The threat isn't buggy code anymore

Old security bugs were line-by-line code flaws — SQL injections, insecure functions. AI is actually good at catching those in the pipeline. That threat is shrinking.

The new threat is architectural. The wrong database permissions at initialization. A compromised package pulled in as a default dependency. An insecure API exposure pattern chosen because the model defaulted to it. These are invisible in the code — they live in the structure around the code, decided before any scanner runs.

Inside every enterprise, a new class of builder has emerged — ops managers, analysts, PMs — shipping internal tools with AI coding agents on company infrastructure. Security teams have governance for engineers. They have no governance model for these builders.

Individual vibe coders face the same problem without even knowing it. In March 2025, the liteLLM PyPi package was compromised — a supply chain attack baked in at initialization. A professional engineer knows what that means. Most builders never will.

SentryStack sits at the moment risk is introduced — initialization time, before code exists — and enforces secure decisions automatically. For individual builders, it means shipping without security expertise. For enterprises, it means a governance control plane for AI-native internal development.

Build fast. Ship safe.