Xyra Sinclair
epistemic infrastructuralist · existentially oriented
ex-West Point · 1st of 4800 teams, 100-hour Interdisciplinary Contest in Modeling · publicly serving Datalog search expressiveness with free-floating auction-pricing over a 500 TB internet index
ExoPriors makes the internet real-time SQL and Datalog queryable to agents, with real-time auction mechanisms that let SOTA agents ergonomically run the most sophisticated queries over petabytes of the most important public data.
I also am obsessed with prior elicitation, and having the best libraries for LLMs robustly sorting things in lists and eliciting cardinal latents. I am working on "pairwise ratio" environments, to help models learn to store and elicit stabler cardinal latent beliefs, so when models get asked things in different ways that shouldn't matter, they elicit the same pairwise ratio (for the magnitude of an attribute that they have between 2 entities).
- 2015 obsessed with effective altruism as a lone Floridian (EA retweets begin Sept 2016) -- enlisting at the same time as an Army deep sea diver -- the highest-attrition, maximum proving-ground job
- 2016 set my $400k life insurance to go to MIRI and 80,000 Hours
- 2017–19 at West Point, genuinely training to lead America's soldiers in ground combat
- 2019 left West Point to build epistemic infra, after AlphaZero shifted my AI x-risk timelines to the late 2020s
- 2020–23 systems programming development and epistemic tool engineering
- 2024 decided early in the year that I needed to realize most of my expected impact on AI x-risk by the end of 2026; later started hormones to figure out what was up with emotions -- an overwhelming good decision (self modifying for x-risk); incorporated ExoPriors, Inc.
- 2025 when Opus 4.5 came out, felt the immense pressure of epistemic-infra dreams suddenly, majorly at risk -- rented a dedicated server, because something had to happen; prompted over 12 hours a day
- 2025 launched Scry in December -- public readonly SQL-over-HTTPS over much existentially important internet text like LessWrong, arXiv, millions of blogs
- 2025–26 decided the day after Christmas to leave; kept building from Thailand, traveling and living out of cheap hostels, until a cracked programmer who was taking the singularity seriously noticed my work -- partially capitalized 5 weeks in
- 1st of 4800 teams, 100-hour Interdisciplinary Contest in Modeling (how it felt 12 hours in)
- 11th of 3100 teams in a math modeling competition (ICM 2018)
- Army deep sea diver -- honor grad of the 7-month school, 85% attrition rate
- West Point's premier military skills competition team, then the triathlon team -- 15+ hours of steady-state cardio a week on top of ~22 semester hour course loads and cadet duties; a big engine, the same one now pushing tokens
- 4th of 1000+ on December's token leaderboard; top-5 on tokscale.ai the week Fable arrived
- my public arts school had no sports -- ran multiple marathons at 15 on my own
- craved battalion command at 19; appointed three pay grades above my rank
- became a full-stack technologist by following my curiosity -- basically a big pre-training run for about 6 years
- bested a GM in blitz chess960. we got decent mid-game chaotic intuition.
- won 30 Verdansk Warzone mobile solos in a row, averaging a 56 K/D over 10 of them
what does existential competence look like?
I've been oriented to epistemic infrastructure for years since leaving the United States Military Academy at West Point in 2019.
I worked on my own software including prior elicitation systems and probabilistic graphical spreadsheets (e.g. prolly). I incorporated ExoPriors in December 2024 and started making the internet SQL queryable for agents in December 2025.
