto mode, DeepSeek integration, Tab to Jump, pricing comparison with Cursor.
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Product Reviews
Windsurf Wave 5 + Gemini 2.5 Pro: The …
·3 min
Windsurf Wave 5 + Gemini 2.5 Pro: The Most Stable Free AI Coding Combo
Deep dive into Windsurf Wave 5 with Gemini 2.5 Pro integration: WindsurfTab unified context, terminal awareness, live demos, and model selection strategies for the most reliable free AI coding setup.
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Tutorials
Windsurf Wave 3 Hands-On: Building a P…
·3 min
Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch
Hands-on review of Windsurf Wave 3 showing how to build an AI services landing page from scratch. Covers multi-model switching, drag-and-drop image input, Claude 3.5 Sonnet code generation, and WordPress embedding.
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Industry Insights·3 min
OpenAI Models Officially Land on AWS Bedrock, Ushering in a New Multi-Cloud Era for Enterprise AI Deployment
OpenAI's frontier models and Codex are now GA on Amazon Bedrock, letting enterprises leverage AWS security and compliance to access OpenAI capabilities. A deep dive into the multi-cloud AI impact.
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Tutorials·3 min
oMLX + MTP + Qwen3.6: Local AI Coding Speed Breaks New Records
Using oMLX with MTP and Qwen3.6 35B on Apple Silicon Mac to achieve 86.7 tokens/s local coding speed, building a full-stack app in under 5 minutes.
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Deep Dives·4 min
Can AI Agents Replace a Development Team? A Practical Guide for Non-Technical People
Can non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
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