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Tarun Chitra

@pinged.bsky.social
810 followers 78 following 78 posts

Techno - Gauntlet - Robot Ventures - Risk Daddy

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Tarun Chitra @pinged.bsky.social · 14/04/2025
Haven't posted here in a while but figured I'd write a post to see if I should come back 😅 First longer form thing would be about an AI theory paper that I worked on that was inspired by crypto
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alexhevans.bsky.social @alexhevans.bsky.social · 01/01/2025
Maybe the most interesting DeFi research in recent years
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Tarun Chitra @pinged.bsky.social · 28/12/2024
Yeah their dynamic pricing helps.. but does not cover the worst case as we show in the paper (depends on the covariance structure of the pool assets)
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Tarun Chitra @pinged.bsky.social · 28/12/2024
As these pools grow, there are clearly ways that they can be improved and our paper provides a lot of directions to improve their efficiency Hopefully this can push perpetuals DEX-CEX market share to over 15%!
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Tarun Chitra @pinged.bsky.social · 28/12/2024
From these arbitrage problems we show: 1. Optimal arbitrage is easy 2. Pools are easy to delta hedge 3. Choosing fees to make a healthy equilibrium between lenders and traders is possible 2) and 3) together explain the empirical observation that these pools are easier to hedge than CFMMs
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Tarun Chitra @pinged.bsky.social · 28/12/2024
In particular, we model these pools as “application specific lending protocols” where the borrowed asset can only be used for making trades We write optimization problems that represent arbitrageurs trying to maximize yield by creating and redeeming LP shares, akin to interest rate arb
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Tarun Chitra @pinged.bsky.social · 28/12/2024
Looking at the code, these protocols seem very different from one another and it isn’t clear if there’s a single mechanism at play In the paper, we formalize a model that encompasses *all* of these pools and construct a simple iterative model for how they function and what they payout
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Tarun Chitra @pinged.bsky.social · 28/12/2024
So how can DeFi compete? Since 2022 perpetual-specific lending pools — GMX’s GLP, Jupiter’s JLP, Hyperliquid’s HLP, dYdX MV— have found ways to offer MM loans via pooled products that resemble a combination of lending vaults and AMM pools They’ve grown to >$2b, earning ~$750m in 2024 (37% yield!)
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Tarun Chitra @pinged.bsky.social · 28/12/2024
We start at this assumption: decentralized perps are used less as the cost of capital for strategic users and MMs is higher CEXs often provide short term loans that can only be used on their exchange — a form of margin lending that improves capital efficiency and indirectly tightens spreads
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Tarun Chitra @pinged.bsky.social · 28/12/2024
Everyone on the X is too distracted with immigration, so I’m giving a sneak peek of some research here Decentralized Perpetuals have long been the dream but they’ve been too capital inefficient Many advances pushed DEX-CEX market share to >6% — but how are how are they related? We answer this!
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Tarun Chitra @pinged.bsky.social · 03/12/2024
Paper: x.com/bremen79/sta...
x.com
x.com
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Tarun Chitra @pinged.bsky.social · 03/12/2024
Basically, the condition number implied by the convex surrogate asymptotically approaches the optimal (like you see in Shampoo)
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Tarun Chitra @pinged.bsky.social · 03/12/2024
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Tarun Chitra @pinged.bsky.social · 03/12/2024
It’s a cool insight — these preconditioned gradient descent methods always seemed a little too magical in terms of constants and exponents — he showed there are convex surrogates that you’re actually minimizing and AM-GM gives you the exponents
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Tarun Chitra @pinged.bsky.social · 03/12/2024
Watching a talk by Yinyu Ye at WINE and being convinced Shampoo and all of these fancy preconditioning methods that are shilled on X are really just “gradient descent to approximate a sequence of online LPs”
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Tarun Chitra @pinged.bsky.social · 03/12/2024
Never been a worse year for people born in Delaware, going to go back to saying I’m from Philly
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Tarun Chitra @pinged.bsky.social · 02/12/2024
Quote from WINE 2024: “Ethereum is less decentralized than Cardano due to pooling [LSTs] but restaking might fix this” lol? Their argument was based on a Shapley Value construction which seems likely to differ from proportional rules a lot
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Tarun Chitra @pinged.bsky.social · 01/12/2024
I did later lol
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Tarun Chitra @pinged.bsky.social · 29/11/2024
Now this has to be the wildest VC shade story of all time
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Tarun Chitra @pinged.bsky.social · 24/11/2024
Yeah; I agree that lumping a lot of groups into “CS” was probably too broad 😅
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Tarun Chitra @pinged.bsky.social · 24/11/2024
This is why the comparison to DeFi is incredulous to me — in DeFi the game theoretic mechanisms involved usually tie the token to the success / usage of the protocol
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Tarun Chitra @pinged.bsky.social · 24/11/2024
