
We Had This Argument in 1995: Restricting Cybersecurity AI Is a Losing Game
Gated cyber models may buy defenders time, but history suggests the advantage will not last.

Gated cyber models may buy defenders time, but history suggests the advantage will not last.

When machines master the ordinary, humans are freed to pursue the extraordinary. From photography to AI music to vibe coding, the same pattern repeats.

AI coding tools and autonomous agents are shipping faster than the guardrails meant to govern them. Here is where the risks are and what thoughtful adoption looks like.

If frontier AI access is restricted for security reasons, the criteria should be narrow, reviewable and available to public-interest institutions.

The AI debate keeps collapsing into hype, panic, and lazy binaries. The real issues are truth, work, power, and governance.

A practical guide to running AI coding agents safely and efficiently in a monorepo, including the wins, the configuration changes, and the common failure modes.

A practical walkthrough of using Server-Sent Events to stream an AI response from your server to a browser client without exposing API keys.

Engineers judge AI coding differently because its value depends on tests, review capacity, code ownership and how teams develop technical skill.