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⚡ AI Lessons

Dev.to · GnomeMan4201
1mo ago
Two Doors Into the Same Room
The Destruction Side: Phrack Magazine Phrack is a self‑published hacker zine founded in...

Dev.to · GnomeMan4201
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Found 897 Fake Followers on DEV.to. Here's How I Proved It.
A full technical audit of a coordinated follower inflation network — methodology, findings, and a...

Dev.to · GnomeMan4201
1mo ago
Running a Full Multi-Stage Intrusion Simulation. Every Detection Fired.
I've been building SHENRON for a while — a polymorphic adversarial simulation framework that...

Dev.to · GnomeMan4201
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
Found a Second Layer to a GitHub Follow Botnet?
This is Parts 2 of an ongoing investigation. Part 1 documented the initial discovery — 8 accounts...

Dev.to · GnomeMan4201
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
Found a Coordinated GitHub Follow Botnet Hiding in My Followers?
Eight accounts, six years of creation dates, following counts within a range of 25. Here's how following-list overlap analysis exposed a coordinated inauthentic

Dev.to · GnomeMan4201
1mo ago
SHENRON v0.3.3: From Telemetry Generator to Blue-Team Reasoning Instrument
What changed between "here is synthetic telemetry" and "here is what your validation claims to...

Dev.to · GnomeMan4201
1mo ago
Observable Adversarial Behavior, Not Portable Adversarial Procedure
How I built SHENRON as a defensive telemetry simulation lab for blue-team validation without shipping...

Dev.to · GnomeMan4201
1mo ago
What AI failure made you better at your actual work?
A post by GnomeMan4201

Dev.to · GnomeMan4201
1mo ago
Prompting Is Not Magic. It Is Control.
Most prompt books optimize for better answers. I wanted prompts that fail visibly. Most prompt...

Dev.to · GnomeMan4201
🧠 Large Language Models
⚡ AI Lesson
2mo ago
48 Hours After Publishing: Second-Order Injection Field Notes
This is a dispatch, not a paper. Notes from the 48 hours after publishing the second-order injection...

Dev.to · GnomeMan4201
2mo ago
48 Hours After Publishing: Second-Order Injection Field Notes
This is a dispatch, not a paper. Notes from the 48 hours after publishing the second-order injection...

Dev.to · GnomeMan4201
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Second-Order Injection: Attacking the Evaluator in LLM Safety Monitors
Abstract LLM-based safety monitors share a structural vulnerability: the evaluator reads...

Dev.to · GnomeMan4201
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I Built a Policy Drift Detector for LLM Agents. Here's What Four Versions Taught Me.
This is part of an ongoing series on drift_orchestrator — an open-source safety library for detecting...

Dev.to · GnomeMan4201
2mo ago
The Dual-Signal Governor: A Control-Plane Pattern for Drift-Aware Systems
Your drift detector fires. The session looks clean. You roll back anyway. That's the false positive...

Dev.to · GnomeMan4201
3mo ago
Drift Artifact: A Method for Writing That Performs Its Own Argument
The problem I kept running into Every time I tried to explain how AI personalization...
DeepCamp AI