# Notes — Divyansh Shukla

Short working papers on agents, inference cost and shipping AI products.

- [What 2,800 browser-agent runs taught me about planning](https://divyanshshukla.com/notes/what-2800-browser-agent-runs-taught-me) (2026-10-03): Plan-and-execute web agents matched a budget-matched ReAct baseline on 200 tasks with 83.6% fewer input tokens. What held up, what didn’t, and what to copy.
- [Making my site readable by agents](https://divyanshshukla.com/notes/making-my-site-readable-by-agents) (2026-10-03): This site serves an MCP server, WebMCP tools, llms.txt and a markdown copy of every page, all from one content source. What each piece does and how to try it.