Articles
Long-form writing on tech, culture, and the edges of the internet.
135 Million Records Behind One Perimeter
McGraw Hill's 135 million account exposure proves edtech identity was classified low-risk while attackers priced it as inventory.
Apple isn't competing with OpenAI
Apple's AI strategy is a silicon bet, not a model race. The real architecture question is where inference runs - and who controls the hardware lane.
Claude Desktop installs silent macOS persistence
macOS grants signed apps install-time trust, then stops validating. Persistence lives in that gap. The trust model is the exposure.
Forage simulation maps your broken controls
The Mastercard Forage cybersecurity simulation surfaces the same enforcement drift red teamers exploit in mature security programs. Operator breakdown.
Microsoft ships emergency ASP.NET patch
Microsoft's emergency ASP.NET patch exposes framework-level trust inheritance. Verify by version check, not deployment logs, to close the window.
Model Output Crossed the Trust Boundary Unchallenged
Model output crossing an integration boundary without verification becomes operational truth. The failure is on the consumer side, not the producer.
OAuth ate your secrets
The Vercel OAuth breach shows environment variables are not protected by location, only by the identity assertion placed in front of them.
Recruiters filtered out the operators who can actually breach
Why most pentesters fail within ninety days: identity reasoning, EDR evasion, and control bypass sit outside the certifications they trained on.
Rockstar's snowflake boundary failed
The price sheet on your zero-day
Zero-days aren't disappearing. The underground exploit market matured, pricing is structured, and weaponization speed has compressed the defender's reaction window.
The Roblox cheat never touched Roblox
How a Roblox cheat turned into a Vercel supply chain compromise - stealer to stolen token to dependency confusion to persistent build-pipeline access.
Vercel hands attackers your build pipeline
Technical IR playbook for a Vercel CI/CD compromise: attack chain, MITRE ATT&CK mapping, telemetry gaps, containment sequence, and residual exposure.