Tutorials
Hands-on walkthroughs for building intuition around intensional reasoning. Each tutorial is self-contained — pick one and work through it at your own pace.
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Recognizing Extensional Drift in PracticeRecognize when measurable improvements mask a loss of original intent. Learn to apply a three-question test to catch extensional drift in code reviews, prompts, and metrics before it causes harm.
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Your First Intensional PromptLearn the difference between extensional and intensional prompting by building a simple query that preserves meaning across reformulations. A practical introduction to the core concepts.
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Detecting Goodhart Drift in AI OutputsBuild a lightweight evaluation harness that catches when an AI system starts optimizing for the metric instead of the goal. Practical application of Goodhart's Law to LLM pipelines.
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Building a Deliberative Multi-Agent ReviewSet up a multi-agent system where agents critique each other's reasoning before converging on a solution. Covers deliberation protocols, signal handling, and consensus mechanisms.
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Meaning-Preserving Code Review with AIConfigure an AI code reviewer that checks whether refactors preserve the original developer's intent — not just whether the tests still pass.
No published tutorials in this category yet — more are coming soon.