DeSci isn’t even a good enough narrative (imo) to be cohesive enough to support a grant program — how do you decide how to allocate across fields? The NSF but decentralized and with no accountability seems worse than EU funding agencies
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Tarun Chitra @pinged.bsky.social · 24/11/2024
There is hope for the peer review improvements There is not hope for “hurr durr let’s do an AlphaFold token to fund research”
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Tarun Chitra @pinged.bsky.social · 24/11/2024
There are processes that can be reformed (peer review, grants, etc.) without question But without any form of accountability on the part of the recipient, this turns into the usual crypto grant grift game (c.f. OP governance)
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Tarun Chitra @pinged.bsky.social · 24/11/2024
There is no inherent reason in DeSci not to spam marginal or even fake results (think: bioarXiv Covid slop data science around March 2020) in order to get rewards as opposed to making multi year bets that improve knowledge Perpetuals traders telling you otherwise are purely self motivated
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Tarun Chitra @pinged.bsky.social · 24/11/2024
The talent gap in DeSci between people who make scientific progress and people creating projects feels like something that grows exponentially In DeFi, the product getting better got better talent to join and the gap shrunk Don’t get clowned by influencers
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Tarun Chitra @pinged.bsky.social · 24/11/2024
“DeSci is like DeFi in 2019” lol, one has close to attribution and still gets exploited (i.e. MEV) whereas the other has adverse selection built in (only grad students who can’t seem to get any citation success seem to want to start DeSci coins)
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Tarun Chitra @pinged.bsky.social · 24/11/2024
Bluesky is a safe space for me to say that DeSci is mainly a scam, don’t get caught by influenzas who are pumping a coin yet can’t tell you what an orbital is
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Tarun Chitra @pinged.bsky.social · 24/11/2024
😂
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Tarun Chitra @pinged.bsky.social · 24/11/2024
Rejoining Bluesky after a year off and my day 1 observation is: - Math, Econ, Physics people have moved here en masse - CS, AI, crypto, finance people have not
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Tarun Chitra @pinged.bsky.social · 05/05/2023
I told my Serbian friend I was going to Montenegro (for Zuzalu) and he said:
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Amy Zhang @axz.bsky.social · 03/05/2023
I love how this is a platform with 50k active posters and still no support for video. No clearer sign that we are all mid to geriatric millennials on here 😅
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Compex was the worst acronym Leonard Gross ever used in class for a compact convex set in the complex plane
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Tarun Chitra @pinged.bsky.social · 01/05/2023
I prefer, "The Bob Ross of Supercooled Liquids"
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Tarun Chitra @pinged.bsky.social · 01/05/2023
OH: "Look, I'm only going to believe in AGI when the Turing Test becomes, 'can you distinguish between a randomly selected trashy EDM DJ who only plays in Dubai and Vegas and an AI generated EDM trash song?'"
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K Kulkarni @kskul.bsky.social · 01/05/2023
How much more would a Twitter clone clone if a Twitter clone could clone a clone
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Tarun Chitra @pinged.bsky.social · 01/05/2023
I prefer to be referenced by my CV only, tysm
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Imagining famous mathematicians as VCs is a hobby of mine and I do it to thoroughly troll my alt @lmao.bsky.social (who is a vee cee™️)
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Separation anxiety (noun.) The feeling when you’re not a convex function and you don’t have a separating hyperplane
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Separation anxiety (noun.) The feeling when you’re not a convex function and you don’t have a separating hyperplane
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Tarun Chitra @pinged.bsky.social · 01/05/2023
^ Hilbert as a VC
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Tarun Chitra @pinged.bsky.social · 01/05/2023
“We invest in the most forward thinking [theorems] and support them with patient capital until they have their big breakout”
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Sir, Hartog’s theorem would like to fight you “But but but your holomorphic equations look exactly like harmonic equations” An excuse for the weak
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Aka @lmao.bsky.social
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Tarun Chitra @pinged.bsky.social · 01/05/2023
“complex analysis is just a subset of convex analysis” — Guillermo
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Tarun Chitra @pinged.bsky.social · 01/05/2023
The convex analysis shitposting will continue until morale improves
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Neva-lean on DN en.m.wikipedia.org/wiki/Rolf_Nevanl…
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Category Theory shitposting : ???? :: Twitter : Bluesky What is ????
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Tarun Chitra @pinged.bsky.social · 01/05/2023
My personal content moderation policy: make sure there’s no overlap between the journalists you follow on Twitter and the ones you follow on Bluesky
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Tarun Chitra @pinged.bsky.social · 01/05/2023
Does this mean I have to restart catchysongoftheday.com 🤔
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