
Running a Full Multi-Stage Intrusion Simulation. Every Detection Fired.
I've been building SHENRON for a while — a polymorphic adversarial simulation framework that...
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I've been building SHENRON for a while — a polymorphic adversarial simulation framework that...

This is Part 2 of an ongoing investigation. Part 1 documented the initial discovery — 8 accounts with...

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 network that cross-follow detection completely missed.

What changed between "here is synthetic telemetry" and "here is what your validation claims to...

How I built SHENRON as a defensive telemetry simulation lab for blue-team validation without shipping...

A post by GnomeMan4201

Most prompt books optimize for better answers. I wanted prompts that fail visibly. Most prompt...

This is a dispatch, not a paper. Notes from the 48 hours after publishing the second-order injection...


This is a dispatch, not a paper. Notes from the 48 hours after publishing the second-order injection...

Second-Order Injection: Attacking the Evaluator in LLM Safety Monitors gnomeman4201 /...

This is part of an ongoing series on drift_orchestrator — an open-source safety library for detecting...

Your drift detector fires. The session looks clean. You roll back anyway. That's the false positive...

TL;DR: AI drift detectors that use embedding distance as their primary signal can be bypassed by...

Most LLM agent frameworks assume model output is either correct or incorrect. A binary. Pass or...

The problem I kept running into Every time I tried to explain how AI personalization...

I don’t have any affiliation with CoderLegion or competing platforms. This is an independent...

Before this post existed, it was a prompt. Before that, a response to a prompt. Before that, a...

Most security incidents aren’t caused by sophisticated attackers. They happen because normal work...

I've cycled through Arch, Kali, Fedora, Ubuntu, macOS, Windows 10/11, and niche distros like Void and...

📌 Missed Part 1? Start here: YouTube Monetization, Speed, and Risks (Part 1) This section continues...


Quick question for the community: Over the past few days, has anyone noticed unusual follower...

TL;DR: I build offensive security frameworks. You build interfaces. Let's make tools that researchers...

zer0DAYSlater is a modular, offline-capable red-team research framework built to simulate advanced...

The Problem Every DEV Writer Faces You publish an article. It gets some views. Maybe a...

What if an AI agent could authenticate itself before taking any action—verifying its own integrity...

There's a particular flavor of email that arrives dressed as opportunity but carries the subtle...

Introduction The modern digital landscape is rife with anecdotes of creators discovering a...

TL;DR Blackglass_Suite is a safe, offline-first research toolkit for generating synthetic adversary...