Deepseek just killed LLMs
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Deepseek OCR Slashes Data Bloat While Google Achieves Quantum Computing Milestones
Discover how Deepseek OCR dramatically compresses visual information (up to 20x) and why leading experts believe pixel-based inputs may replace traditional text tokens, signaling massive efficiency gains across AI.
Short Summary
- Achieve up to 20x data compression on visual context without significantly sacrificing model accuracy.
- Observe the continued trend of emergent capabilities unlocked solely through AI model scaling, evidenced by medical discoveries.
- Recognize significant risks related to data poisoning, which remains effective even against the largest models.
- Understand the philosophical shift being proposed: moving AI inputs away from wasteful text tokens toward raw visual data (photons).
This update focuses on critical infrastructure advances designed to fight current AI bottlenecks, notably Deepseek's method for compressing context via imaging. We investigate how this efficiency, combined with scaling laws, drives breakthroughs in computing speed and scientific discovery, while also reviewing recent critical failures in the AGI definition space.
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Top Comments (10)
homie really going that shock value route.
So we’ve just learned a picture is worth a thousand words?
so cool makes you wonder how many of these things to make LLM's even better are just hiding in plaing sight
Good guess :) Andrej Karpathy has Slovak roots, and in our country (Slovakia) - Karpaty is name of the mountain - in English it is Carpathian Mountains. Surname Karpathy means something like "someone from the Carpathian Mountains" in Hungarian,
Oct 2025, LLMs discover "An image is worth 1000 words"
hello again "this model LITERALLY shattered the multiverse" title
Wes, no matter how much clickbait and no matter how terrible your interim commentary at times (terrible in the punny, goofy sense!), you will always remain a source of AI news that I prefer over other sources because you are unapologetically just yourself. You're awesome.
yup! lots of news! glad to hear! good luck gathering! 🍎
Your Karpathy analogy earns a serious like :)
that spongebob meme was extremely convincing! maybe this will be considered to be the first step towards a sentient ai??i am so excited!! thank you for the nonstop stream of interesting updates Wes Roth! thank you thank you thank you
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Top Comments (10)
homie really going that shock value route.
So we’ve just learned a picture is worth a thousand words?
so cool makes you wonder how many of these things to make LLM's even better are just hiding in plaing sight
Good guess :) Andrej Karpathy has Slovak roots, and in our country (Slovakia) - Karpaty is name of the mountain - in English it is Carpathian Mountains. Surname Karpathy means something like "someone from the Carpathian Mountains" in Hungarian,
Oct 2025, LLMs discover "An image is worth 1000 words"
hello again "this model LITERALLY shattered the multiverse" title
Wes, no matter how much clickbait and no matter how terrible your interim commentary at times (terrible in the punny, goofy sense!), you will always remain a source of AI news that I prefer over other sources because you are unapologetically just yourself. You're awesome.
yup! lots of news! glad to hear! good luck gathering! 🍎
Your Karpathy analogy earns a serious like :)
that spongebob meme was extremely convincing! maybe this will be considered to be the first step towards a sentient ai??i am so excited!! thank you for the nonstop stream of interesting updates Wes Roth! thank you thank you thank you