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Every published note connected to AI.

28 articles

A language learner practises speaking into a microphone beside a visual checklist for recording, shadowing, feedback, and review.
Learning·25 July 2026

Language Learners: Turn One Short Video Into a 45-Minute AI Speaking Lesson

A practical five-step workflow for language learners to turn one short transcript into phrase practice, shadowing, role-play, focused feedback, and a seven-day review plan using current text and voice AI tools.

7 min readRead article →
Token Anxiety: AI Made Me More Capable, So Why Do I Feel So Far Behind?
Software & AI·24 July 2026

Token Anxiety: AI Made Me More Capable, So Why Do I Feel So Far Behind?

AI made me more capable than ever, but the pressure to use every token, follow every trend, and keep up with the whole internet created a new kind of anxiety.

9 min readRead article →
Graph Engineering: AI Needs a Standard for Connecting Models, Tools, and Machines
Software & AI·23 July 2026

Graph Engineering: AI Needs a Standard for Connecting Models, Tools, and Machines

Graph engineering becomes powerful when models, tools, computers, reviewers, humans, and entire loops can be connected as replaceable nodes.

10 min readRead article →
Loop Engineering: How to Build AI Workflows That Keep Working
Software & AI·23 July 2026

Loop Engineering: How to Build AI Workflows That Keep Working

Loop engineering turns one-off AI prompts into repeatable workflows that act, check results, learn from feedback, and continue until a clear stopping condition is reached.

7 min readRead article →
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