How you compress learning time without fake shortcuts:

(Note: This is an AI-assisted teaser for my prior manual writing. If you like it and want to read more details about this topic/perspective, then check out my 100% manually-written blog and books!)

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One of the biggest sources of learning friction is not knowing the prerequisites for what you are trying to learn.

When the prerequisites are missing, new material feels chaotic. You are not just learning the new idea. You are simultaneously fighting old holes, weak fluency, unfamiliar notation, missing vocabulary, and basic moves that should have been automatic already.

Good sequencing removes that friction. Identify what the student already knows. Map that onto the skill tree. Find the next topics whose prerequisites are actually mastered. Teach those. Repeat.

This is how you compress learning time without fake shortcuts. You are not skipping the work. You are removing the non-work parts of the work: confusion from bad sequencing, time wasted on already-mastered material, and frustration from being thrown into topics too early.

Here are the 100% manually-written long-forms that this teaser is distilled from, if you want to dive deeper:

• How To Compress a Grade Level’s Worth of Learning Much, Much Shorter Than a Year
• Most people don’t hate math. They hate the cognitive friction of missing prerequisites.

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