Python

Summary Enhancement featured image

Summary Enhancement

Expand a short summary into explanations and worked examples while keeping track of its original source passages.

Study Guide Pipeline featured image

Study Guide Pipeline

Build a guide from selected course passages, deepen thin explanations, and review proposed edits before applying them.

Socratic Tutor featured image

Socratic Tutor

Track the reasoning a student has established and check the tutor's next reply against it—with a clear limit when new material needs explaining.

Project Steering featured image

Project Steering

Turn a long task list into reviewed priorities, while keeping estimates and agent assignments under my control.

Corpus Health featured image

Corpus Health

Find gaps between source documents, converted notes, and search records, then review specific repairs before running them.

Concept Graph featured image

Concept Graph

Explore how course ideas connect, including the conditions a theorem needs and the source passages behind each proposed connection.

Tidying Up Academic Hub's Plumbing featured image

Tidying Up Academic Hub's Plumbing

Shrinking the notes history and keeping search records connected when source files move.

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Aaron Scherf
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Turning Dense Math Notes into Commute Podcasts featured image

Turning Dense Math Notes into Commute Podcasts

Building audio from mathematical notes meant translating formulas first, then discovering that a valid recording could still be far too long.

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Aaron Scherf
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Tutor Diagnosis & Hint Generator featured image

Tutor Diagnosis & Hint Generator

Get a hint, examine an attempt on separate reasoning criteria, and compare another solution without treating it as a final verdict.

Making Textbook Conversion Easier to Run in Batches featured image

Making Textbook Conversion Easier to Run in Batches

Reusing a textbook across courses and recovering from memory failures make conversion batches easier to supervise.

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Aaron Scherf
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