
AI-Generated Code That Passes Tests and Still BreaksCompliance
In a regulated codebase, a passing test suite is not a compliance check. AI writes code that works and violates rules nobody encoded as a test.

In a regulated codebase, a passing test suite is not a compliance check. AI writes code that works and violates rules nobody encoded as a test.

Startups reward competent rule-breakers. Regulated industries change the stakes. The real skill is telling soft rules from load-bearing ones.

Product teams experiment. Most engineering teams still wait for the answer. Closing that gap means using code as a discovery tool.

Hiring your first engineers as a solo technical leader is nothing like hiring at scale. No panels, no second opinion, every hire defines the culture.

Event-driven architecture is a design pattern. Microservices is a deployment topology. You can get decoupling without paying for distribution.

The founding engineer role is three concurrent jobs. Writing code is maybe a third of what determines success. Here is what the rest looks like.

Running multiple SaaS products on one boring stack keeps you shipping instead of paying the novelty tax on every new project.
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