What does AI-first software development mean?

AI participates throughout specification, solution exploration, implementation, testing, documentation and iteration. It does not replace engineering discipline or human accountability. Architecture, security, risk, validation and final decisions remain human responsibilities.

How is the Mishkin Method different from vibe coding?

The Mishkin Method begins with a business outcome, iterates the specification and possible solutions with AI, implements the selected solution at production grade, validates it against users and operational reality, then continues learning after go-live. The goal is serious production software, not disposable generated code.

What does a fractional CTO do?

Fractional CTO leadership provides recurring senior technology leadership without requiring a full-time executive hire. The work can span architecture, priorities, engineering teams, AI adoption, software delivery, modernization and technical risk.

What is the difference between strategic advisory and a delivery engagement?

Strategic advisory is focused help with a consequential technology decision. A delivery engagement is hands-on work around a defined business outcome, with explicit responsibilities, production-grade implementation and validation.

Can Mishkin Enterprises work with an existing engineering team?

Yes. The engagement can complement an existing product or engineering organization through architecture, delivery leadership, AI adoption, modernization or focused technical decision support.

Do you work on legacy software and modernization?

Yes. Modernization work can address legacy systems, manual workflows, fragmented data, integrations and technical debt when those constraints are blocking a business outcome.

Does AI replace developers in the Mishkin Method?

No. AI is used as a force multiplier across the lifecycle. People remain accountable for the system, its architecture, risk, security, validation and operation.