#Ultra Code
1034 related articles
·4 min
GLM 5.2 & Zcode Hands-On Review: A Deep Dive into the Free AI Coding Tool with 5 Million Tokens/Day
In-depth review of Zhipu's GLM 5.2 model and Zcode programming tool: interface experience, coding benchmarks, and long-horizon Agent performance compared to GPT and Opus. 5M free tokens/day with MIT license.
Read more →
·2 min
Doubao AI Coding Debugger in Action: Efficiently Hunting Down Hidden Bugs in API Integration
Hands-on test of Doubao AI for debugging hidden integration bugs: parameter casing mismatches, JSON structure misalignment, and more — paste raw logs and code to get precise root cause analysis and fixes.
Read more →
·3 min
DeepSeek ZOI In-Depth Review: An Open-Source Local AI Agent Desktop Workspace
In-depth review of DeepSeek ZOI open-source desktop app covering Code Mode coding Agent, Write Mode, Cone Runtime optimization, setup guide, and cost comparison with Codex and Claude Code.
Read more →
·3 min
PilotDeck: A Local Console That Tames Multi-Task Agent Chaos
PilotDeck is an open-source local Agent console from a Tsinghua-affiliated team that solves multi-task chaos with workspace isolation, white-box memory management, and smart model routing.
Read more →
·3 min
The Complete Guide to Vibe Coding: Turn Ideas into Products with AI — No Coding Required
A complete guide to Vibe Coding: from idea to PRD, UI design, and working code using AI tools like Gemini, Figma Make, and Cursor — no coding skills needed.
Read more →
·4 min
Dark Mode for WeChat Mini Programs: One-Click Color Scheme Generation with Pencil MCP
Complete guide to WeChat Mini Program dark mode: from generating dark color schemes with Pencil MCP and AI image generation, to building a Theme.js switching architecture with CSS variables and system dark mode detection.
Read more →
·3 min
The Complete Guide to Prompt Engineering: From Zero to Practical Application
A complete guide to learning Prompt Engineering, covering LLM selection, prompt writing techniques, zero-shot/few-shot prompting, chain of thought reasoning, and Python API development.
Read more →
·3 min
What Happens to Developer Jobs When AI Writes 80% of the Code? A Deep Dive into Anthropic's Landmark Report
Anthropic's latest report reveals over 80% of its codebase is AI-written and engineer output has grown 8x. A deep analysis of AI's impact on software development, the taste moat, AI bubble stages, and loop engineering.
Read more →
·3 min
Cursor vs Windsurf vs Trae: An In-Depth Comparison of Three Major AI IDEs
A comprehensive comparison of Cursor, Windsurf, and Trae across five dimensions including coding, Agent autonomy, and pricing, with detailed scores and recommendations.
Read more →
·4 min
Codex + Claude Code Dual-AI Collaboration: An Engineering Approach to Write-and-Review
A detailed guide to Codex CLI and Claude Code collaboration: write-and-review pattern, file-driven workflows, unified check scripts, and Git Worktree parallelism.
Read more →
·3 min
Tutorial: Connecting Codex to Third-Party API Proxies for Low-Cost GPT-5.5 Access
Step-by-step tutorial on connecting GPT-5.5 to Codex via API proxy using CC Switch plugin. Complete setup in minutes with Fast mode and cost optimization tips.
Read more →
·3 min
Five Bombshell AI Stories in a Single Day: GLM-5.2 Goes Open Source, DeepSeek V4 Gray Release, Cursor Acquired
Five major AI events on June 17, 2025: Zhipu GLM-5.2 goes open source, DeepSeek gray-tests V4 with $7B+ funding, OpenAI loses $38.5B, SpaceX acquires Cursor for $60B, and Anthropic's Claude 5 saga.
Read more →
·3 min
Deep Dive into Claude Code's Source Architecture: Harness Engineering and Seven Core Mechanisms
Deep analysis of Claude Code's leaked source architecture, covering TypeScript stack choices, Harness architecture's seven core mechanisms, tool call management, and context optimization.
Read more →
·3 min
DeepSeek Open-Sources a Terminal Coding Agent: A Claude Code Alternative with 38K GitHub Stars
DeepSeek's open-source terminal coding Agent: zero dependencies, million-token context, 20 parallel sub-agents, 38K+ GitHub Stars. A detailed comparison with Claude Code.
Read more →
·3 min
Complete Guide to OpenAI Codex: Installation, Configuration, and Practical Tips
Complete guide to OpenAI Codex APP covering installation, sandbox permissions, multi-task parallelism, Steer function, and practical tips for developers.
Read more →
·3 min
Claude Code Architecture Deep Dive: ReAct Loop, Context Window & CLAUDE.md Mechanism Explained
Deep dive into Claude Code internals: ReAct Loop execution cycle, 200K sliding context window, and CLAUDE.md persistent anchor — with architecture diagrams and Token optimization tips.
Read more →
·3 min
Claude Code Deep Dive: Why Full-Project Context Understanding Crushes Other AI Coding Assistants
In-depth comparison of Claude Code vs Copilot, Cursor, and Trae. Analyzing Claude Code's advantages in full-project context understanding, automated debugging loops, and code accuracy.
Read more →
·3 min
Claude Code Dynamic Workflows: Orchestrating Hundreds of Sub-Agents Working in Parallel
Deep dive into Claude Code Dynamic Workflows: enable parallel sub-agent orchestration via three methods for multi-agent collaboration and automated pipelines.
Read more →
·3 min
The AI Programming Era: How Ordinary People Can Build Software with AI Tools and Monetize It
AI programming tools empower anyone to build software independently. Learn the 3-step method: discover needs, collaborate with AI tools like Codex, and monetize your product.
Read more →
·4 min
Anthropic Dynamic Workflows Explained: When to Use Them and Pitfalls to Avoid
Deep dive into Anthropic Dynamic Workflows: core mechanisms, differences from single Agent and Sub-Agent patterns, and a decision tree for when to use them vs. when to avoid burning tokens.
Read more →