TIP

ABOUT

About TIP

Making technology more interesting, with AI. TIP is a technology media reading AI-era technology and companies through an engineer/architect lens.

Mission

To make increasingly complex technology topics accessible without losing precision. Across articles, manga, and research, TIP explains the present state of AI, cloud, security, and software development from a practitioner's point of view.

Editorial approach

TIP is an independent technology media publication covering AI, cloud, security, and software development. In fast-moving fields, we compare primary sources, technical documentation, and implementation or validation results rather than drawing conclusions from announcements alone.

We make specialist topics approachable without losing their context or precision. Across articles, manga, and research, we distinguish fact from interpretation and aim to make the supporting evidence traceable.

AIQSE: defining correctness as a triangle

When AI agents can rewrite production code directly, leaving "correctness" implicit in a specification stops being governable. AIQSE (AI Quality-driven Software Engineering) is the proposal TIP uses as its editorial reference: correctness is defined by a triangle of Specification, Quality, and Verification, with code demoted to disposable, regenerable interior. Verification must stay independent of the implementation it judges, and autonomy may advance only as fast as verification strengthens — the two rules TIP returns to when explaining how velocity and correctness can coexist.

IDEAS INTO PRACTICE

Ideas, tools, and perspectives.

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Frameworks and security tools developed and shared by Masahiro Nakatsugawa, alongside his writing in English.

Operated by n.p.minerva & Co.

Technology media for engineers and architects in the AI era.