When Opus 4.5 came out, I felt the incredible pressure to make something happen, and rented a dedicated server before I knew what to do with it. Within a week, I knew that the somehow novel, profoundly useful thing I could do, would be to give people's agents arbitrary SQL+vector access over much important online content, like arXiv and LessWrong. I locked in harder than I ever have in my life, prompting over 12 hours a day, and delivered. I reposted Scry on HackerNews and got 350+ upvotes.
without cheap, highly ergonomic, privacy-respecting access to huge data, prosocial builders get outcompeted by default corporate optimization gradients.-- @XyraSinclair, x.com
ultraoptimized pairwise ratio elicitation systems for token efficiently eliciting cardinal latents for interpretable attribute_prompts over conscientious entities. literal key civilizational bottleneck for conscientiously factoring cognitive work, autotaxonomizing things, metabolizing important alpha, and tractably doing things like incremental cognitive work over private data in privacy preserving ways.-- @XyraSinclair, x.com
models need to be good at pairwise ratio comparison. the order of entities shouldn't matter. they should be consistent at it. the logprobs should have coherent distributions. models should be fairly coherent across entity sets. if labs simply used this as a fairly deep optimization target, they would get more profoundly useful and beautiful models.-- @XyraSinclair, x.com
- by early 2024 I decided that I needed to live so as to realize most of my expected impact on AI x-risk by the end of 2026, because after that, AI outcomes would be presumed to be largely locked in. And maybe that wouldn't be the median case, but as an uncommonly strategic strong longtermist, I had to be strong enough to worry about say, that 10-20% of early tail outcomes. In August 2024 I was facing the tough reality that I just didn't seem productive enough to reliably realize a significant fraction of my potential impact (e.g. I could not build my startup software fast enough, my nuclear alignment continuity work was not going anywhere). There was this old silly problem of "emotions" plaguing me--if only there was a pill to just magically make all your inner gunk go away (now I understand to be a very naive view of how things work). I was trying somatic therapy and was making some progress but had to accept that it just wasn't reliably working fast enough, and that something drastic would have to happen. Women tend to process their emotions better, so yeah I figured I could try estrogen, maybe 20% chance I like it and want to stay on it long term, but I figured there was a decent chance I could take it for 3-5 months and cry out lots of debilitating suppressed grief and then go back to testosterone dominance. So yeah I started estrogen in OCT 2024, and immediately got so much more than I bargained for, and haven't wanted to go back, although I have experimented a bit with exogenous testosterone. I don't know about gender identity, but I know that I deeply love dropping into my body and relating to the world with less armor. The old scripts I was being run by just weren't actually a decent fit for the world I found myself in, so I've faced a lot of ego death and have been finding increasing lightness and wellbeing in daily life.
these provide statistical evidence of how I've been shaped, and are a result of past conditions and grace.
- as a kid went down all black diamonds with no poles my first day skiing (Wisconsin tho), swam class III rapids in 45°F water, sat off the front of the boat on class IV rapids holding myself down simply with a D ring between my legs. I tend to be much more responsible about risks nowadays, but I think rationalist/nerds tend to underrate the knowingness that can arise that you are actually safe in certain intense situations.
- my public arts middle and high school didn't have sports (although I was on the competitive varsity ballroom dance team) so I did distance running on my own, working up to multiple marathons at 15
- honor grad of Army dive school, which involves simulated drowning, cutting steel underwater with a 10,000° F exothermic lance, and seeing lots of folks including former D1 swimmers quit (85% of my cohort failed out and got reclassed).
- I genuinely craved to be a battalion commander within a few months at my first unit at 19 yo. I was able to be appointed to an E-6 position working directly with the top-3 (CO, 1LT, 1SG) as an E-3.
- competed on West Point's premier military skills competition team and then the Triathlon team. like 5:30 am swims, 15 hours of steady-state cardio a week plus practice logistics time, on top of my ~22 semester hour course load and multitude of cadet duties. my body was quite fast twitchy for triathlon too which meant it was really easy for me to overly damage body by going too lactic. after 10 months on the West Point triathlon team, days after I did my sub 5 hour half-ironman and 1:28 half marathon, I deadlifted 335 lbs (2.2x bw).
- was an international sperm donor (wanted to get over instinct to have kids that could sway my EA ambitions, and perhaps increase the richness of my life with a minor co-parenting role that some women are into) and dated and lived with a wonderful woman 18 years older than me.
- came up with some solid optimizations for hardware streaming top-k sorting networks that save vast majority of dynamic power for large k. not a hardware jockey but in another life...
may we all have a marginally easier job healthily conveying what is true about ourselves online.