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@puttasync

data science @ ucsd, prev @helixdb & neurocognitive aging research

san diego انضم Haziran 2021
195 يتبع155 المتابعون
تغريدة مثبتة
putt
putt@puttasync·
click any US county and see where people working there live 22 years of census data, mapped across 3,144 counties
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putt
putt@puttasync·
@davidcox cant wait to learn more about arrow fast
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Arlan
Arlan@arlanr·
the time has come. api and cli products are the biggest things on tech twitter right now. so @nozomioai is spending $$$ to throw the biggest API hackathon in may. still accepting sponsors if you have cash or crazy prize ideas.
Arlan tweet media
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Ishan Ramrakhiani
Ishan Ramrakhiani@fioraapp·
I built an agent harness based on @0xrandomlabs' Slate for long-running AI/ML research. Gave it a drug interaction prediction problem before English class. Came back 6 hours later to a SOTA model. Github: github.com/himanalot/DRIFT
Ishan Ramrakhiani tweet media
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putt
putt@puttasync·
back to working on the restaurant sim. now they can buy groceries.
GIF
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putt
putt@puttasync·
i keep getting sidetracked by other projects, but i'm going to release a full run soon for people to watch
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putt
putt@puttasync·
so, the agent was able to craft a wooden pickaxe, and depending on its surroundings, it can also craft a stone pickaxe. i've also read a few papers and i'm realizing how much compute is needed for RL in minecraft - dreamer 4 used 256 to 1024 TPU-v5p, openai's vpt was ∼9 days on 720 V100s. i ran out of my monthly free LLM credits and don't want to pay out of pocket, so i'll defo revisit this project with a vision model + LLM mixture later
putt tweet media
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putt
putt@puttasync·
or rather it's possible, but i don't have enough money
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putt
putt@puttasync·
@JayChopra_ would be such a crazy feat if someone builds an LLM (without cheats like pathfinding, xray, etc..) to beat minecraft
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Joshua Yang
Joshua Yang@RealJoshuaYang·
@puttasync are you following a dreamer style approach for mining diamonds?
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putt
putt@puttasync·
my agent just punched its first tree in minecraft
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Gahn
Gahn@gwuwong·
@puttasync need an agent to carry me in minecraft 🙏
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putt
putt@puttasync·
beating minecraft is a very difficult long horizon task for llms. my current goal is much smaller: get an agent to find one diamond in peaceful mode. beating the whole game will probably need way more research, testing, and finetuning. the way im approaching it is by constraining the agent to human-like perception and that it can only see and hear from its pov, no xray world access, no seed knowledge, no hidden coordinates. this is not a simple problem. there's a lot to think about: -context compression - memory - what worked in past runs vs what failed - having the agent write it's own skills - subagents specialized for certain situations long term i think we'll also see models/easier ways to do RL where it learns to play more directly through interaction, including figuring out how keybinds map to in-game behavior.
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Dani
Dani@daniticow·
@puttasync I will be here for this journey
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putt
putt@puttasync·
have not touched java in 3 years
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putt
putt@puttasync·
embarking on my next endeavour
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putt
putt@puttasync·
@jmoonio this is so cool
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Jonathan Moon
Jonathan Moon@jmoonio·
For the past 12 months, I’ve been heads down building a robot. Introducing Emma – an autonomous robot that scans farms, detects diseases, and measures yield. Currently deployed in 14 vineyards and orchards in CA and NY.
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Amaan
Amaan@BilwarAmaan·
@puttasync it’s always with some amazing graphics with this guy 😑😔🙏🙏🙏
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putt
putt@puttasync·
built a new workforce view into the map click any US county and compare: > jobs located there > workers living there > local retention
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