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Thoughts on learning and AI

How to learn faster, why structure matters, and what we're building — from the Pathio team.

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Learning scienceApril 28, 2025 · 5 min read

Why video order matters more than video quality

A single great video watched out of sequence teaches less than a mediocre one watched at the right moment. Here's the research behind why sequence is everything.

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AIApril 14, 2025 · 7 min read
Pathio's AI tutor vs. pasting a transcript into ChatGPT
Generic LLMs can answer questions about videos — but without context about where you are in a learning path, they often over-explain the obvious and miss what you actually need.
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ProductMarch 30, 2025 · 9 min read
How we hit an 82% path completion rate (vs 13% on YouTube)
Most online learning fails because there's no structure and no accountability. We share what we changed — and what the data showed — when completion went from 34% to 82%.
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StoryMarch 12, 2025 · 6 min read
I learned Rust in 2 weeks using only YouTube — here's the path I used
No course, no bootcamp, no $500 Udemy certificate. Just 8 carefully chosen YouTube videos in the right order — and an AI to answer every question I had along the way.
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AIFebruary 20, 2025 · 8 min read
Gemini Flash vs Claude Sonnet for learning path generation
We ran 1,200 path generation tests across both models. The gap in video sequencing quality surprised us — and it directly informs how Pathio's free vs. paid tiers work.
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CompanyFebruary 3, 2025 · 11 min read
Month 1 building in public: 0 to 400 users, 6,000 paths
What we shipped, what broke, what users actually asked for (vs what we thought they wanted), and the one change that doubled week-2 retention.
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