---
title: "Notes"
description: "Short notes grounded in product and AI work."
canonical: "https://www.ayushrai.site/notes/"
last-updated: "2026-10-16"
---

# Notes

Source: https://www.ayushrai.site/notes/
Markdown: https://www.ayushrai.site/notes.md

Short notes grounded in product and AI work.

- [DPI language invites skepticism. Earn it with specificity](/notes/dpi-language-invites-skepticism.md) (learning)
- [In RLHF-shaped work, evaluation is the job](/notes/eval-is-the-job.md) (observation)
- [Leads before carts in specialty agrotech](/notes/leads-before-carts.md) (process)

_Unverified award metrics are omitted. Wording matches the public site._