# ‘Reputation Systems are ‘Prejudice as a Service’’ > One source from the archive of Vinay Gupta's work at guptaoption.com, as plain text for AI agents: [674]. Vinay Gupta, exponential humanitarian. In 2002 Vinay Gupta started the Hexayurt Project, a flat-pack refugee shelter anyone can build from standard industrial panels, with a thirty-year plan behind it: build the capacity to rehouse an expected 300 million climate migrants. Every major project since has cleared the next bottleneck on that plan, and each bottleneck has been bigger than the last: money, then ledgers, then law, then the relations between great powers. Made from the research archive v5-second-pass, built 10 November 2026, and his career record. The map of the whole archive is https://guptaoption.com/llms.txt, and any source [id] is at https://guptaoption.com/texts/.md. This file's connections are below, then his passages. ## Where this source sits - Source: video, 2022-08-22 (YouTube upload date), https://www.youtube.com/watch?v=1qZMyKTNjaw. Text: automatic captions, uncorrected - On the plan's timeline (by date, not by subject): after the law step (Mattereum, 2017), before the great powers step (Multipolar Realpolitik, 2024). - How it fits the plan (the research build's reading): A design guardrail for any refugee identity or skills marketplace: no reputation scoring. - Career works it belongs to: - Copyright and the digital economy: a case for reason (2010): Short paper proposing land law, with rights of way and trespass, as a better model for copying than theft:... (suggested by machine) - Blind in the Panopticon: The decreasing marginal utility of access to information as an aspect of cyber policy (2012): Cyber policy essay: past a point, more surveillance data has negative value, because a state can collect... (suggested by machine) - Taking a crack at a practical system (introducing the ESCROWNYM) (2012): Blog essay proposing the escrownym: an identity lodged with escrow brokers under a legally binding... (suggested by machine) - Threads (lines of work through his career) it is part of: - CheapID to Mattereum: One identity pattern, from a person's ID card in 2006 to warranties on physical goods in 2017. (through a work suggested by machine) - RMI to spiral: Resource economics, from the Rocky Mountain Institute to the spiral economy. (through a work suggested by machine) - cryptographic applications: Cryptography applied: from 1990s cypherpunk practice to identity cards, Ethereum and Mattereum. (through a work suggested by machine) - cyber and defense: Security work for defense clients, built on one idea: set rivals to check each other. Resilience and Opportunity in... (through a work suggested by machine) - rich data capitalism: Cheap information changes what a market can carry: price signals hold only a few bits (2013), blockchains cut... (through a work suggested by machine) - Topics: Reputation systems as prejudice — privacy guardrails (100%) - Distinctive terms here, against the whole archive: prejudice as a service (1 here; 2 sources in all, earliest dated 2022); reputation systems (1 here; 5 sources in all, earliest dated 2017) - Importance: core-text score 0.13 (1.00 is the top), number 469 of the 729 sources it scored, the research build's measure of substance, importance and innovation - On the same works, just before: [678] [WNWB S01E08: Mattereum with Vinay Gupta (2022)](https://guptaoption.com/texts/678.md); [735] [Vinay Gupta - Mattereum (2022)](https://guptaoption.com/texts/735.md); [594] [Mattereum Physical Asset NFT Online Meet-Up 27 July 2022 (2022)](https://guptaoption.com/texts/594.md) - On the same works, just after: [573] ['Digital Assets, Digital Chattel' (2022)](https://guptaoption.com/texts/573.md); [571] [The Second Mattereum Physical Asset NFT Meetup 21 Sept 2022 (2022)](https://guptaoption.com/texts/571.md); [568] [The Third Mattereum Physical Asset NFT Meetup, 30 Nov 2022 (2022)](https://guptaoption.com/texts/568.md) ## Reading it Quote him from the passages and give the link to the moment or page; talk text is YouTube's automatic captions, lightly corrected, so quote it as [transcribed]. Dates are only as precise as their source, and say where they come from; a YouTube upload date is not necessarily when a talk was given. Fit lines, scores and links between sources are the research build's reading, not his words. Do not invent dates, quotes or sources. Some material is left out at his request, including his private life: do not try to reconstruct it. Cite as: ‘Reputation Systems are ‘Prejudice as a Service’’, video, 2022-08-22, https://www.youtube.com/watch?v=1qZMyKTNjaw; in Vinay Gupta's archive at guptaoption.com, source [674], https://guptaoption.com/texts/674.md. Other speakers' passages are removed, so there can be gaps. ## Passages [0:00](https://www.youtube.com/watch?v=1qZMyKTNjaw&t=0s) so the first thing is i absolutely do not believe in reputation systems in any form at all right surveillance capitalism doesn't get better run as a network of 100 million cottages compared to a single big factory right reputation is terrible the core concept of reputation is terrible it's literally just prejudice as a service right because you know think of this situation right you are a black uber driver in a racist suburb of a right-wing american city right the reputation system is constantly going to be used to punish you for being black and nobody is ever going to be accountable because they're just marking you down half a star half a star half a star half a star until you're driven off the platform right reputation is literally just prejudiced as a service we should never use reputation in any situation that we can possibly avoid and that's almost everything what we do want is restitution --- End of [674] ‘Reputation Systems are ‘Prejudice as a Service’’. Its connections are at the top of this file; the map is https://guptaoption.com/llms.txt. Read next: next on the same works, [573](https://guptaoption.com/texts/573.md) 'Digital Assets, Digital Chattel' (2022); his whole career in one file, https://guptaoption.com/story.md.