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⚡ AI Lessons

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Octo Loop Launches: Taking Long-Running Tasks Beyond the Chat Window
A single Agent, a single conversation, a task that wraps up in a few minutes — that experience works...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Beyond Single-Agent Loops: How We Built Multi-Agent Orchestration in Octo
A few weeks ago Boris Cherny, who leads development on Claude Code, mentioned during a talk at...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Multi-Agent Collaboration Hits the Engineering Wall
Single agent capabilities have expanded pretty dramatically over the last year. Tool calling went...

Dev.to · Mininglamp
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
AI Coding Isn't Scary, But a Dozen AIs in One Group Chat Is
Back in July 2026, Hugging Face got hit by an autonomous intrusion launched from an AI model. Tens of...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
We Gave Our AI Agents Employee IDs. Here's Why
After you deploy half a dozen AI agents across a team, something weird happens. Friday afternoon,...

Dev.to · Mininglamp
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Octo: When AI Coding Gets 10x Faster, How We Designed for the Collaboration Gap
AI coding tools have crossed a real threshold in the past year. Cursor and Windsurf count millions of...

Dev.to · Mininglamp
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Mininglamp Opens Registration for WebRetriever Global Challenge — $15,000 Prize Pool
Registration for the WebRetriever Global Challenge is now open. Hosted by Mininglamp Technology, the...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Why Multi-Agent Architectures Beat Single-Agent Setups in Enterprise Deployments
When companies start deploying AI agents, the playbook is usually the same. Buy whatever model tops...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Mininglamp Technology Officially Open-Sources Octo: A New-Generation Platform for Human-AI Agent Collaboration
Today, Mininglamp Technology officially releases Octo — the first open-source, trustworthy Agent...

Dev.to · Mininglamp
🤖 AI Agents & Automation
⚡ AI Lesson
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
3mo 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
3mo 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
3mo 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
3mo 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...
DeepCamp AI