Automation vs. Augmentation

The debate over whether AI replaces or empowers knowledge workers.

Organizational Learning

+13

Feb 19, 2026

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17 min read

The work that remains

Why AI workforce projections are broken, and how to fix them

Sravan Ankaraju

China-US Competition

+19

Jan 28, 2026

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32 min read

The 960-Formula Artifact

From Research to Model: How AI Changes the Way We Learn About AI

Sravan Ankaraju

Work Transformation

The Cognitive Ladder: A Diagnostic Framework for Building Optionality in the AI Era

Dec 10, 2025

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32 min read

The Cognitive Ladder: A Diagnostic Framework for Building Optionality in the AI Era

Why human cognitive capacity is evolving to operate at higher abstraction levels—and what strategic options exist for 2026-2030

Sravan Ankaraju

Work Transformation

The Helm Program: Building Civic Infrastructure for the AI Workforce Transition

Oct 29, 2025

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34 min read

The Helm Program: Building Civic Infrastructure for the AI Workforce Transition

When You Own the School, You Can't Wait for Someone Else to Build What Doesn't Exist. A decade running a vocational trade school teaches you what breaks before systems admit they're broken.

Sravan Ankaraju

Work Transformation

The Pattern-Judgment Distinction - Why AI Sees Your Work Differently Than Your Resume Does

Oct 22, 2025

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17 min read

The Pattern-Judgment Distinction - Why AI Sees Your Work Differently Than Your Resume Does

AI parses data through repeatable patterns, while humans apply judgment shaped by context, timing, and meaning. This article explores how that difference explains why algorithms read your work history, but not your working mind.

Sravan Ankaraju

Work Transformation