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WonderLab

10-year veteran in automotive infotainment systems, AI application explorer, and indie developer. Sharing hands-on experience in in-vehicle system development, AI engineering, and team management

Location China Joined Joined on  Personal website https://primeskills.store github website

Work

Software Architecture Team Leader

How to Make AI Skill Quality Measurable? Benchmark-Driven Evaluation Framework Design

How to Make AI Skill Quality Measurable? Benchmark-Driven Evaluation Framework Design

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9 min read
Open Source Project of the Day (#96): SkillSpector — Scan AI Agent Skills Before You Install Them

Open Source Project of the Day (#96): SkillSpector — Scan AI Agent Skills Before You Install Them

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7 min read
Open Source Project of the Day (#95): Career-Ops - The AI-Powered Job Search Command Center for Claude Code

Open Source Project of the Day (#95): Career-Ops - The AI-Powered Job Search Command Center for Claude Code

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3 min read
Agent Series (20): Harness in Production — From Single File to Reusable Package

Agent Series (20): Harness in Production — From Single File to Reusable Package

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6 min read
Five Pitfalls of an AI Skill Platform: Quality Governance for Enterprise AI Capability Systems

Five Pitfalls of an AI Skill Platform: Quality Governance for Enterprise AI Capability Systems

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7 min read
Open Source Project of the Day (#94): MasterDnsVPN —— A Sharpened Blade Against Censorship: The Highly Optimized DNS Tunneling VPN

Open Source Project of the Day (#94): MasterDnsVPN —— A Sharpened Blade Against Censorship: The Highly Optimized DNS Tunneling VPN

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3 min read
Agent Series (19): Harness Engineering — Complete 8-Layer Framework

Agent Series (19): Harness Engineering — Complete 8-Layer Framework

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8 min read
Open Source Project of the Day (#93): OpenMed — Clinical AI That Never Leaves the Device

Open Source Project of the Day (#93): OpenMed — Clinical AI That Never Leaves the Device

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6 min read
What Is a Truly AI-Native Workflow? — Four Diagnostic Tests

What Is a Truly AI-Native Workflow? — Four Diagnostic Tests

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7 min read
Open Source Project of the Day (#92): Agent Skills — Engineering Discipline for AI Coding Agents

Open Source Project of the Day (#92): Agent Skills — Engineering Discipline for AI Coding Agents

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8 min read
Agent Series (18): Cost & Performance Optimization — Cheaper and Faster

Agent Series (18): Cost & Performance Optimization — Cheaper and Faster

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6 min read
My AI Agent Deleted My Skills and Thought It Did a Good Job

My AI Agent Deleted My Skills and Thought It Did a Good Job

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4 min read
Open Source Project of the Day (#91): PM Skills Marketplace - Encoding Top PM Frameworks Into Your AI Agent

Open Source Project of the Day (#91): PM Skills Marketplace - Encoding Top PM Frameworks Into Your AI Agent

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7 min read
I built an agent skill marketplace — and quality is the only feature that matters

I built an agent skill marketplace — and quality is the only feature that matters

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4 min read
Agent Series (17): Harness Engineering — Putting a Safety Harness on an Autonomous Agent

Agent Series (17): Harness Engineering — Putting a Safety Harness on an Autonomous Agent

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7 min read
Open Source Project of the Day (#90): turbovec - The Vector Index That Shrinks 10M Docs from 31 GB to 4 GB

Open Source Project of the Day (#90): turbovec - The Vector Index That Shrinks 10M Docs from 31 GB to 4 GB

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7 min read
Agent Series (16): Tool Design — Five Principles for Getting the LLM to Use Your Tools Correctly

Agent Series (16): Tool Design — Five Principles for Getting the LLM to Use Your Tools Correctly

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6 min read
Open Source Project of the Day (#89): taste-skill - Give Your AI Agent Good Design Taste

Open Source Project of the Day (#89): taste-skill - Give Your AI Agent Good Design Taste

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7 min read
AI Agent Finds Code: Engineering Code Navigation in Multi-Repo, Multi-Stack Projects

AI Agent Finds Code: Engineering Code Navigation in Multi-Repo, Multi-Stack Projects

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7 min read
Open Source Project of the Day #88: last30days —— The AI Agent Search Engine for the Last 30 Days Truth

Open Source Project of the Day #88: last30days —— The AI Agent Search Engine for the Last 30 Days Truth

