ANAlpesh Nakrani
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The Bitter Lesson, Revisited

Points of View, Volume II

A book by Alpesh Nakrani

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Pages
98
Chapters
11
Format
PDF · 21.0 MB
01/Overview

What's in the book

The second collection. Essays on why general methods keep winning, what survives the next order of magnitude of compute, and the uncomfortable question of which of your hard-won engineering advantages are about to be made irrelevant.

Scale beats cleverness more often than we admit. What that means for the moat you think you’re building.

StrategyResearch
02/Inside the PDF

Table of contents

PDF page
  1. INTIntroduction: The Update That Erased a Year9
  2. 01Seventy Years of Clever People Losing15
  3. 02Scaling Laws in Plain English22
  4. 03The Moat Migration Stack29
  5. 04The Scale Exposure Test36
  6. 05Open Models and the Compression of Frontier Advantage43
  7. 06Data Moats That Survive Scale49
  8. 07Workflow Moats: Where Context Actually Lives56
  9. 08Distribution, Trust, and Compliance as Model-Era Moats63
  10. 09Small Models as Economic Response, Not Ideology70
  11. 10Evals as Taste, Judgment, and Moat77
  12. 11The Capability Shock Response Plan83
  13. ENDConclusion: Build Where Scale Needs You89

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