Notes from production

Tactical writing for founders building AI products. What we learn shipping marketing, healthtech, and fintech systems, written down while it is fresh.

Why we stopped selling fixed-price MVPs

Why we stopped selling fixed-price MVPs A fixed price sounds like the client carrying less risk. It is usually the opposite. What a fixed price actually does is move every disagreement about scope fro

Tayyab Hanif4 min read7 Sep 2026

Why AI Pilots Fail to Reach Production

The Seven-Gate Readiness Framework An AI pilot can generate convincing outputs, win executive approval and still be nowhere near production. The reason is simple: a pilot usually validates whether a

Robust Devs17 min read29 Jun 2026

The Surprising Origins of Modern Web Technology

Most development teams treat technical debt like a credit card they never intend to pay off. We see it happen when speed becomes the only metric that matters during a development cycle. Taking shortcu

Robust Devs10 min read31 Dec 2025

Modern Standards for Commercial Real Estate Web Design

Most startups believe they have a scaling problem when they have an architecture problem. We see many founders rush to add more servers or complex tools before their application structure is ready for

Robust Devs10 min read30 Dec 2025

Step-by-Step Guide to MVP Development for Startups

Building a startup is exciting, but it can also feel overwhelming. With countless ideas buzzing around and limited resources to execute them, how do you ensure that your product resonates with your ta

Tayyab Hanif7 min read7 Feb 2025
Writing desk with notebook

Tactical writing from the engineers who shipped it

Every article on this blog is written by someone who built the thing; not a content marketer reading docs. Real lessons from production, written down while they are still fresh.

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