mason_compsci's profile picture. USC Graduate Student Running AI Operations @industryintel

Mason Chambers

@mason_compsci

USC Graduate Student Running AI Operations @industryintel

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Today is my birthday. Here are the most important things I’ve learned in 27 years: Your success in life depends on your ability to make good decisions, and your happiness depends on your ability to not care about the outcomes. The world will ask you who you are, and if you…


Mason Chambers reposted

New in @ChromeDevTools! Debug an app's full performance trace with Gemini! After recording a trace, you can now chat with Gemini about the entire trace, related Performance insights, and even connected field data - all without needing to select specific context beforehand!


Cheers to another trillion!

mason_compsci's tweet image. Cheers to another trillion!

Mason Chambers reposted

Well well well! Optical token compression, you say? NO WAY I would have believed it if you told me a couple years ago! Oh wait—never mind 🤗

elder_plinius's tweet image. Well well well! Optical token compression, you say? 

NO WAY I would have believed it if you told me a couple years ago!

Oh wait—never mind 🤗
elder_plinius's tweet image. Well well well! Optical token compression, you say? 

NO WAY I would have believed it if you told me a couple years ago!

Oh wait—never mind 🤗

🚨 DeepSeek just did something wild. They built an OCR system that compresses long text into vision tokens literally turning paragraphs into pixels. Their model, DeepSeek-OCR, achieves 97% decoding precision at 10× compression and still manages 60% accuracy even at 20×. That…

godofprompt's tweet image. 🚨 DeepSeek just did something wild.

They built an OCR system that compresses long text into vision tokens  literally turning paragraphs into pixels.

Their model, DeepSeek-OCR, achieves 97% decoding precision at 10× compression and still manages 60% accuracy even at 20×. That…


LegiLens! My masters project at USC building agent based simulations for congress. Simulating voting roll calls on: congressional voting history, campaign funding, ideology, party affiliation etc. Coming Soon!

mason_compsci's tweet image. LegiLens! 

My masters project at USC building agent based simulations for congress. 

Simulating voting roll calls on: congressional voting history, campaign funding, ideology, party affiliation etc.

Coming Soon!

At least Sora 2 has a positive outlook on the future, cause I am starting not too. Prompt: "whats the future actually look like"


Rip content forever


Mason Chambers reposted

Creation without a creator is meaningless.

Excited to share Vibes — a new feed in the Meta AI app for short-form, AI-generated videos.



Mason Chambers reposted

Many of you do not know the trauma of having to write out Java on paper for the comp sci AP exam and it shows

what’s stopping you from coding like this?

icanvardar's tweet image. what’s stopping you from coding like this?


Terrible for society


Apple has so many engineers wasting valuable dev hours on making a phone thinner instead of actually innovating 🤣


Nobody has ever asked for a thinner phone


The whole world is tech debt


Mason Chambers reposted

“The most common error of a smart engineer is to optimize a thing that should not exist.” — @elonmusk Elon Musk’s 5-Step Algorithm: 1) Question Every Requirement 2) Remove Any Unnecessary Steps 3) Simplify and Optimize 4) Accelerate Cycle Time 5) Automate


Mason Chambers reposted

I was just checking, and @FastAPI has been downloaded 4,297,849 times... in the last day. 4M+ times a day. 🚀 That also means that, since you started reading this post, it has been downloaded around 400 times. 🤯 pypistats.org/packages/fasta…


Mason Chambers reposted

In era of pretraining, what mattered was internet text. You'd primarily want a large, diverse, high quality collection of internet documents to learn from. In era of supervised finetuning, it was conversations. Contract workers are hired to create answers for questions, a bit…

Introducing the Environments Hub RL environments are the key bottleneck to the next wave of AI progress, but big labs are locking them down We built a community platform for crowdsourcing open environments, so anyone can contribute to open-source AGI



LMAO go and try to use any historical chats in ChatGPT UI @sama you broke all the historical chats!


AGI postponed till further notice

mason_compsci's tweet image. AGI postponed till further notice

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