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Product engineering guides from Nicholas Howell and Full Stack Technologies on software scope, AI code review, and codebase rescue.

Practical guides to building and improving software

Product engineering guides from Nicholas Howell and Full Stack Technologies on software scope, AI code review, and codebase rescue.

For founders and small engineering teams

These guides help you make decisions before and during a software engagement: what to build first, what to check before release, and when an existing application needs repair. Each guide connects the decision to examples you can explore in this workspace.

Build with Claude Code and Codex

Follow the AI-assisted delivery lifecycle, understand the engineering and design roles, compare team models, and use prompts for the stage you are in.

Plan a first release

A practical guide for founders: choose one user journey, define acceptance criteria, and expose dependencies before committing to a software build.

Review AI-assisted work

A practical review checklist for AI-assisted software: trace the user journey, check authorization and data writes, test failure paths, and plan recovery.

Make an existing application easier to change

Decide whether to repair, replace a component, or rewrite an application by examining user impact, data risk, and the next required change.

Put the guidance to work

If a guide describes the problem in front of you, bring a short account of your product, current constraints, and the outcome you need.

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