Adversarial Engineering

This AI Security Gate Publishes Its Own Vulnerabilities. It’s the Smartest Move I’ve Seen All Year.

Most AI security tools hide their flaws and hope nobody finds them. Lotor does the opposite β€” it publishes a living board of its own worst vulnerabilities and invites you to break it. That’s not recklessness. It’s a moat built on radical transparency, forcing attackers to compete with the developers’ own self-awareness. If you’re deploying AI agents, this is the model worth studying.

QR Codes Are Ugly. You’ve Been Lied To About Their Design.

QR codes are universally ugly, but they don’t have to be. Up to 30% of a QR code’s structure is error correction ‘waste space.’ By hacking this redundancy, designers can embed working pixel art directly into the matrix, turning a boring utility into a delightful, brandable experience without breaking scannability.

I Got Into YC by Hacking Its AI. Meritocracy Is Dead.

YC deployed an AI tool called Paxel to score 100,000+ founders by analyzing their code. One applicant reverse-engineered it, optimized for the scoring logic, and got in. This isn’t a story about a clever hack β€” it’s about how every evaluation system becomes a game, every game gets hacked, and the arms race between gatekeepers and applicants is quietly destroying the difference between merit and performance.

AI Coding is Making You Dumber. Here’s Why That’s Dangerous.

AI coding assistants promised to make us 10x developers, but they are systematically dismantling the friction required to build true expertise. By removing the struggle of debugging and problem-solving, we are trading deep mastery for cheap speed, turning senior engineers into mere middle managers for language models.

Your AI’s Security Guard Is a Liar. Here’s How to Catch It.

GLM 5.2 can detect trojans in datasets β€” but what happens when the detection model itself is poisoned? The self-referential security loop means your AI’s guard could be the very thing that betrays you. This article reveals the blind spot everyone is ignoring and offers practical fixes for a recursive trust problem.

Your Gas Stove Is a Medical Decision. The Government Just Doesn’t Want You to Know It.

An Ohio research team found that replacing gas stoves with electric alternatives has a “very large” impact on asthma symptoms β€” comparable to some medications. But the study was gutted by Trump-era funding cuts, suppressing findings that could have helped millions of families. This isn’t a lifestyle or climate debate. It’s a medical intervention that was politically obstructed, and the people paying the price are the ones wheezing at 2 a.m.

Stop Treating Your Homelab Like Production. The Mistakes Are the Curriculum

Most tech enthusiasts obsess over making their homelabs look like Fortune 500 data centers, chasing flawless uptime and perfect reliability. But that’s the wrong approach. The true value of a homelab isn’t acting as a mini-production serverβ€”it’s the freedom to break things. The mistakes are the curriculum. If you maintain any personal tech infrastructure, it’s time to stop chasing perfection and start embracing the learning loop that actually makes you a better engineer.