Insights
Practical writing on AI, software delivery, FinTech and digital transformation.
Most AI projects stall between the demo and the day a real user touches the feature. How to plan an AI build around data, integration, and evaluation so it ships.
Insights · 5 min readA POS demo looks fine at 3pm on a Tuesday. The test is Friday at 7pm with forty open tickets. The real build is self-service, the kitchen, and offline mode.
Insights · 5 min readA trading platform is not a chart and a buy button. Order routing, market data, risk, and settlement all have to agree across markets on different clocks.
Insights · 5 min readDistance is the real objection to outsourcing to China. How time zones, language, and process actually work, and what a China-based team needs from you to ship.
Insights · 5 min readA billboard design platform is a production system, not an ad server. Where the real work sits: the artwork pipeline, approval loops, and print-ready exports.
Insights · 5 min readMost requirements docs are 40 pages and still leave the hard questions unanswered. A shorter way to write one a developer can build from, and the parts buyers always forget.
Insights · 5 min readFixed price feels safer until you live through a change order. Time and materials feels open-ended until you see a vague weekly report. How to pick without getting burned.
Insights · 5 min readConnecting two systems is easy on the happy path. The real work is in retries, idempotency, rate limits, and data mapping. Here's where the hours go.
Insights · 5 min readModernizing old software is not a rewrite, it is a phased migration. Here's how to replace pieces, protect the data, and keep the business running.
Insights · 5 min readTwo vendors quote the same build at 3x apart. It's rarely greed. Here's what actually moves custom software cost and how to compare quotes without being a developer.
Insights · 5 min readHiring a dedicated team was the easy part. Here's how to run it: overlap hours, async handoffs, a shared group, and the warning signs to watch in the first 30 days.
Insights · 5 min readMost offshore projects fail in the handoff, not the code. What a China-based team that has shipped 300+ projects for clients in Brazil, South Africa, Singapore, and the US has learned.
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