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⚡ AI Lessons

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
7h ago
When Cloud Agent Platforms Pull the Plug, Local Deployment Is the Only Foundation
Two of China's largest AI model platforms, Doubao and Qwen, both tightened restrictions on custom...

Dev.to · Mininglamp
💻 AI-Assisted Coding
⚡ AI Lesson
7h ago
When Your AI Coding Tool Reads Your Code, Where Does It Actually Go
Claude Code restricted access for users in China this week, and around the same time China's Ministry...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
Why Most AI Agents Still Can't Loop — And That's Why AI Apps Haven't Exploded
It's been over three years since ChatGPT launched. Models have gotten dramatically better, dozens of...

Dev.to · Mininglamp
🧠 Large Language Models
⚡ AI Lesson
2d ago
Stop Writing Prompts. Start Writing Loops.
For over a year now most people have used LLMs the same way. Write a prompt, send it, get a response....

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2d ago
Write Loops, Not Prompts: Why AI Agents Work Better When They Iterate
Most people using LLMs are still stuck in prompt mode. You craft a careful instruction, send it off,...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Claude Sonnet 5: What "Most Agentic" Actually Means in Practice
Anthropic shipped Claude Sonnet 5 on June 30. Their framing: "the most agentic Sonnet model yet." If...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Octo: Giving AI Agents a Desk, an Identity, and a Performance Review
Agents are already doing real work. Competitive analysis, code review, documentation drafts. But in...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Building an Identity System for AI Agents: AgentCard and Work Records
Here's a scenario that plays out in engineering teams every day: you spin up a conversation with an...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
AI Agents and Persistent Context: What design.md Teaches Us
A GitHub repository called design.md has been trending recently, accumulating over 1,400 stars. The...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
After MCP, What's the Next Standard Interface for AI Agents?
Model Context Protocol solved a real problem. Before MCP, every tool integration required custom glue...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
When AI Agents Start Working Together: Three Challenges No One Talks About
The trajectory of AI agents over the past two years has been remarkably clear: from single-purpose...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Will AI Agents Replace Programmers?
The question used to be a thought experiment discussed in tech forums between sips of coffee. In...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
NVIDIA and Apple Solved the Hardware. Here's What's Left to Build.
After GTC 2026, one thing is basically settled: the hardware layer for on-device AI is no longer the...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agent Engineering Is No Longer a Research Role. Here's What Changed.
Two years ago, if you searched for "agent developer" job postings, you'd find research positions at...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
What If AI Fact-Checked Your Meetings in Real Time? Inside Meeting-Time AI Skills
Someone says "the contract specifies a 90-day notice period" during a meeting. Nobody pulls up the...

Dev.to · Mininglamp
1mo ago
Apple Silicon's AI Ceiling Is Higher Than You Think
The consensus narrative around Apple Silicon and local AI inference goes something like this:...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
GUI Agents vs RPA: Different Architectures for Different Problems
Desktop automation has reached an inflection point. For two decades, Robotic Process Automation (RPA)...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agent Execution Environments: Cloud Sandbox vs Local GUI vs Hybrid
When teams start building AI agents, most of the early energy goes into prompts, models, and tool...

Dev.to · Mininglamp
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Why On-Device AI Is Quietly Winning Over Cloud Inference — Three Reasons You Didn't See Coming
I noticed something odd a few months ago. Several engineers I respect — people building serious AI...

Dev.to · Mininglamp
1mo ago
The VLA Testing Pipeline in Mano-AFK: When AI Agents QA Their Own Work
AI coding tools have gotten remarkably good at generating code. You describe what you want, and...

Dev.to · Mininglamp
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Three Open-Source Projects That Turn Your Mac Into a Private AI Workstation
The idea of running AI agents entirely on your laptop used to be a joke. A fun thought experiment...

Dev.to · Mininglamp
1mo ago
Agent vs Skill vs MCP vs Tool: The 4-Layer Stack Every AI Developer Should Know
A technical breakdown of the 4-layer AI automation stack—Agent, Skill, MCP, Tool—what each layer does, how they compose, and where the boundaries lie.

Dev.to · Mininglamp
1mo ago
Why One Giant Model Ruling Everything Is a Bad Idea
The AI world is obsessed with scale. But what if connecting many specialized models over the internet is more resilient, auditable, and human-friendly than buil

Dev.to · Mininglamp
🧠 Large Language Models
⚡ AI Lesson
1mo ago
The HN Post That Got 1,700 Upvotes: Local AI Needs to Be the Norm.Why "Local AI" Just Became the Default for Developers
The HN Post That Got 1,700 Upvotes: Local AI Needs to Be the Norm In early 2025, a post...
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