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⚡ AI Lessons

Dev.to · Nic Lydon
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
The Confabulation Cascade: When Your Agent Learns Nothing From Its Own Mistakes
My infrastructure analyst agent was stuck in a loop I didn’t have a name for yet. It would write a...

Dev.to · Nic Lydon
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
The Drift from Chat to Backlog: How My AI Task Planning Evolved Over Three Months
Three months ago, my entire task-management system was a chat window I'd lose when the tab closed....

Dev.to · Nic Lydon
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
My agent swarm had a productive night. My pipeline lied about it.
I gave a Grok CLI agent swarm one instruction around 1am and went to bed. By 5:30 it had closed 37...

Dev.to · Nic Lydon
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
GitHub Got Breached Through a VS Code Extension. MCP Servers Are Next.
Yesterday, GitHub said it had detected and contained a compromise of an employee device involving a...

Dev.to · Nic Lydon
⚡ AI Lesson
2mo ago
Capture the Reasoning Path, Not the Final State
Two files, one discipline, and a measured 10-13% of my Claude Code budget. A while back, mid-session...

Dev.to · Nic Lydon
2mo ago
Codex Chronicle was paying for every frame.
I built a four-sensor Gemma 4 replacement on a Mac mini. For about a week I had OpenAI’s...

Dev.to · Nic Lydon
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
I Wrote an MCP Server for My 3D Printer
I’m writing this on a Sunday afternoon. The 3D printer on my kitchen counter has been printing for 19...

Dev.to · Nic Lydon
⚡ AI Lesson
2mo ago
Vibe Coding Is to Software Development as Desire Paths Are to City Planning
I'm not a software developer. I'm the building inspector watching people pave their own paths through...

Dev.to · Nic Lydon
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I Put Gemma 4 Behind My Homelab AI Gateway. This Is the Beginning.
Most model experiments start with a notebook, a benchmark script, or a quick API call. This one...

Dev.to · Nic Lydon
2mo ago
I Audited My AI Agents and Found That Most of Their Reasoning Wasn’t Observable
I run a personal AI platform with eight active agents, dozens of processors, and a fully self-hosted...

Dev.to · Nic Lydon
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
It’s Not Just the College Kids
Sam Altman told a Sequoia Capital audience that older people use ChatGPT like Google, millennials use...

Dev.to · Nic Lydon
🧠 Large Language Models
⚡ AI Lesson
2mo ago
I Trained an LLM on 75K of My Own Messages So It Would Stop Writing Like a Chatbot
Frontier LLMs are good at figuring out what to say. They're bad at saying it the way you would. I've...

Dev.to · Nic Lydon
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
I Built a Personal Knowledge Graph. Apple Had Already Built One on My Laptop.
I've been building a system called Nexus for the past few months. It's a personal data platform: 54...

Dev.to · Nic Lydon
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
Building a Skills Updater Pipeline for AI Platforms
I turned 1,870 JSONL files into six new user-level skills for my AI platform in a single session....
DeepCamp AI