All posts
Career & AI, in practice
Methodologies, tool reviews, and retrospectives from real projects.
- Technical Deep Dive
Self-Evolving Agents: How AI Systems That Improve Themselves Actually Work
Beyond prompt tweaks and manual fine-tuning lies a more interesting frontier: agents that accumulate skills, rewrite their own instructions, and get better with use. A practical tour of how self-evolving agent architectures work, what has shipped in the wild, and where the real risks are.
- AI Models
GPT-6 Hands-On: What Actually Changed and What It Means for Daily Workflows
After several weeks of using GPT-6 for real work — code review, long-document analysis, and multi-step agent tasks — here is my honest assessment: where it genuinely pulls ahead, where the marketing oversells, and how to decide whether it is worth switching your workflow for.
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Multica: After Using It for a While, I Think I Get What They Are Doing With AI
Multica is not another AI chat box — it is closer to a platform where Agents actually pick up tasks, hand them off, and report back. A few notes from my own usage.
- Psychology
The Complete SBTI Personality Guide: A New Framework That Understands You Better Than MBTI
What is the SBTI personality test taking over 2026? How does it differ from MBTI? This guide explains the four dimensions of SBTI (Social/Business/Thinking/Intuitive), analyzes all 16 personality types, and shows how to apply SBTI in your career, relationships, and daily life.
- AI Models
Gemma 4 Deep Dive: Impressive Performance with Apache 2.0 Open Source License
My hands-on experience with Google Gemma 4. From performance benchmarks to real-world applications, a comprehensive analysis of this open-source multimodal model (vision + audio) and comparison with GPT-4, Claude, and other closed-source alternatives.
- Indie Development
The #1 Resource for Indie Developers: Deep Dive into awesome-indie (11k Stars)
An in-depth look at the most popular indie developer resource collection on GitHub. Covers 12 categories including communities, newsletters, podcasts, blogs, case studies, books, tools, and courses to help indie developers achieve profitability and sustainable growth.
- AI Tools
The #1 Claude Code Enhancement on GitHub: Complete Guide to everything-claude-code
An in-depth look at everything-claude-code, the most-starred Claude Code project on GitHub with 137K+ stars. Covers 38 specialized agents, 156 skills, 72 command compatibility layers, and the award-winning design from the Anthropic Hackathon.
- Technical Deep Dive
Deep Technical Analysis of Claude Code: Inside an AI Programming Assistant
Through reverse engineering and technical analysis, we dive deep into Claude Code's system architecture, tool invocation mechanisms, prompt engineering, and MCP integration. Understanding these internal mechanisms helps us better use and build AI-driven development tools.
- Tutorial
Complete OpenClaw Deployment Guide: Building Your Local AI Assistant from Scratch
A step-by-step tutorial on deploying OpenClaw (formerly Clawdbot) locally, including environment setup, Docker deployment, model configuration, plugin installation, and troubleshooting. Even without deep technical background, you can easily own your own AI assistant.
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Physical AI (AI Goes Physical): When Code Gets a Body
AI is no longer confined to screens. In 2026, Embodied AI is letting robots learn to understand the physical world like humans. From Tesla Optimus to robotic arms in factories, a physical revolution is happening.
- Mindset
First Principles Thinking: The Mental Model That Transformed How I Solve Problems
Discover how first principles thinking can help you break free from conventional wisdom and create innovative solutions. A comprehensive guide with real-world case studies, practical frameworks, and implementation strategies.
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New Paradigm of Human-AI Collaboration: From "Tool" to "Teammate" — Redefining Work Relationships
AI is no longer just Excel following instructions; it is evolving into a digital teammate with proactivity and context-awareness. How should we adjust our roles in this transformation?
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AI Governance and Data Sovereignty: Controlling Your Digital Destiny in the Intelligence Era
As AI penetrates our lives, data sovereignty is no longer a legal term but a survival issue affecting everyone. From GDPR to the EU AI Act and the rise of sovereign AI, how should we fight back?
