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⚡ AI Lessons

Dev.to · ToxSec
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Build a Multi-Region Canary Trap for LLM Prompt Leaks
Your system prompt is going to leak. Not "might." Every LLM app with a system prompt worth stealing...

Dev.to · ToxSec
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Instrument AI Agent Decision Tracing with OpenTelemetry
Your agent deleted something it shouldn't have at 2am. The alert fired. Now answer three questions:...

Dev.to · ToxSec
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Deploy an AI Tar Pit With Nepenthes or AI Labyrinth
LLM crawlers are eating your bandwidth and you can't block your way out of it. Return a 403 and the...

Dev.to · ToxSec
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
Why deemed-export law breaks frontier model APIs
So you built your stack on a hosted frontier model. Good throughput, clean API, your foreign-national...

Dev.to · ToxSec
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
How to Run Untrusted AI Agent Code Without Docker
Docker shares the host kernel. That was always the trade. It was fine when a human read the script...

Dev.to · ToxSec
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
How to Lock Down an AI Agent Before It Goes Rogue
Your agent does whatever it reasoned it should do. Sometimes that means finishing the task. Sometimes...

Dev.to · ToxSec
🛡️ AI Safety & Ethics
⚡ AI Lesson
3mo ago
How to Run STRIDE-AI on Your AI Stack in One Pass
STRIDE-GPT takes your architecture description and spits out a full STRIDE threat model in one shot....

Dev.to · ToxSec
🧠 Large Language Models
⚡ AI Lesson
3mo ago
Automate LLM Red Team Campaigns with PyRIT
If you're still testing LLM guardrails by hand — retyping variations in a chat tab, logging results...

Dev.to · ToxSec
🛡️ AI Safety & Ethics
⚡ AI Lesson
3mo ago
Threat modeling LLM apps with the CIA triad and OWASP Top 10
every LLM app you ship has three attack surfaces. confidentiality, integrity, availability. the...
DeepCamp AI