Streaming & tool use
Going deeper on streaming and tool use with Anthropic’s API.
A little closer to the work.
What’s on my desk, what I’m figuring out, and what I keep coming back to.
Content last updated 13 May 2026
On the workbench.
Live
Tututor.ai
Scaling past 20k users, mostly on the teacher tools. Making lesson prep boring, in a good way.
Building
Conversation reviews
Reworking the AI chatbot session model so teachers can review student conversations more efficiently.
The work leaves a trail.
Most of my commits live in Tututor’s private GitLab repositories. Here is the public GitHub side.
2026-09-28 · 11 events2026-10-02 · 9 events2026-10-03 · 14 events2026-10-05 · 8 events2026-10-07 · 6 events2026-10-10 · 9 events2026-10-11 · 9 events
Recent public activity from GitHub’s events API. This is a partial window, not the full contribution graph.
Still a student.
Evals that tell the truth
Reading about evals. Getting from “it answered” to “it answered well” is a different problem.
Good products start
with a conversation.
Tell me what you’re building.
I’ll tell you how I can help.