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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

Workflow Series (02): Design Patterns — Four-Layer Architecture, Three Context Modes, and Approval Gate Design

Workflow Series (02): Design Patterns — Four-Layer Architecture, Three Context Modes, and Approval Gate Design

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6 min read
Open Source Project of the Day (#109): Trellis — Persist Project Specs, Tasks, and Memory Into Your Repository

Open Source Project of the Day (#109): Trellis — Persist Project Specs, Tasks, and Memory Into Your Repository

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7 min read
Open Source Project #108: ai-website-cloner-template — One Command, Parallel Agents, Any Website Reversed into Next.js Code

Open Source Project #108: ai-website-cloner-template — One Command, Parallel Agents, Any Website Reversed into Next.js Code

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9 min read
AI-Native Organizations Aren't About Buying Tools — They're About Making Waiting Disappear

AI-Native Organizations Aren't About Buying Tools — They're About Making Waiting Disappear

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8 min read
Open Source Project #107: page-agent — A Pure-JS GUI Agent for the Browser, No Screenshots, No Plugins, No Backend

Open Source Project #107: page-agent — A Pure-JS GUI Agent for the Browser, No Screenshots, No Plugins, No Backend

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8 min read
Workflow Series (01): Foundations — Three Execution Models and Anthropic's Five Patterns

Workflow Series (01): Foundations — Three Execution Models and Anthropic's Five Patterns

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5 min read
Open Source Project of the Day (#106): android/skills — Google's Official AI Skill Library for Android Development

Open Source Project of the Day (#106): android/skills — Google's Official AI Skill Library for Android Development

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7 min read
Skill Series (05): Skill Workflow Chaining — 4 Patterns, Real Data, Parallel Speedup 1.5x

Skill Series (05): Skill Workflow Chaining — 4 Patterns, Real Data, Parallel Speedup 1.5x

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5 min read
Open Source Project of the Day (#105): hiring-agent — HackerRank Open-Sourced Their Resume Scoring System. How Does Your Resume Score?

Open Source Project of the Day (#105): hiring-agent — HackerRank Open-Sourced Their Resume Scoring System. How Does Your Resume Score?

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7 min read
Skill Series (04): Skill Metrics — L1/L2/L3 Monitoring That Catches Quality Drops Before Users Do

Skill Series (04): Skill Metrics — L1/L2/L3 Monitoring That Catches Quality Drops Before Users Do

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5 min read
Open Source Project of the Day (#104): AgentScope 2.0 — Alibaba's Production-Ready Agent Framework Built Around Model Reasoning

Open Source Project of the Day (#104): AgentScope 2.0 — Alibaba's Production-Ready Agent Framework Built Around Model Reasoning

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7 min read
Skill Series (03): Skill Design Patterns — 5 Patterns That Make Output Predictable

Skill Series (03): Skill Design Patterns — 5 Patterns That Make Output Predictable

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5 min read
Open Source Project of the Day (#103): Voicebox — A Local, Open-Source Alternative to ElevenLabs

Open Source Project of the Day (#103): Voicebox — A Local, Open-Source Alternative to ElevenLabs

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6 min read
Skill Series (02): Skill Security Risks — Three Attack Surfaces, Nine Test Cases

Skill Series (02): Skill Security Risks — Three Attack Surfaces, Nine Test Cases

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5 min read
Open Source Project of the Day (#102): OpenMontage — Turn Your AI Coding Assistant Into a Full Video Production Studio

Open Source Project of the Day (#102): OpenMontage — Turn Your AI Coding Assistant Into a Full Video Production Studio

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6 min read
Skill Series (01): Skill Evaluation — How to Quantify AI Skill Quality

Skill Series (01): Skill Evaluation — How to Quantify AI Skill Quality

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5 min read
Open Source Project #101: Penpot — The Open-Source Design Tool That Speaks CSS Natively

Open Source Project #101: Penpot — The Open-Source Design Tool That Speaks CSS Natively

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8 min read
Four Evolutions of AI Workflow Definition: From Markdown to JS Scripts to Distributed Multi-Agent

Four Evolutions of AI Workflow Definition: From Markdown to JS Scripts to Distributed Multi-Agent

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8 min read
Open Source Project #100: OpenMemory — A Real Cognitive Memory Engine for AI Agents

Open Source Project #100: OpenMemory — A Real Cognitive Memory Engine for AI Agents

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7 min read
Agent Series (23): Web Agent — Giving Your Agent Real Eyes on the Internet

Agent Series (23): Web Agent — Giving Your Agent Real Eyes on the Internet

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7 min read
Open Source Project of the Day (#99): codebase-memory-mcp — A Knowledge Graph That Gives AI Agents Structural Memory of Your Codebase

Open Source Project of the Day (#99): codebase-memory-mcp — A Knowledge Graph That Gives AI Agents Structural Memory of Your Codebase

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7 min read
Agent Series (22): Context Engineering Deep Dive — Quantifying Three Context Management Strategies

Agent Series (22): Context Engineering Deep Dive — Quantifying Three Context Management Strategies

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6 min read
pen Source Project of the Day (#98): Zvec — Alibaba's Embedded Vector Database, the SQLite of Vector Search

pen Source Project of the Day (#98): Zvec — Alibaba's Embedded Vector Database, the SQLite of Vector Search

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7 min read
Agent Series (21): Harness Testing — 45 Tests, How They're Designed, and What Bugs They Found

Agent Series (21): Harness Testing — 45 Tests, How They're Designed, and What Bugs They Found

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6 min read
Open Source Project of the Day (#97): EchoBird — One App to Install, Configure, and Run All Your AI Tools

Open Source Project of the Day (#97): EchoBird — One App to Install, Configure, and Run All Your AI Tools

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6 min read
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
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