Caste

Caste, explained by those it was built to hold down: birth rank posing as purity, ruling marriage, home and work.

The main building of the Indian Institute of Technology Delhi. File photo. — TheVyomanaut, CC BY-SA 4.0
  1. ANALYSISA FAccT paper says caste bias in AI images is a ranking between groups, which one-label audits miss
  2. EXPLAINERIndia's model blood-donor form doesn't ask for caste. Why did a form at an Ooty camp?

Legal protection is the only means to guard the vulnerable from caste exploitation in places where dominant castes have privilege and preponderance.

Karthik, Ambedkar King Study Circle, on Seattle's ban · Seattle City Council, 24 Jan 2023
More than half

Of the founders of India's first 100 unicorns, start-ups valued at US$1 billion or more, are IIT graduates.

ThePrint, 16 Jun 2022

But after my speech, you … tried to insult me by doing a purification ritual … you made me feel the sting of untouchability.

Mallikarjun Kharge, Congress president, in the Rajya Sabha, 13 August 2026 · The Wire, 5 Sept 2026
27%

Of respondents to the India Human Development Survey (2011–12) who said they practised untouchability in some form.

IHDS, as reported by The Indian Express, 29 Nov 2014
AI-generated image, The Dalit Project – Why AI image?
  1. EXPLAINERWhere did untouchability go? How caste survived the law in modern India
  2. OPINIONCaste Cannot Be Reformed. It Can Only Be Annihilated.

The real remedy for breaking Caste is inter-marriage. Nothing else will serve as the solvent of Caste.

B.R. Ambedkar, Annihilation of Caste, 1936 · Columbia University edition, accessed 4 Oct 2026
64%

Of Indians say it is very important to stop women in their community marrying into another caste; 62% say so of men.

Pew Research Center, 29 Jun 2021
EXPLAINER · Oct 5, 2026

What the evidence shows about caste bias in AI

Tests since 2023 find that chatbots and image generators reproduce caste hierarchy. Most are lab tests, not audits of hiring or lending tools in real use in India.

AI-generated image, The Dalit Project – Why AI image?

It reaffirms who is normal or fit to write an academic cover letter, by considering what is most likely or most probable.

— Dhiraj Singha, to MIT Technology Review, October 2025
B. R. Ambedkar, in an undated portrait. File photo. — Wikimedia Commons
  1. ANALYSISAn anonymous post called anti-caste readings "poison". A day later, the Education Ministry asked universities to answer it.
  2. OPINIONCaste Cannot Be Reformed. It Can Only Be Annihilated.
  3. ANALYSISAmbedkar Compared Caste to Race in 1946. Here's Where a US Comparison Holds
  4. ANALYSISHow Caste Began: Ambedkar's Endogamy Thesis

You cannot build anything on the foundations of caste. You cannot build up a nation, you cannot build up a morality. Anything that you will build on the foundations of caste will crack, and will never be a whole.

— B.R. Ambedkar, Annihilation of Caste (1936)
1 day

from the anonymous post (26 September 2026) to the Education Ministry's "urgent" email to central universities (27 September 2026).

Source: the email and the post, as reported by The Pioneer.
AI-generated image, The Dalit Project – Why AI image?
  1. EXPLAINER"A caste is an enclosed class": is caste a cage with no way in and no way out?
  2. EXPLAINERIs caste "sovereign"? Ambedkar, the courts and the idea of a law above the law
  3. ANALYSISA ritual to cleanse ground a Dalit leader stood on, and a commission that found no caste in it

You cannot move out of your lower caste. You can obscure it but cannot escape it.

— Yashica Dutt, author of Coming Out as Dalit, speaking to NPR, 2024
48%

of Dalit home-seekers who met landlords in person got a positive answer, against 97% of dominant-caste Hindu home-seekers with matched profiles, in a 2012 in-person audit of 66 matched home-seekers per group in five cities of the Delhi region.

Source: Thorat, Banerjee, Mishra and Rizvi, Economic & Political Weekly, 2015
Formal portrait photograph of B. R. Ambedkar
B. R. Ambedkar, in an undated portrait. File photo. — Wikimedia Commons
Explainer

"Economic power is not the only kind of power": is caste the axis on which power turns in India?

A common claim in anti-caste writing is that in India you cannot read power from bank accounts alone, because caste is the axis around which power, resources, violence and dignity turn. Ambedkar argued much of this against India's Socialists in 1936. He also argued that the main source of power changes from one stage of society to another, and Dalit women have argued that caste is never the only axis.

OCT 27, 2026 · 6 MIN READ
Explainer

"A caste is an enclosed class": is caste a cage with no way in and no way out?

A common way to explain caste is that, unlike class, it cannot be bought into or fallen out of, because birth and marriage within the group seal it shut. Ambedkar said much the same in 1916. He also showed the ways out that exist, and why each one tends to lead into another enclosure.

OCT 27, 2026 · 7 MIN READ
Explainer

Is caste "sovereign"? Ambedkar, the courts and the idea of a law above the law

An idea often heard in anti-caste writing is that caste governs itself, like a sovereign, whatever the state's laws say. B. R. Ambedkar's own words and two Supreme Court judgments support much of it. They also show where it breaks: caste has long leaned on kings and officials, and it rules as many rival powers, not one.

OCT 27, 2026 · 8 MIN READ
Explainer

What the evidence shows about caste bias in AI

Tests since 2023 find that chatbots and image generators reproduce caste hierarchy. Most are lab tests, not audits of hiring or lending tools in real use in India.

OCT 5, 2026 · 6 MIN READ
Opinion

Caste Cannot Be Reformed. It Can Only Be Annihilated.

The Supreme Court froze the campus rules Rohith Vemula's mother fought for, over whether caste discrimination runs one way. Ambedkar explained in 1936 why rules alone keep losing.

AUG 26, 2026 · 6 MIN READ
Analysis

How Caste Began: Ambedkar's Endogamy Thesis

In a 1916 Columbia seminar paper, a 25-year-old Ambedkar named endogamy as caste's essence. A century of theory has mostly elaborated it, and matrimonial sites still run on it.

SEP 18, 2025 · 5 MIN READ