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Notes from the build room.
Honest reports about the systems we build, the assumptions we break, and the lessons that only appear after software meets reality.
How to scope custom software without pretending every answer is known
A practical way to turn business outcomes, workflows, risks, and unknowns into a software scope that can survive contact with reality.
Previous field notes
Build an AI-ready data foundation before buying an AI feature
AI projects rarely fail because the model is not impressive. They fail because ownership, data quality, evaluation, and operational feedback were never designed.
From spreadsheet chaos to an operational system people trust
The difficult part of replacing spreadsheets is not rebuilding cells in a browser. It is preserving the exceptions, ownership, and decisions hidden inside them.
How to build internal software people actually use
Internal tools succeed when they reduce decisions, respect real permissions, and make the common path faster than the workaround employees already know.
Should you rebuild or modernize a legacy system?
A framework for choosing between a rewrite, incremental modernization, and leaving a stable system alone-based on business risk rather than technical fashion.
Why we stopped using microservices for early-stage startups
A deep dive into the massive architectural debt caused by premature optimization, and why the majestic monolith is almost always the right answer before product-market fit.
How we cut a client's AWS infrastructure costs by 60%
Reviewing standard SaaS bloat, migrating away from managed relational endpoints, and fixing infinite un-cached read loops that scale linearly with user counts.
What you must ask a software agency before signing a $50k contract
Don't fall for flashy pitch decks. Here are the 5 highly technical questions that will instantly expose an agency that outsources or copy-pastes boilerplate code.