Kyle Kelley

@kylekelley.bsky.social

Quill 🎮 Anaconda 🐍 🧪 Jupyter & Zed Hacker ⌨️ Santa Cruz City Schools Board 🏫 Untitled.ipynb

We got a DM the other day with a fun request from a local family: Could we find this nice BART train operator who always waved and beeped at this special little rider? And if we found him, could we deliver him a thank you card!?  So we got to work …

You can just research things. New from @jatucker.bsky.social & me at @brookings: Coding agents like Claude Code and Codex will likely accelerate research AND undermine institutional structures we built to support it.

Google Trends chart showing interest in commercial coding agents increasing dramatically in early 2026

I need some way for my agents that operate on behalf of me on GitHub to indicate as such. Aside running and orchestrating these like ZERO places are making it possible to provide attribution and authentication for agents in a clean way.

upstream connect error or disconnect/reset before headers. retried and the latest reset reason: remote connection failure, transport failure reason: delayed connect error: Connection refuse

What if notebooks let you install dependencies directly and when loading someone else's, they inform you of what's going to be set up in the environment? Yes this is a new desktop app.

Screenshot of a desktop notebook app with a modal titled “Review Dependencies.” It lists PyPI packages pandas and numpy and asks the user to “Trust & Install” or “Don’t Install” before running code. The notebook UI behind it shows a dependency panel and Python cells importing those packages.Screenshot of a desktop notebook app showing a “Review Dependencies” modal for Conda packages from the conda-forge channel. It lists numpy, scipy, matplotlib, and requestz, with a warning that requestz is similar to “requests.” A highlighted notice says “Potential typosquatting detected” and asks the user to verify before approving. Buttons read “Don’t Install” and “Trust & Install.”

I've been in the AI world for like two years now and I am continuously amazed by how many problems are no longer technical problems. The bigger cost of implementing automation is fine and institutional inertia.