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Building the learning engine

A 5-part series, in reading order.
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    Looking at edtech as a parent before a designer

    Watching my own kids use learning apps, and the decision to build a learning engine myself.

    Part 1 Published on:February 23, 2025 3 mins read
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    Separating generation from serving in a learning product

    Why the model and the learner never meet, and what that one boundary costs and buys.

    Part 2 Published on:February 26, 2025 3 mins read
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    Giving coding agents rails instead of trust

    How agents build a safety-critical engine here, on rails instead of trust.

    Part 3 Published on:August 16, 2025 4 mins read
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    Where auto approval ends and human review begins

    The 0.85 threshold. What the machine clears, what stays human, and why.

    Part 4 Published on:August 19, 2025 3 mins read
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    Checking what the learner actually sees

    A problem passed every check and still broke on screen. The blind judge that caught it.

    Part 5 Published on:November 12, 2025 3 mins read
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