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📰 Dev.to · WonderLab

54 articles · Updated every 3 hours · View all reads

All Articles 114,545Blog Posts 123,413Tech Tutorials 29,261Research Papers 23,479News 16,958 ⚡ AI Lessons
Skill Series (01): Skill Evaluation — How to Quantify AI Skill Quality
Dev.to · WonderLab 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Skill Series (01): Skill Evaluation — How to Quantify AI Skill Quality
The Two-Layer Problem Standard software testing has one layer: did the code produce the...
Open Source Project #101: Penpot — The Open-Source Design Tool That Speaks CSS Natively
Dev.to · WonderLab 🖌️ UI/UX Design ⚡ AI Lesson 2w ago
Open Source Project #101: Penpot — The Open-Source Design Tool That Speaks CSS Natively
Introduction "Figma's problem isn't that it lacks features. It's that your design data...
Open Source Project #100: OpenMemory — A Real Cognitive Memory Engine for AI Agents
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Open Source Project #100: OpenMemory — A Real Cognitive Memory Engine for AI Agents
Introduction "A vector database remembers what was said. OpenMemory remembers what it...
Agent Series (22): Context Engineering Deep Dive — Quantifying Three Context Management Strategies
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agent Series (22): Context Engineering Deep Dive — Quantifying Three Context Management Strategies
The Linear Cost Problem Agents aren't stateless API calls — they need to remember...
Agent Series (20): Harness in Production — From Single File to Reusable Package
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Agent Series (20): Harness in Production — From Single File to Reusable Package
From Demo Code to a Reusable Package Article 19 used a 900-line harness_full_demo.py to...
Agent Series (19): Harness Engineering — Complete 8-Layer Framework
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Agent Series (19): Harness Engineering — Complete 8-Layer Framework
From Five Elements to Eight Layers Article 17 introduced the five Harness elements: Action...
Agent Series (17): Harness Engineering — Putting a Safety Harness on an Autonomous Agent
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (17): Harness Engineering — Putting a Safety Harness on an Autonomous Agent
The More Autonomous, the More Dangerous An agent can read files, write code, call APIs,...
Agent Series (14): Agent Observability — Tracing Every Decision, Making the Black Box Transparent
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (14): Agent Observability — Tracing Every Decision, Making the Black Box Transparent
The Agent Black Box You send a request to your Agent. Six seconds later, you get an...
Open Source Project of the Day (#87): BaiLongma - Equipping LLMs with 'Proactive Consciousness' and Initiating the ACI Era for Agents
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Open Source Project of the Day (#87): BaiLongma - Equipping LLMs with 'Proactive Consciousness' and Initiating the ACI Era for Agents
Introduction \"Most agents wait for instructions; BaiLongma thinks for itself.\" This...
Agent Series (9): Multi-Agent Architecture Design Patterns — Supervisor vs Pipeline
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (9): Multi-Agent Architecture Design Patterns — Supervisor vs Pipeline
When One Agent Isn't Enough The previous eight articles built single-agent systems: one...
Open Source Project of the Day (#82): SkillOpt - Training LLM Agent Skills Like Neural Networks
Dev.to · WonderLab 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Open Source Project of the Day (#82): SkillOpt - Training LLM Agent Skills Like Neural Networks
Introduction "Instead of constantly tweaking model weights, why not just teach the Agent...
One Open Source Project per Day #79: Twenty - Defining the Modern Open-Source CRM Alternative to Salesforce
Dev.to · WonderLab ⚡ AI Lesson 1mo ago
One Open Source Project per Day #79: Twenty - Defining the Modern Open-Source CRM Alternative to Salesforce
Introduction "CRM should not be a heavy, closed, and expensive black box." This is the...
Agent Series (6): Memory Management — Teaching Your Agent to Remember What Matters
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (6): Memory Management — Teaching Your Agent to Remember What Matters
Memory: Turning an Agent from a "Tool" into an "Assistant" An Agent without memory starts...
One Open Source Project a Day (No. 77): notebooklm-py - Turning Google NotebookLM Into a Programmable API, With Claude Code Integration
Dev.to · WonderLab 🧠 Large Language Models ⚡ AI Lesson 1mo ago
One Open Source Project a Day (No. 77): notebooklm-py - Turning Google NotebookLM Into a Programmable API, With Claude Code Integration
Introduction "AI needs to know where it learned something from." This is the 77th...
Agent Series (5): Intent Recognition and Routing — Making Agents Actually Understand Users
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (5): Intent Recognition and Routing — Making Agents Actually Understand Users
Why Does an Agent Need Intent Recognition? The intuitive approach is to just hand user...
Agent Series (4): Deep Dive into Tool Calling — The Agent's Hands and Eyes
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (4): Deep Dive into Tool Calling — The Agent's Hands and Eyes
Tools Are the Agent's Hands and Eyes The previous three articles covered the thinking...
Agent Series (3): Plan-and-Solve — Think First, Then Act
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (3): Plan-and-Solve — Think First, Then Act
Where Does ReAct Hit a Wall? The previous article established ReAct's greedy strategy —...
One Open Source Project a Day (No. 72): Andrej Karpathy Skills — Fix Four Chronic LLM Coding Problems With a Single CLAUDE.md
Dev.to · WonderLab 🧠 Large Language Models ⚡ AI Lesson 1mo ago
One Open Source Project a Day (No. 72): Andrej Karpathy Skills — Fix Four Chronic LLM Coding Problems With a Single CLAUDE.md
Introduction "LLMs excel at looping until they meet specific goals — so provide success...
Agent Series (1): What Is an Agent — It's Not Just an LLM That Can Call Tools
Dev.to · WonderLab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Series (1): What Is an Agent — It's Not Just an LLM That Can Call Tools
You Think You're Using an Agent. You're Not. In 2023, "AI Agent" became a buzzword...
RAG Series (15): CRAG — Self-Correcting When Retrieval Falls Short
Dev.to · WonderLab 🔍 RAG & Vector Search ⚡ AI Lesson 1mo ago
RAG Series (15): CRAG — Self-Correcting When Retrieval Falls Short
The Knowledge Base Boundary Problem Previous articles optimized retrieval quality — better...