- Productivity
The Personal Automation System: 12 Processes That Will Transform Your Productivity
A comprehensive guide to building your personal automation system. Learn the 12 high-impact processes that reduce friction, eliminate repetitive work, and free your time for high-value activities.
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2026 Healthcare AI Outlook: From Auxiliary Diagnosis to Personalized Treatment — The Doctor’s New Best Assistant
Healthcare is one of the fields where AI can most benefit humanity. This article explores the breakthrough progress of AI in drug development, multi-modal diagnosis, and precision medicine in 2026, and how it is narrowing the global health resource gap.
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Multi-Agent Systems (MAS): When AI Starts Teaming Up
A super-genius AI (like ChatGPT) is powerful, but a team of AI agents with specialized roles and mutual collaboration is the ultimate solution for complex problems. An in-depth analysis of the logic behind frameworks like AutoGen and CrewAI.
- Productivity
The Buffer Strategy: Why Leaving Your Schedule Empty Is the Key to Peak Productivity
Discover the counterintuitive productivity system that transforms how you handle uncertainty, reduce stress, and consistently deliver on your most important commitments.
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Repository Intelligence: The Ultimate Evolution of IDEs
GitHub Copilot is just the beginning. The next generation of programming assistants will have a "God’s-eye view," understanding all dependencies, history, and business logic of the entire repository. How RAG technology is reshaping software development.
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2025 AI Trends: From Conversation to Action (LAMs) — When AI Learned to Click the Mouse
Large Language Models (LLMs) have solved the problem of "understanding human language." The focus in 2025 is on Large Action Models (LAMs), through which AI will truly connect to the UI of the digital world and complete tedious operations for us.
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Three Essential Emails for Cross-Team Collaboration
Use the right email templates to speed up progress and reduce back-and-forth confirmations.
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Clawdbot Practical Guide: Building Your Dockerized Personal AI Command Center from Scratch
This tutorial will walk you through Clawdbot Docker deployment, Ollama model configuration, Slack integration, and custom Python Action development.
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The Rise of Local AI: Why You Need Tools Like Clawdbot
From privacy anxiety to hardware revolutions, four factors are driving AI back from the cloud to local devices. This is not just a cycle of technology, but the awakening of digital sovereignty.
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Clawdbot (OpenClaw) Deep Dive: The Rising Star of Local AI Assistants and Its Future
In an era dominated by cloud AI giants, how does Clawdbot become the top choice for tech enthusiasts and privacy advocates through its fully localized architecture, open-source ecosystem, and robust privacy protection? This article provides an in-depth analysis of its technical architecture and application potential.
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Making Knowledge Bases Searchable: Four Key Points of Prompt Design
From tags and summaries to citation rules, make your knowledge base truly reusable within the team.
- Career
Career Moat in the AI Era: Three Irreplaceable Capabilities That Will Determine Your Success
Discover the three career-defining capabilities that AI cannot replace, backed by research, real-world case studies, and actionable development plans. Build your professional competitive advantage in an AI-disrupted world.
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From Task-Driven to Goal-Driven: Quarterly OKR Retrospective Template
Review OKRs across four dimensions to make goals truly guide the next quarter’s actions.
- Career
The New Manager's Communication Map: How to Make Your Work Visible and Influence Without Authority
A comprehensive guide for new managers to master strategic communication. Learn the three-layer alignment framework, practical implementation strategies, and real-world case studies that transform how you lead.
- Productivity
The AI Weekly Report Revolution: From 2 Hours to 30 Minutes
Break weekly reports into data collection, structured output, and value validation. Let AI handle repetitive work while you focus on decision-making value. Includes 5 real cases and ready-to-use templates.
- AI
AI Assistant in Daily Work: A Replicable Workflow System for 10x Productivity
Transform your productivity with a battle-tested AI workflow system. Learn how to achieve consistent, high-quality output using structured prompts, validation frameworks, and real-world case studies from 500+ hours of AI collaboration.
- AI
The Complete AI Tool Selection Framework: Beyond Feature Lists to Real Value
A battle-tested framework for evaluating AI tools across scenario fit, cost structure, and risk control. Includes scoring matrices, case studies, and a decision-making process used by 50+ teams.