Give teachers more to discuss than a finished answer.
My startup for learning with AI. A questioning coach and a process journal help students revise their work and teachers review how it developed.
- Draft
- Question
- Revise
- Review the process
Hello, I’m Gargeya.
I build tools for how we learn to think.
AI made answers cheap. I build for the part that isn’t: the thinking.
I’m building Edudojo, an AI writing coach that asks students questions instead of writing for them. I also make tools to capture a thought, keep useful context, and test an idea in code.
Selected work. Software that gives your ideas somewhere to go.
The full playgroundAlso built. Smaller tools, with the source in the open.
All the softwareBefore these tools, computer vision.
Research & publicationsFrom the journal. Following a thought a little further.
Explore the journal- October 17, 2026Engineering / Case StudiesWhy 15% of Pull Requests Used 59% of Our AI Review BudgetAnalysis of 197 merged PRs shows a small tail of endless AI review loops, and how a round cap with a sticky flag fixed it.
- October 16, 2026Case Studies / AI ArchitectureBurned 30% of my Claude Code 20x weekly usage in a Day: Discover Why and FixesA solo founder traced 32,900 agent API calls to six causes behind a single day's overspend, and one number explains most of it.
- October 14, 2026Engineering / Case StudiesStop Chasing Leaderboards: Measure Cost Per Solved TaskPublic leaderboards rank models on other people's tests; measure quality and cost per solved task on your own work instead.
- August 26, 2026Product / AI ArchitectureGPT-5.6 Sol: more intelligence, lower costA closer look at pricing, token use, and what they mean when choosing a model.
Notes, on Sunday. One idea on learning, AI, and being human.
A short letter, once a week. A little room to think.
Read a letter