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AI Engineering

Why I Still Read Research Papers Every Morning

YP
Yash K. Patel
22 Mar 2026 · 12 min read · 12 views

A defense of the practice of reading hard things daily, even when they seem irrelevant.

A defense of the practice of reading hard things daily, even when they seem irrelevant.

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.

TAGGED: #Research