Chris Botica
@chrisbotica
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building AI for defense ๐บ๐ธ, Soli Deo Gloria
Joined September 2020
It is entirely possible that Charlie Kirk's killer can turn to Jesus, repent, meet Charlie in heaven, and be best of friends for eternity
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The greatest hummingbird feeder ever created, a KC-135 bird feeder! ๐
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BREAKING: First order of Math Pope Leo XIV is to update the notation of cross products
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Christians are the most persecuted group in the world. Their plight is almost entirely ignored by corporate media. The horrible atrocities in Syria are part of this longstanding pattern. Pray for our persecuted brothers and sisters across the globe.
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โEveryone is going to make their own apps with AIโ My friend you donโt even make your own food. Youโll still pay a few bucks to use an app.
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๐ Want to be one of the first to test AI-powered gaming? ๐ฎ If you love Minecraft, live in the U.S., and are 18+, I have something special for you. ๐ DM me if you want to test something cutting-edge before anyone else. Only 50 spots available! https://t.co/bYcefbVi5e ๐ฅ
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o3 can't multiply beyond a few digits... But I think multiplication, addition, maze solving and easy-to-hard generalization is actually solvable on standard transformers... with recursive self-improvement. Below is the acc of a tiny model teaching itself how to add.
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Oranges are literally pre-sliced and you don't believe in God
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it was fortold
When will they let NVDA go higher???
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with o1 and now R1, models are now generating tens of thousands of tokens to solve hard problems. o3 is likely generating hundreds of thousands or millions of tokens apparently the tokens for solving one task in ARC-AGI with the slowest o3 model cost over $3000 this is why i
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wait, wait
somebody wake up Yud
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BREAKING: Donald Trump announces he intends to change the name of The Chinese Remainder Theorem to The USA Remainder Theorem
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the RL with Execution Feedback (RLEF) paper is super neat the authors get feedback from running code in a multi turn setup and use it as a reward signal
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For to us a child is born, to us a son is given, and the government will be on his shoulders. And He will be called Wonderful Counselor, Mighty God, Everlasting Father, Prince of Peace
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Intelligence downstream of agency
The core innovation we're pursuing is that interacting with AI should be and interface to loop over actions, not chat. We think AGI is downstream of agency - the ability to take actions, ground them in reality, and accomplish medium to longer term tasks. A wordcel could never.
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META JUST KILLED TOKENIZATION !!! A few hours ago they released "Byte Latent Transformer". A tokenizer free architecture that dynamically encodes Bytes into Patches and achieves better inference efficiency and robustness! (I was just talking about how we need dynamic
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This paper from Meta proposes a method to not have the model reason in token space but directly model its reasoning using its hidden state. The authors also do a lot of cool interpretability work in this paper. Aesthetically, I like it alot and its simple to implement
im convinced that reasoning (icl or cot) should be done in latent space and what we currently do by forcing it to happen in human readable token space is suboptimal
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Introducing An Evolved Universal Transformer Memory https://t.co/IKt4l4YPvA Neural Attention Memory Models (NAMMs) are a new kind of neural memory system for Transformers that not only boost their performance and efficiency but are also transferable to other foundation models,
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