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3 min read
Agent Series (15): Advanced Agent Memory — Short-term, Long-term, Compression

Agent Series (15): Advanced Agent Memory — Short-term, Long-term, Compression

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6 min read
Agent Series (14): Agent Observability — Tracing Every Decision, Making the Black Box Transparent

Agent Series (14): Agent Observability — Tracing Every Decision, Making the Black Box Transparent

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6 min read
Open Source Project of the Day (#87): BaiLongma - Equipping LLMs with 'Proactive Consciousness' and Initiating the ACI Era for Agents

Open Source Project of the Day (#87): BaiLongma - Equipping LLMs with 'Proactive Consciousness' and Initiating the ACI Era for Agents

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3 min read
Agent Series (13): Agent Security and Defense — Prompt Injection, Tool Abuse, and Data Leakage

Agent Series (13): Agent Security and Defense — Prompt Injection, Tool Abuse, and Data Leakage

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6 min read
Open Source Project of the Day (#86): headroom - A Context Compression Layer for AI Agents, Up to 95% Token Savings

Open Source Project of the Day (#86): headroom - A Context Compression Layer for AI Agents, Up to 95% Token Savings

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7 min read
Open Source Project of the Day (#85): tiktoken - OpenAI's Blazing-Fast BPE Tokenizer

Open Source Project of the Day (#85): tiktoken - OpenAI's Blazing-Fast BPE Tokenizer

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7 min read
Agent Series (12): Agent Evaluation Framework — How Do You Know If Your Agent Is Actually Good?

Agent Series (12): Agent Evaluation Framework — How Do You Know If Your Agent Is Actually Good?

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6 min read
Agent Series (11): A2A Protocol — How Agents Collaborate with Each Other

Agent Series (11): A2A Protocol — How Agents Collaborate with Each Other

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5 min read
Open Source Project of the Day (#84): SkillLens - Microsoft's 'Microscope' for the AI Agent Skill Lifecycle

Open Source Project of the Day (#84): SkillLens - Microsoft's 'Microscope' for the AI Agent Skill Lifecycle

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3 min read
Agent Series (10): MCP Protocol — Standardizing the Tool Ecosystem

Agent Series (10): MCP Protocol — Standardizing the Tool Ecosystem

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6 min read
Open Source Project of the Day (#83): Darwin Skill - A Karpathy-Inspired 'Ratchet' System for Infinite AI Skill Evolution

Open Source Project of the Day (#83): Darwin Skill - A Karpathy-Inspired 'Ratchet' System for Infinite AI Skill Evolution

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3 min read
Agent Series (9): Multi-Agent Architecture Design Patterns — Supervisor vs Pipeline

Agent Series (9): Multi-Agent Architecture Design Patterns — Supervisor vs Pipeline

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5 min read
Open Source Project of the Day (#82): SkillOpt - Training LLM Agent Skills Like Neural Networks

Open Source Project of the Day (#82): SkillOpt - Training LLM Agent Skills Like Neural Networks

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3 min read
Is Your Agent Skill Actually Good? Microsoft's Dual-Paper Deep Dive into Skill Evaluation and Self-Evolving Optimization

Is Your Agent Skill Actually Good? Microsoft's Dual-Paper Deep Dive into Skill Evaluation and Self-Evolving Optimization

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14 min read
Open Source Project of the Day (#81): Recordly - Create Cinema-Grade Demo Videos Without Editing Skills

Open Source Project of the Day (#81): Recordly - Create Cinema-Grade Demo Videos Without Editing Skills

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3 min read
One Open Source Project per Day #80: FreeDomain - Digital Identity for Everyone

One Open Source Project per Day #80: FreeDomain - Digital Identity for Everyone

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3 min read
One Open Source Project per Day #79: Twenty - Defining the Modern Open-Source CRM Alternative to Salesforce

One Open Source Project per Day #79: Twenty - Defining the Modern Open-Source CRM Alternative to Salesforce

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3 min read
Agent Series (8): Context Engineering — Making Every Token Count

Agent Series (8): Context Engineering — Making Every Token Count

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7 min read
Agent Series (7): Knowledge Base Integration — The Right Way for Agents to Use RAG

Agent Series (7): Knowledge Base Integration — The Right Way for Agents to Use RAG

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8 min read
One Open Source Project a Day (No. 78): stop-slop - A Skill File That Teaches AI to Eliminate Its Own Writing Tells

One Open Source Project a Day (No. 78): stop-slop - A Skill File That Teaches AI to Eliminate Its Own Writing Tells

