---
format: "aidr-story-markdown/v1"
id: "b948d6282416b586713968835f48c5ccec980762c3bcbfcd2d96efebfd8d6126"
canonical_url: "https://aidr.today/b948d628?lang=en"
title: "A Mathematical Framework for Transformer Circuits (2021)"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-09-12T13:56:58.000Z"
category: "Research"
topics: ["transformer","mathematics","theory","mechanistic-interpretability"]
source_urls: ["https://transformer-circuits.pub/2021/framework/index.html","https://news.ycombinator.com/item?id=49672365"]
summary: "No summary is available."
---

# A Mathematical Framework for Transformer Circuits \(2021\)

> [Open the canonical story](<https://aidr.today/b948d628?lang=en>)

**Published:** 2026-09-12T13:56:58.000Z
**Category:** Research
**Topics:** transformer, mathematics, theory, mechanistic\-interpretability

## Summary

No summary is available\.

## Sources

- [Story source](<https://transformer-circuits.pub/2021/framework/index.html>)
- [Discussion](<https://news.ycombinator.com/item?id=49672365>)