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Generative AI
The Quiet Death of "Just Use ChatGPT"
YP
Yash K. Patel
26 Apr 2026 · 7 min read · 13 views
Why most production AI work is not about the model — and what actually moves the needle.
Why most production AI work is not about the model — and what actually moves the needle.
The Setup
Every engineering decision starts with a context. In the last six months, I have shipped systems where the obvious answer turned out to be exactly wrong — and where the unintuitive choice quietly outperformed for months.
The Core Insight
What follows is not a rulebook. It is a list of failure modes I have walked into so you do not have to.
1. The Cheap Win
Most teams over-engineer the model and under-engineer the data pipeline. Reverse that ratio.
2. The Slow Win
The systems that win in production are the ones that fail gracefully — not the ones that have the lowest benchmark error.
More on this in the next post.