#engineering judgment
1804 related articles
Tutorials·4 min
Anthropic's Official Agent Building Guide: A Complete Breakdown of Workflows vs. Agents
Deep dive into Anthropic's Building effective agents guide: workflow vs. agent distinctions, the technical selection pyramid, and framework pitfalls for building efficient LLM agents.
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Deep Dives·4 min
A2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
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Industry Insights·4 min
Why AI-Generated Test Cases Fall Short — And Why Agent Platforms Are the Real Solution
Deep analysis of 5 common pitfalls in AI-generated test cases and how Agent+Skill platforms solve them with automated requirement splitting, precise generation, and end-to-end test execution.
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Tech Frontiers·3 min
arXiv's New Rule: Upload AI Slop Papers and Face a Ban
arXiv's new policy bans authors who submit AI-generated low-quality papers. Learn about AI slop in academia, enforcement criteria, and the deeper challenges to scholarly integrity.
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Product Reviews·3 min
gstack Explained: A Complete Breakdown of Garry Tan's 23 Open-Source Claude Code Tools
YC CEO Garry Tan open-sourced gstack, a Claude Code toolset with 23 role-based AI tools covering CEO, Designer, Engineering Manager, QA and more. 97K+ GitHub stars. Full breakdown inside.
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Product Reviews·4 min
FreeBuff Free AI Coding Assistant In-Depth Review: 9 Sub-Agent Architecture & User Experience
In-depth review of FreeBuff free AI terminal coding assistant: analyzing its 9 sub-agent architecture, multi-model switching, ad-supported business model, and privacy considerations vs. competitors like Verdant.
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Tutorials·4 min
Manus AI Tutorial: The Three-Layer Expression Method to Triple Your Efficiency (With 19 Real-World Scenarios)
A detailed guide to Manus AI Agent's core capabilities and usage techniques, using the Three-Layer Expression Method to issue precise instructions across 19 real-world scenarios including workplace reporting, data analysis, and side income.
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Tutorials·4 min
Claude Code Installation & Setup Guide: From Zero to Integrating Domestic LLMs
Complete guide to installing and configuring Claude Code: Git & Node.js setup, environment variables, bypassing network issues in China, integrating Alibaba Cloud Bailian LLMs, and a hands-on demo of all three working modes.
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Product Reviews·4 min
Trae Solo vs Cursor Real-World Comparison: Which AI Coding Tool Builds a Better Student Management System?
Real-world comparison of Trae Solo vs Cursor building a Python Flask student management system, testing architecture design, code generation speed, runtime results, and practical recommendations.
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Deep Dives·3 min
ReAct Pattern and Transformer Architecture Explained: High-Frequency AI Interview Topics for Frontend Developers
Deep dive into Agent core logic ReAct (Reasoning + Acting) execution flow, Transformer self-attention mechanism, and essential AI skills for frontend developers including prompt engineering, RAG, and Agent development.
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Deep Dives·3 min
Two Root Causes of Agent Context Rot: Distraction vs. Poisoning Explained
AI Agent getting dumber over time? Context Rot has two root causes: Distraction (attention dilution) and Poisoning (causal chain contamination). Learn symptoms, mechanisms, and remediation strategies.
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Tutorials·3 min
DIY Bluetooth Clicker + Voice-Controlled Vibe Coding: A Hands-Free Voice Programming Setup
DIY a voice programming remote with a Bluetooth clicker and wireless mic. Combine Doubao voice input, TMUX multi-window management, and Claude Code for a hands-free Vibe Coding workflow.
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Tech Frontiers·2 min
Andrew Ng Partners with Google to Launch Gemini CLI Course: A Practical Guide to AI Coding Assistants
Andrew Ng partners with Google on a free Gemini CLI course covering installation, MCP automation, and agentic coding workflows using a real AI conference planning scenario.
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Expert Opinions·3 min
From WeChat Codex to AI Agent Best Practices: A Developer's Pivot
After completing core WeChat-Codex integration, the Codex Bridge author validated three directions and pivoted to AI Agent best practices—sharing product thinking and methodology insights.
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Tutorials·4 min
Complete Guide to Creating Ant Civilization Videos with AI: Free Tools for Millions of Views
Complete guide to creating viral ant civilization videos using Google AI Studio and Flow for free, covering story writing, AI image generation, animation, and editing for YouTube monetization.
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Tech Frontiers·3 min
Major Cursor Agent Update: AI Coding Assistant Now Tests Its Own Code and Records Video Proof
Cursor's coding Agent gains computer use capabilities, automatically launching browsers to test code and recording work videos for review. See how this reshapes code review workflows.
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Tutorials·4 min
Avoiding Pitfalls in Agent Skill Maintenance: A Practical Guide to Defending Against Perplexity's "Action at a Distance" and Building Evaluation Systems
Deep dive into Perplexity's "Action at a Distance" risk in Agent Skill maintenance, covering precise fixes for three failure types, the Gotcha flywheel, and a four-layer evaluation system.
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Tutorials·4 min
UpCtl Technical Deep Dive: How Tmux + SSH Powers AI Agent Automated Deployment
Deep dive into UpCtl's technical implementation: Tmux Session management for stable AI Agent operation, SSH tunneling for hybrid cloud deployment, four-level knowledge base replacing vector database RAG, and Ticket workflows for automated dev-test-deploy pipelines.
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Tutorials·4 min
Vibe Coding Practical Guide: SDD (Specification-Driven Development) Reshaping Full-Stack Programming Workflows
In-depth analysis of SDD (Specification-Driven Development), the core methodology of Vibe Coding in 2025, covering the full workflow from requirements to deployment with tools like Claude Code.
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Product Reviews·3 min
Claude Haiku 4.5 Review: Sonnet 4-Level Coding at 1% of the Cost
In-depth review of Claude Haiku 4.5: 73.3% on SWE-bench rivaling Sonnet 4, input at just $1/million tokens. Covers code generation, agentic coding, SVG tests, and Sonnet+Haiku collaboration strategies.
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