Adversarial Engineering

Stop Waiting for Onboarding. The Real Startup Moat Is Information Theft.

Walking into an AI startup with no onboarding, no docs, and no instructions is terrifying. But your technical skills won’t save you. The real moat is building an internal information monopoly: knowing what the competition can’t do, which configurations are broken, and who holds the keys. Stop waiting for context and start stealing it.

Stop Obsessing Over AXI Protocol Features. This Is What Actually Kills Your Chip.

The AXI protocol’s flexibility is a trap for engineers who focus on features instead of verification. The real difference between a chip that ships and one that fails silently isn’t your knowledge of the spec β€” it’s whether you leveraged open-source verification infrastructure like PULP Platform’s AXI repository. The spec tells you what’s legal. The verification infrastructure tells you what actually works.

The CVE System Is Breaking. And It’s Not Because of Hackers.

A hallucinated SQLite vulnerability received a critical CVE, exposing a fatal flaw in vulnerability management. AI-generated noise is drowning out real threats, forcing security teams to waste resources on ghosts. The system designed to protect us is breakingβ€”not because of hackers, but because we trust automation without verification. It’s time to question every CVE source.

The ‘Dead’ Operating System Nobody Uses Is Quietly Shaping Your Future

9front just released a new version tagged ‘This Was Supposed to Be Fun.’ Most people see a hobby OS with a vanishingly small user base. But the radical ideas embedded in its DNA β€” unified namespace, the 9P protocol β€” are quietly powering the container filesystems and distributed storage you use every day. The most dangerous ideas in computing don’t come from corporate keynotes. They come from basements where nobody’s watching.

AI Alignment Isn’t a Tech Problem. It’s a Trap. This Game Proves It.

A former banker with no game dev experience spent six weeks building a strategy game that does what a thousand academic papers couldn’t: it makes you feel the AI alignment problem in your gut. The uncomfortable revelation? Alignment isn’t a technical puzzle waiting for a clever solution. It’s a rigged game where every move toward safety reduces utility, every move toward capability increases risk, and the only winning strategy might be to stop building the thing entirely.