12.8 Keeping up without drowning
You have a sustainable, filtered information diet.
Before:08. Large Language Models
The field moves faster than anyone can read, so the skill is filtration: the three-pass paper-reading method, a small set of trusted sources, and reproducing one result a month to keep learning concrete. It closes the frontier module with sustainability. The treadmill is the trap — following every announcement produces anxious familiarity with headlines and depth in nothing, and depth is the only part that compounds.
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How to read a paper in three passes
Reading a paper in passes, from title and figures to full detail, so you can abandon it early when it is not relevant. This is the technique that makes wide reading affordable.
arXiv, conference proceedings, and what to ignore
Where research appears, which venues are worth attention, and how much of the daily flow can be safely ignored. Most of it can.
Reproducing one result per month
Reproducing one result properly teaches more than reading fifty summaries. It is also the habit that reveals which papers were worth reading.
Choosing depth over feed velocity
A slow, deep information diet beats a fast, shallow one, and the feeling of falling behind is not evidence of falling behind. This item is permission to read less and understand more.
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