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.

The practice behind it: Forward Deployed Engineering

The team behind TIP specializes in Forward Deployed Engineering (FDE) — embedding top-tier engineers directly in a client's environment, carrying a system from architecture through production implementation and operation.

TIP exists to publish what that practice teaches, directly — no intermediary layer between what we learn in the field and what we publish.

AIQDD: accelerating AI development without losing quality

When AI agents can rewrite production code directly, ungoverned speed becomes a liability. AIQDD (AI Quality-Driven Development) — machine-readable specs, continuous human review gates, and automated evaluation harnesses — is the framework TIP uses to explain how velocity and correctness can coexist.

IDEAS INTO PRACTICE

Ideas, tools, and perspectives.

Explore the initiatives →

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.