The best you can do for now is create a less verbose language that maps onto a widely used target language. You can then generate paired training examples programmatically so the LLM learns to operate with fewer tokens. (Congratulations, you also just reinvented Triton.)
LLMS
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LLMs Benefit from Human-Designed Programming Languages
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LLMs are quite capable coders. Now, people say they are limited by programming languages designed for humans. I think it is the opposite: they are enabled by programming languages designed for humans. You cannot just design a new programming language for LLMs because where
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Understanding LLM Internal Architecture: Interactive Transformer Guide
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How LLMs work under the hood?
— Akshay 🚀 (@akshay_pachaar) 27 septembre 2025
This is the best place to visually understand the internal workings of a transformer-based LLM.
Explore tokenization, self-attention, and more in an interactive way: pic.twitter.com/Sk8yK5VpESHow LLMs work under the hood? This is the best place to visually understand the internal workings of a transformer-based LLM. Explore tokenization, self-attention, and more in an interactive way:
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Budget and Specialized AI Models: The New Paradigm
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the real question is what is your budget? models are becoming specialized and smaller btw
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AI Paradigm Shifts: New Researchers Unaware of Historical Breakthroughs
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The new guys have never seen AI jump paradigms. They never met Mu Zero, they never saw GANs break the logjam on generativity, and they sure never saw multilayer backprop start working. I don't know if "LLMs" will hit a wall, but, sadly, it won't end AI if they do.
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DeepSeek r1 Release: Eight Months of Rapid AI Market Changes
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Just a reminder that the DeepSeek r1 release, which shook up the stock markets, was only 8 months ago. So much has happened in 8 months as in previous years. It's been a crazy time.
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Confusion about Demis mention regarding LLMs and AGI
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Yeah I don’t understand why the mention Demis either. IMHO he is positive that LLMs bring AGI
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LLMs Transform Economy Without Reaching General Intelligence
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Two things can be true at the same time:
1. Without additional advances, LLMs won't get us to general intelligence.
2. Even without additional advances, LLMs will radically transform the economy. -
Deepagent Desktop: AI Chat, CLI, and Code Editor Combined
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Deepagent Desktop combined
— Abacus.AI (@abacusai) 27 septembre 2025
– AI chat with multiple models
– Deepagent CLI
– Code editor
And aces benchmarks! pic.twitter.com/YAYEPcOfTHDeepagent Desktop combined – AI chat with multiple models – Deepagent CLI – Code editor And aces benchmarks!