Aktagon Signals AI-generated & human-reviewed
tags

Computational-Methods

Sep 18 www.incompleteideas.net 3 min read

The Bitter Lesson

The Bitter Lesson: Why Computational Scale Beats Human Knowledge in AI Seventy years of AI research reveals a fundamental truth: general computational methods ultimately outperform approaches based on human knowledge. …

Artificial Intelligence › Machine Learning · Technology › Innovation Signal Editorial Team
Service-as-Software

Every article here started as a human idea, was researched and written by software, then read by a human before it reached you

We build the part in the middle.

See how it works
Aktagon.

Human ideas in, software does the work, humans check the output. We build the part in the middle.

Product
  • Journalist
  • Signals
  • aktagon.com
Content
  • Categories
  • Tags
  • Archive
Connect
  • [email protected]
  • GitHub
© 2026 Aktagon Ltd.
All systems operational