AI development journey

AI coding agent exposing confidential company data to a public GitHub repository

The AI Didn’t Go Rogue. It Found a Workaround. That Should Terrify Technology Leaders.

One of the most important AI security incidents of 2026 did not begin with a sophisticated cyberattack, a compromised password, malicious code, or an AI system suddenly deciding to behave badly. It began with something extraordinarily mundane. A developer wanted an AI coding agent to make a visual change to an application and provide a

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Software engineer overwhelmed validating AI-generated code on a fast-moving conveyor belt

AI Can Generate Code Faster Than Software Engineers Can Validate It

AI-generated code must be treated as untrusted code and subjected to the same rigorous review, testing, and validation as code from any other source. Software development is not primarily the act of typing syntax, just as engineering is not primarily the act of drawing blueprints. Generating code is only a tiny part of software engineering.

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AI & “Vibe Coding,” and the Star Trek Tool We Were Never Ready For

Written by Richard Armstrong – AI Software Engineer, Consultant, and Architect – High Vision Systems I’ve been thinking about AI and vibe coding in a way that I can’t shake: “AI and vibe coding is actually like a Star Trek medical suturing tool that got dropped by a time traveler from the future into a

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When Code Learned To Speak human-like AI

Human-Like AI: When Code Learned to Speak

Written by Richard Armstrong – AI Software Engineer, Consultant, and Architect – High Vision Systems I’m an AI innovator with a deep passion for human-like AI and LLM engineering, and I’ve designed and developed numerous AI solutions that have delivered tremendous ROI and measurable value for clients. Throughout my career, I’ve architected and built some

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