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6 min read
Agent Series (6): Memory Management — Teaching Your Agent to Remember What Matters

Agent Series (6): Memory Management — Teaching Your Agent to Remember What Matters

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9 min read
One Open Source Project a Day (No. 77): notebooklm-py - Turning Google NotebookLM Into a Programmable API, With Claude Code Integration

One Open Source Project a Day (No. 77): notebooklm-py - Turning Google NotebookLM Into a Programmable API, With Claude Code Integration

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7 min read
Agent Series (5): Intent Recognition and Routing — Making Agents Actually Understand Users

Agent Series (5): Intent Recognition and Routing — Making Agents Actually Understand Users

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11 min read
One Open Source Project a Day (No. 76): Knowledge Work Plugins - Anthropic's Official Role-Specialist Plugin Library

One Open Source Project a Day (No. 76): Knowledge Work Plugins - Anthropic's Official Role-Specialist Plugin Library

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7 min read
Agent Series (4): Deep Dive into Tool Calling — The Agent's Hands and Eyes

Agent Series (4): Deep Dive into Tool Calling — The Agent's Hands and Eyes

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9 min read
One Open Source Project a Day (No. 75): Understand Anything - The AI Engine That Turns Any Codebase Into an Explorable Knowledge Graph

One Open Source Project a Day (No. 75): Understand Anything - The AI Engine That Turns Any Codebase Into an Explorable Knowledge Graph

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6 min read
Agent Series (3): Plan-and-Solve — Think First, Then Act

Agent Series (3): Plan-and-Solve — Think First, Then Act

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10 min read
One Open Source Project per Day #74: ai-engineering-from-scratch - Build AI Full-stack Skills from Ground Up

One Open Source Project per Day #74: ai-engineering-from-scratch - Build AI Full-stack Skills from Ground Up

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2 min read
Agent Series (2): ReAct — The Most Important Agent Reasoning Paradigm

Agent Series (2): ReAct — The Most Important Agent Reasoning Paradigm

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11 min read
Open Source Project (No.73): Sub2API - All-in-One Claude/OpenAI/Gemini Subscription-to-API Relay

Open Source Project (No.73): Sub2API - All-in-One Claude/OpenAI/Gemini Subscription-to-API Relay

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4 min read
One Open Source Project a Day (No. 72): Andrej Karpathy Skills — Fix Four Chronic LLM Coding Problems With a Single CLAUDE.md

One Open Source Project a Day (No. 72): Andrej Karpathy Skills — Fix Four Chronic LLM Coding Problems With a Single CLAUDE.md

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8 min read
Building Reliable AI Agents: Harness Engineering and Multi-Agent Architecture in Practice

Building Reliable AI Agents: Harness Engineering and Multi-Agent Architecture in Practice

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10 min read
RAG Series (24): Code RAG — Teaching AI to Understand Your Codebase

RAG Series (24): Code RAG — Teaching AI to Understand Your Codebase

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7 min read
Agent Series (1): What Is an Agent — It's Not Just an LLM That Can Call Tools

Agent Series (1): What Is an Agent — It's Not Just an LLM That Can Call Tools

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9 min read
One Open Source Project a Day (No. 71): CodeGraph — Pre-Index Your Codebase for AI Agents, Save 35% Cost and 70% Tool Calls

One Open Source Project a Day (No. 71): CodeGraph — Pre-Index Your Codebase for AI Agents, Save 35% Cost and 70% Tool Calls

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9 min read
RAG Series (23): Multimodal RAG — Images and Tables Can Be Retrieved Too

RAG Series (23): Multimodal RAG — Images and Tables Can Be Retrieved Too

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7 min read
One Open Source Project a Day (No. 70): Claude Plugins Official — A Complete Tour of Anthropic's Official Claude Code Plugin Ecosystem

One Open Source Project a Day (No. 70): Claude Plugins Official — A Complete Tour of Anthropic's Official Claude Code Plugin Ecosystem

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9 min read
RAG Series (22): Long Context vs RAG — Do We Even Need RAG?

RAG Series (22): Long Context vs RAG — Do We Even Need RAG?

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6 min read
RAG Series (21): Performance Optimization — Faster and Cheaper

RAG Series (21): Performance Optimization — Faster and Cheaper

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7 min read
RAG Series (20): Enterprise RAG Architecture

RAG Series (20): Enterprise RAG Architecture

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6 min read
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