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Notes from
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Practical guides on shipping web, mobile and AI products — written by the people who build them.

Chalkboard plan for shipping an AI feature in 14 days: scope, ground, flag, and ship

How to ship your first AI feature in 14 days — without rebuilding your product.

A step-by-step sprint plan we use with clients: pick the right use case, ground the model in your data, ship behind a flag and measure what matters.

MAMujtaba Asif·22 Sep 2026·

Chalkboard comparing a website and a native app

Next.js vs. a native app: what should you build first?

M Jhanzaib·8 min read

Chalkboard MVP scope checklist split into must, should, and later

The MVP scope checklist we use on every project

Victoria Hayes·5 min read

Latest articles

9 ARTICLES

Chalkboard comparing RAG retrieval with fine-tuning

RAG vs. fine-tuning: which does your product actually need?

M Jhanzaib·7 min read

Chalkboard of Core Web Vitals 2026 with LCP, INP, and CLS gauges

Core Web Vitals in 2026: the fixes that still matter

Mujtaba Asif·9 min read

Chalkboard titled dashboards people use, with one circled number

Designing dashboards people actually use

Victoria Hayes·6 min read

Chalkboard checklist for technical SEO on Next.js

Technical SEO for Next.js: a practical checklist

M Usman·8 min read

Chalkboard of support in 12 languages around a globe

Inside NeuroDesk AI: scaling support to 12 languages

Mujtaba Asif·10 min read

Chalkboard of an offline-first app saving locally, then syncing

Offline-first mobile apps with React Native

M Jhanzaib·7 min read