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Better Actions Start With Better Value Estimates

Basics Theory

Better Actions Start With Better Value Estimates

Learn why action lists fail without value estimates and how to define value, surface assumptions, use ranges, compare options, and build a learning loop.

Sid Leonard
Anthropic Found a Hidden Space Where Claude Puzzles Over Concepts

Basics Theory

Anthropic Found a Hidden Space Where Claude Puzzles Over Concepts

Anthropic’s claim that Claude has repeatable “concept” features in hidden activation space—how they’re found, tested with interventions, and what it means for safety and control.

Kristina Cappetta
Different Tasks Reveal Different Limits of AI Intelligence

Basics Theory

Different Tasks Reveal Different Limits of AI Intelligence

Different tasks reveal different limits of AI intelligence—why fluency can mislead, where planning and facts fail, and how to set safe expectations.

Verna Wesley
A Balanced View of AI Benefits and Risks Starts With Real-World Evidence

Basics Theory

A Balanced View of AI Benefits and Risks Starts With Real-World Evidence

Learn how to evaluate AI benefits and risks with real-world evidence: test workflows, run small pilots, measure quality and errors, and set monitoring and exit plans.

Pamela Andrew