Security & Code Review

Code security, data boundaries, and human review — every concern, answered.

Security is a non-negotiable. Each concern below is answered directly; where the honest answer is "we accept this risk," we say that.

Nothing in this approach asks anyone to relax a security standard. The design is built around these concerns — most of them are the reason the architecture looks the way it does.

Objections & Answers

Every objection, doubt, and risk raised during the strategy formulation — answered directly.

Reliability, Quality & Capability

Does AI work well enough? The honest answer to every accuracy and quality concern.

Security & Code Review

Closed-source VisiCore code and public models

Every line of AI-generated code requires human review

Review is a bottleneck — a human can only review so much

Prompt injection risk, especially with messaging apps connected

AI-pulled library versions and provenance

Anything in the cloud can be breached eventually

Preventing replication of our capabilities

Shadow AI and unauthorized-AI risk inside customer enterprises

Agentic AI requires governance at runtime, not just policy slides