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📰 Dev.to · Charles Wu

21 articles · Updated every 3 hours · View all reads

All Articles 114,437Blog Posts 123,329Tech Tutorials 29,231Research Papers 23,298News 16,955 ⚡ AI Lessons
Nine Seconds, No Backups: An Agent’s “Confession”
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
Nine Seconds, No Backups: An Agent’s “Confession”
The PocketOS story: Cursor, Claude Opus 4.6, Railway — and the gap between “we have evals” and what...
Beyond RAG: Why Knowledge Engineering Becomes the Real Moat in the Agent Era
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
Beyond RAG: Why Knowledge Engineering Becomes the Real Moat in the Agent Era
RAG brings books to the exam. Knowledge Engineering teaches Agents to study. Memory architecture...
I Built a Knowledge Base That Thinks — Inspired by Karpathy’s LLM Wiki
Dev.to · Charles Wu 🧠 Large Language Models ⚡ AI Lesson 2mo ago
I Built a Knowledge Base That Thinks — Inspired by Karpathy’s LLM Wiki
Notes pile up and go stale. This tool updates your knowledge base automatically — inspired by...
Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack
Dev.to · Charles Wu 2mo ago
Building RAG & Knowledge Bases with seekdb: Three Paths, One Stack
The real headache in RAG isn’t retrieval or generation — it’s the layer in between. Where does the...
We Built an Agent That Analyzes Itself — Here’s What We Learned
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
We Built an Agent That Analyzes Itself — Here’s What We Learned
When your Agent’s footprints become team insights, something interesting happens. The...
Token, Harness, OpenClaw, RAG, MCP, Agent — What’s the Difference? One Map Makes It Clear
Dev.to · Charles Wu 🧠 Large Language Models ⚡ AI Lesson 2mo ago
Token, Harness, OpenClaw, RAG, MCP, Agent — What’s the Difference? One Map Makes It Clear
You know these terms alone. Together? They’re confusing. Here’s the map. Ever feel like this —...
Harness Engineering in Practice: Building a 6-Agent System That Runs Itself
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
Harness Engineering in Practice: Building a 6-Agent System That Runs Itself
“Six agents” here means one orchestrator (Zoe) plus five specialist agents. Six ACP coding experts...
Harness Engineering: From AI-Assisted to AI-Driven, What Is Software Engineering Undergoing?
Dev.to · Charles Wu 2mo ago
Harness Engineering: From AI-Assisted to AI-Driven, What Is Software Engineering Undergoing?
What happens when a team ships a million lines of code without writing a single line by...
Your Documentation Has Two Audiences Now (And One Is an AI)
Dev.to · Charles Wu ⚡ AI Lesson 2mo ago
Your Documentation Has Two Audiences Now (And One Is an AI)
Technical documentation’s audience has changed. It’s no longer just engineers reading pages —...
My AI Database Just Got Production-Ready: 3 Features That Changed Everything
Dev.to · Charles Wu 📐 ML Fundamentals ⚡ AI Lesson 2mo ago
My AI Database Just Got Production-Ready: 3 Features That Changed Everything
seekdb 1.2.0 isn’t just another version bump. It’s the difference between “cool prototype”...
Stop Wasting Days on RAG Setup: How uv + pyseekdb Cut Your Development Time by 90%
Dev.to · Charles Wu 2mo ago
Stop Wasting Days on RAG Setup: How uv + pyseekdb Cut Your Development Time by 90%
Stop fighting your tools. Start building. You know the drill. You’ve got a brilliant RAG idea....
I Raised a “Lobster” Assistant: It Burned Tokens, Not Electricity
Dev.to · Charles Wu 🧠 Large Language Models ⚡ AI Lesson 2mo ago
I Raised a “Lobster” Assistant: It Burned Tokens, Not Electricity
Many people treat AI memory as an afterthought. Here’s how to build a memory system that’s selective...
Why OpenClaw Feels More Human the Longer You Use It
Dev.to · Charles Wu 🧠 Large Language Models ⚡ AI Lesson 2mo ago
Why OpenClaw Feels More Human the Longer You Use It
A follow-up to my 9-day Luna story — here’s the actual mechanism. First, how this piece...
CLI Left, Dashboard Right: How to Layer Interfaces in the Agent Era
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
CLI Left, Dashboard Right: How to Layer Interfaces in the Agent Era
Andrej Karpathy recently said on X: 99% of products and services still don’t have an AI-native...
MEMORY.md Every Turn? That’s Noise, Not Memory.
Dev.to · Charles Wu ⚡ AI Lesson 2mo ago
MEMORY.md Every Turn? That’s Noise, Not Memory.
Full context feels safe until it isn’t. Here’s the engineering fork in the road — and real numbers...
9 Days With OpenClaw — She Started Organizing Her Own Memory. I Wasn’t Ready.
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
9 Days With OpenClaw — She Started Organizing Her Own Memory. I Wasn’t Ready.
I left for a few days. When I came back, she’d rewritten her own memory. I almost bought...
CLI Over MCP: Why AI Agents Need a Different Kind of Database Interface
Dev.to · Charles Wu 🤖 AI Agents & Automation ⚡ AI Lesson 3mo ago
CLI Over MCP: Why AI Agents Need a Different Kind of Database Interface
MCP-style tool calling works — but for database tasks, it creates unnecessary back-and-forth. Here’s...