#Supervision
186 related articles
·2 min
Coze Agent in Practice: Building an AI Test Case Generation Workflow from Scratch
Learn how to build an AI test case generation agent on Coze, covering agent vs. LLM differences, workflow orchestration, model selection, and prompt engineering tips.
Read more →
·2 min
AI Automated Review Becomes the Default: How a Sub-Agent Classifier Achieves 97% Accuracy
AI agent auto-review is now default for all users. A classifier subagent achieves 97% accuracy with three-tier safety decisions. Deep dive into how it works and its impact on AI safety.
Read more →
From Prompt Engineer to Loop Architect…
·2 min
From Prompt Engineer to Loop Architect: The Paradigm Shift in AI Programming
Explore the paradigm shift from prompt engineering to loop architecture in AI programming. Learn about Anthropic's Routines, the six elements of mature coding loops, and token cost strategies.
Read more →
·2 min
Root Causes of Long-Running AI Agent Failures and a Five-Layer Architecture for Control
Analyze the three root causes of long-running AI Agent failures — state loss, planning drift, and verification failure — with a five-layer architecture solution and six actionable engineering rules.
Read more →
·3 min
Roo Code Deep Dive: A Guide to the Multi-Model AI Coding Assistant for VS Code
Deep dive into Roo Code (formerly Roo Cline) VS Code extension: multi-AI backend switching, auto-diff code review, terminal command execution, and Architect Mode explained with practical tips.
Read more →
·3 min
Vibe Coding in Practice: A Junior Student Uses Cursor to Build a Multi-Agent System with 51 AI Officials Based on the Three Departments and Six Ministries Framework
A junior student uses Cursor and Vibe Coding to build a multi-agent system with 51 AI officials modeled on China's Three Departments and Six Ministries, featuring task distribution, approval workflows, and Token cost visualization.
Read more →
·2 min
AI Agent Permission Management: How Sandboxing Mechanisms Limit Potentially Destructive Operations
An in-depth look at AI Agent sandboxing for permission management — how OpenAI uses execution isolation, resource limits, and progressive trust models to contain potentially destructive operations.
Read more →
·3 min
Codex in Practice: A Detailed Guide to AI Programming Workflows for Enterprise Code Review and Personal Projects
Explore how OpenAI Codex is used in enterprise code review at Alchemy and personal side projects, with insights on AI-assisted workflows, GPT-5.5, and Computer Use.
Read more →
Tutorials·3 min
Complete Guide to Building AI Agent Projects with WindSurf: Practical Tips & Techniques
Complete practical guide to building AI Agent Frameworks with WindSurf, covering technology selection, component generation, code refactoring, debugging, and deployment tips.
Read more →
Product Reviews·3 min
Non-Programmer Ships a Product in 16 Days Using AI Tools: A Complete Toolchain Retrospective
A non-coder indie developer shipped a product in 16 days using Gemini, Cline, MiniMax, and DeepSeek. Full retrospective on tool selection, model quality gaps, and practical lessons learned.
Read more →
Tech Frontiers·3 min
AI as Store Manager Running a Physical Shop: An Absurd Experiment That Lost $13,000 in One Month
Anthropic let AI Agent Luna autonomously run a physical store with $100K. It lost $13K in one month after trying to hire from Afghanistan, ordering 1,000 toilet seats, and giving random discounts.
Read more →
Tutorials·3 min
Claude Code Agent Deployment: Comparing Three Approaches with a Selection Guide
A detailed guide comparing three Claude Code agent deployment methods—Cron Loop, Desktop/Cloud Routines, and Modal/Trigger.dev—analyzed by run location and determinism to help developers choose the best strategy.
Read more →
Tutorials·3 min
Building WeChat Mini Programs with AI from Scratch: A Complete Vibe Coding Walkthrough
A detailed guide on how Vibe Coding enables zero-background users to build WeChat Mini Programs, covering UI design, frontend code generation, and backend SDK integration with a complete workflow.
Read more →
Product Reviews·3 min
Gemini CLI V0.9.0 Update: Deep Dive into Interactive Shell and Codebase Agent Features
Deep dive into Gemini CLI V0.9.0's two core updates: Interactive Shell for seamless TUI programs like Vim and htop, and Codebase Investigator Agent for intelligent project-level refactoring with safe rollback.
Read more →
Research·3 min
MementoGUI: A Multimodal Memory Management Framework for Solving Long-Horizon GUI Agent Amnesia
MementoGUI is a plugin-style multimodal memory management framework that solves GUI agent forgetting in long-horizon tasks through dual time-scale memory and four memory control operators, boosting long-task completion without fine-tuning.
Read more →
Tutorials·3 min
Andrew Ng's Agent AI Course Fully Explained: Why It's Taking the Tech World by Storm
Deep dive into why Andrew Ng's Agent AI course went viral, covering the five-module agent architecture breakdown, course highlights, target audience, and learning tips for developers.
Read more →
Industry Insights·4 min
Qoder's Context Engineering in Practice: Four-Layer Retrieval Engine and Memory System Architecture
Deep analysis of Qoder's (Tongyi Lingma international edition) context engineering architecture, including its four-layer retrieval engine, memory engine, context caching, and core product design.
Read more →
Tutorials·3 min
Claude Code Hidden Configurations Fully Explained: From Chat Assistant to Semi-Automated Programming Workflow
Explore Claude Code's source code to unlock hidden configurations like Hooks, Agents, Permissions, and Memories. Transform your AI assistant into a customizable semi-automated development workflow.
Read more →
Research·2 min
Agent Loops in Practice: Transforming Token Output into Productivity from CUDA Kernels to Automated Research
Deep dive into how the Humanize framework transforms LLM tokens into engineering productivity via Agent Loops. Covers KDA winning CUDA kernel contests, virtual hardware optimization, and 50% research cost reduction.
Read more →
Industry Insights·3 min
Warp Bets on GPT-5.5: How AI Coding Agents Are Reshaping Open-Source Development Workflows
Warp deeply integrates GPT-5.5 to build cross-environment AI coding agents spanning local terminals, cloud deployment, and open-source collaboration. Explore its architecture, open-source strategy, and differentiation from GitHub Copilot.
Read more →