the usa and china together are 43% of global gdp the other 191 countries altogether make up only 57% the ai war defines the future of:
– global economy
– democracy vs totalitarianism
– social progress it is EVERYTHING—nothing matters more.
@alexandr_wang
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USA-China AI War Reshapes Global Economy and Democracy
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Obsession Outweighs Intelligence in Achieving Success
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obsession goes a very long way, much further than intelligence does.
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LLMs Sound Smart But Lack Real Intelligence Planning Memory Reasoning
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LLMs are designed to *sound* smart, which is not quite the same thing as actually being smart we all know enough bullshitters to know the difference planning, memory, reasoning, self-reflection… all key steps to get real intelligence (to be clear, smartest ppl working on it)
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10x Engineers Must Embrace AI Tools to Stay Relevant
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weird effect of AI developer tools— the 10x engineers of today will NOT be the 10x engineers of tomorrow because they’ll be too proud to adopt the new AI tools and workflows, which are meaningfully different. the solution—have no ego, let the AI tell you what to do.
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GPT-4 System Card: Capabilities, Limitations and Safety Considerations
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source: https://
cdn.openai.com/papers/gpt-4-s
ystem-card.pdf
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RLHF Scaling: Massive Performance Gains With Larger Models
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RLHF gets far more powerful as models get bigger here you see GPT-3.5 vs GPT-4 performance. you'll notice before fine-tuning, GPT-4 is a little bit better. but the really big gains come from GPT-4 after RLHF fine-tuning—that's the real unlock RLHF scales with model size!
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Scale LLM Engine: pip install open source package
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check out the github repo below, or it's as easy as `pip install scale-llm-engine`
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Scale AI Open-Sources LLM Engine for Llama2 Fine-Tuning
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Want to fine-tune Llama2 for your use case on your data? ICYMI—
@scale_ai open-sourced LLM Engine, the easiest way to fine-tune and serve Llama2 and other open-source models See -
Victor and Benchmark Achievement in AI Innovation
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congrats to victor and benchmark! victor is a total beast, smart move by benchmark
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Good ideas copied: execution and structural advantage matter
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truth of doing great things: all the good ideas will be copied. it’ll always come down execution at the start, and structural advantage later on. unfortunately, competition is inescapable