Normal Computing 🧠🌡️
@NormalComputing
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We build AI systems that natively reason, so they can partner with us on our most important problems. Join us .
New York, NY
Joined June 2022
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Pinned Tweet
We recently released our latest paper from
@NormalComputing
on "Thermodynamic Natural Gradient Descent" (TNGD), showcasing a groundbreaking approach to AI optimization.
But how does it work?
TNGD combines the power of GPUs and innovative thermodynamic computers called
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Normal Computing 🧠🌡️ Retweeted
Got my reading for the weekend:
@NormalComputing
has really been putting out some interesting/informative papers & basically teaching (although challenging) for free!
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Normal Computing 🧠🌡️ Retweeted
A thread on our new paper Thermodynamic Bayesian Inference
250 years later, Bayes’s theorem is still the gold standard for probabilistic reasoning. But for complicated models it’s too hard to implement exactly, so approximations are used. For example, the complexity of Bayesian
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Normal Computing 🧠🌡️ Retweeted
Introducing Thermodynamic Bayesian Inference.
We propose physical systems whose thermal equilibrium states correspond to Bayesian posteriors. This allows for sampling posteriors with improved time and energy costs. Deep dive coming soon.
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Normal Computing 🧠🌡️ Retweeted
this wonderful blog post () by
@janhkirchner
reinterprets neural circuits in the ventral stream as performing crud operations on a residual stream and i highly recommend anyone interested in neuro x interp checks it out
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Normal Computing 🧠🌡️ Retweeted
A cool feature of the "fewshot" LLM library is that you define all your prompts as pydantic types, which can include images!
Furthermore, it uses bayesian optimization (using optuna) to pick the most helpful examples (including images) for fewshot examples.
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Normal Computing 🧠🌡️ Retweeted
🎉 If you're looking for a career transforming opportunity, come meet the founders of these breakout startups in NYC at our next Founders You Should Know showcase on Oct. 2nd. Application link in comments!
- Kareem Amin from Clay (
@kareemamin
,
@clayrunhq
)
- Abiel Gutierrez from
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Normal Computing 🧠🌡️ Retweeted
Go beyond RAG without fine-tuning your model!
In this talk from
@klettphoebe
of
@NormalComputing
, you'll learn about Extended Mind Transformers and how they select and attend to the most relevant information at each generation step.
She demonstrates EMT's state-of-the-art
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Normal Computing 🧠🌡️ Retweeted
was inspired to play around with claude-generated manim animations :P
here's an animation of DDR3 state flow--the device starts in IDLE and transitions to various other states based on the allowed transition, specified by the arcs in gray
the red arcs are inhibitors and
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We are everywhere
people say it’s broken but for me it’s normal
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At Normal Computing, we're bringing Atoms and Bits to semiconductors and industrial machinery 💪
Normal Computing Off-Site, June 2024
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Thermodynamic tweets are the best tweets ❤️🔥
@thomasahle
my "for you" is improving. plz algo gods, recommended more thermodynamics tweets.
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Normal Computing 🧠🌡️ Retweeted
In thermodynamics, heat flows from the hotter block to the cooler one until both blocks reach the same temperature.
But what if you want to transfer all the heat from block A to block B, not just equalize temperatures?
Just chop up the blocks like in this animation:
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Normal Computing 🧠🌡️ Retweeted
@NormalComputing
develops thermodynamic computers,
@SakanaAILabs
, BigEndian Semiconductors,
@YouCom
, and others raised funding, lots of new AI chips, and why
@Intel
needs to restructure 👇
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