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⚡ AI Lessons

Dev.to · Kerry Kier
📐 ML Fundamentals
⚡ AI Lesson
3d ago
Your Dataset Loader Is Safe Now. Your Dataset Parser Might Not Be.
Until mid-2024, this line could execute arbitrary Python from a stranger's repository: from...

Dev.to · Kerry Kier
🔐 Cybersecurity
⚡ AI Lesson
1w ago
AI Worked Both Sides of the Security Ledger This Week. Here's What to Actually Run
Two of the zero-days Microsoft patched on July 14 are being exploited right now. Here is the...

Dev.to · Kerry Kier
🏗️ Systems Design & Architecture
⚡ AI Lesson
1w ago
Four Instances, Two Data Centers, One Bug: When Redundancy Isn't Independence
Four instances of the core service. Two physically separate data centers. And a single...

Dev.to · Kerry Kier
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Vibe Coding Isn't the Problem. Not Understanding the Stack Is.
Here is a config an AI coding tool handed me, barely changed: DATABASE_URL =...

Dev.to · Kerry Kier
⚡ AI Lesson
1mo ago
Why Exact-Match Search Fails at Config Audits (and What Supernet Overlap Found)
Here is a problem that looks like string matching and is not: you have a carrier circuit inventory --...

Dev.to · Kerry Kier
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
AI Guardrails for a Teen Discord Server: The Code Around the Model Call
I built a Discord bot that gives my thirteen-year-old and a few of her friends an AI assistant they...

Dev.to · Kerry Kier
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
WhatsApp's Encryption Stack: What It Covers, What It Doesn't, and What a Federal Agent Spent 10 Months Investigating
WhatsApp uses the Signal Protocol for message encryption. The protocol is solid -- Double Ratchet...

Dev.to · Kerry Kier
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Your Patch SLA Was Written for a Different World
Here is what May 2026 looked like if you run infrastructure with any meaningful Microsoft, Palo Alto,...

Dev.to · Kerry Kier
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
The Week the Toolchain Became the Kill Chain
Three incidents landed in five days this week. Different attack surfaces, different techniques,...

Dev.to · Kerry Kier
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Instructure Got Breached Again. Here's What Your Canvas Integration Stack Inherited.
The Failure Pattern On April 30, tools depending on Canvas API keys started failing...

Dev.to · Kerry Kier
🏗️ Systems Design & Architecture
⚡ AI Lesson
2mo ago
Beyond the Hype: The 2026 Systems Engineering Realignment (and what it means for your stack)
Something shifted in the last ninety days. While the headlines talk about 1.9% tech growth, those of...

Dev.to · Kerry Kier
🔍 RAG & Vector Search
⚡ AI Lesson
3mo ago
I Built a Guardrailed, RAG-Powered AI Workspace for My Autistic Teenager. Here's What Actually Broke.
My daughter is 13 and autistic. She needs homework help at 9pm sometimes. Every AI tool I looked at...
DeepCamp AI