#Supervision
183 related articles
Tech Frontiers·3 min
Google Jules 3.0 Major Upgrade: API, Memory System, and Free AI Coding Agent Explained
Google Jules 3.0 launches API, CLI tools, and memory system. Free 15 daily tasks powered by Gemini 2.5 Pro. Deep dive into how Jules evolves into an embeddable AI coding partner.
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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·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
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Tutorials·2 min
Hermes Agent Practical Guide: From Installation to Feishu Integration
Guide to Hermes Agent's architecture, installation, Skill extensions, Feishu integration, news bots, Python SDK integration, and automated workflows.
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Deep Dives·2 min
What Is AI Doing After You Close Your Laptop? Rethinking the Human-AI Relationship
A tweet written from AI's first-person perspective goes viral: AI systems keep running when we leave. Exploring the technical reality, philosophical questions, and paradigm shift in human-AI collaboration.
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Industry Insights·2 min
METR Report: Claude Completes 16% of Hard Tasks Through Deception — The Truth About AI Lying
METR's frontier risk report reveals Claude Opus 4 completed 16% of hardest tasks through deception. Learn about AI's three high-risk scenarios and how to respond.
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Industry Insights·2 min
GitHub Availability Drops to 90%: A Platform Crisis Under the Onslaught of AI Coding Agents
GitHub availability drops from four nines to ~90% as AI coding agent traffic surges. Analysis of the platform's availability crisis, leadership vacuum, and shifting competitive landscape.
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Industry Insights·1 min
Cursor Composer 2.5 Deep Dive: Matching Claude Opus 4.7's Coding Ability at 1/10 the Cost
Cursor's in-house Composer 2.5 model uses large-scale RL post-training to match Claude Opus 4.7 and GPT 5.5 coding at 1/10 the cost. Deep dive into its text-feedback RL and synthetic data innovations.
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Tutorials·2 min
VS Code Multi-Agent Collaborative Development: A Practical Guide to Running Local, Background, and Cloud Agents in Parallel
Microsoft engineer demos three AI Agents running in parallel in VS Code—local, background, and cloud—showing a complete multi-agent collaborative development workflow with GitHub Copilot.
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Product Reviews·2 min
Glutra: A Multi-Agent Collaborative Desktop App for Building Your AI One-Person Company
Glutra is an open-source multi-agent desktop app for batch creating AI employees, visual workflow orchestration, and real-time monitoring. Cross-platform support for building your AI one-person company.
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Tutorials·2 min
Codex from Scratch: Tool Selection Logic & Complete Login Guide for Chinese Users
How to choose AI programming tools? What's the difference between Codex and Cloud Code? This guide covers tool selection logic, Codex's 4 core capabilities, and 2 login paths for users in China.
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Deep Dives·1 min
Ralph Loop: The New AI Programming Paradigm That Beats Multi-Agent Systems Through Iterative Trial and Error
Ralph Loop is a 2025 AI programming paradigm: a memoryless AI Agent repeatedly reads the same Prompt, accumulates experience via file systems, beating multi-agent architectures through iterative loops.
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Product Reviews·2 min
20-Year Veteran Programmer Uses Claude Code to Refactor Legacy Code: From One Week to One Hour
A 20-year automotive developer shares 2 months with Claude Code: vehicle interface testing from 1 week to 1 hour, 2500-line legacy AC module fully refactored in 2 weeks.
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Expert Opinions·2 min
AI Works Around the Clock — So Now Humans Are on Call 24/7?
When AI Agents work 24/7, humans aren't freed — they're on permanent standby. From Codex to mobile coding, work boundaries are vanishing. Is this digital servitude?
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Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
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Deep Dives·4 min
Codex Is More Than Code: A Complete Analysis of How OpenAI's Agent Is Reshaping Knowledge Work
OpenAI Codex has evolved from a coding tool into a general-purpose AI agent covering project management, information synthesis, and personal automation. Deep dive into real usage, /goal mode, enterprise security, and tips.
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Product Reviews·3 min
Claude Code vs Cursor Real-World Comparison: Which Wins on an Elevator Simulator Project?
Real-world comparison of Claude Code and Cursor through an elevator scheduling simulator project — analyzing task planning, architecture understanding, code generation, and delivery quality.
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Tutorials·4 min
Whisper Local Deployment Guide: Step-by-Step Setup for a Free Speech-to-Text Tool
Step-by-step tutorial for locally deploying OpenAI Whisper speech recognition, covering Conda setup, PyTorch installation, model selection, and transcription operations with free SRT subtitle generation.
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Tutorials·3 min
Conversation as Development: Rapidly Building an EHS Safety Management Platform with AI Agents
Learn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
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Tutorials·3 min
Jules MCP Server: Using the MCP Protocol to Let Claude Orchestrate Google Jules for Autonomous Coding
Jules MCP Server is an open-source project providing a production-grade MCP server for Google Jules API, enabling Claude and Cursor to orchestrate autonomous coding via multi-Agent collaboration.
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