Prediction certainty 3/5 debate potential 3/5

Goshen: In two years, focus will shift from LLMs to multi-model AI systems

Ori Goshen · Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs · Sep 20, 2023 · at 14:45

Ori Goshen is the co-founder and co-CEO of AI21 Labs. He discusses the industry's architectural shift beyond single standard LLMs toward neuro-symbolic system orchestration.

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“In two years from now, I guess we won't be excited and we won't be speaking about large language models. We'll be speaking about AI systems that use maybe several language models and they orchestrate this solution problem solution in such a way that is more reliable and more deterministic.”

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More from Ori Goshen

Assertion Not checkable as stated
Goshen: Scaling LLM size is already showing diminishing returns
“And we're already start seeing diminishing returns. I mean, you take the architecture, you increase the size of the models or, and you see that At these levels of scale where, you know, we are dealing with things, diminishing returns, we start seeing it.”
Ori Goshen Sep 20, 2023 ▶ 17:38 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
Prediction Not checkable as stated
Goshen: The future of artificial intelligence will be neuro-symbolic
“The future is going to be neuro symbolic.”
Ori Goshen Sep 20, 2023 ▶ 10:10 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
Prediction Not checkable as stated
Goshen: Enterprise AI will not be a winner-take-all market
“I don't think it's a winner take all kind of market. And I don't think it's a single approach that will be a winner here.”
Ori Goshen Sep 20, 2023 ▶ 30:14 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
Insight
Goshen: Deep learning is necessary but not sufficient for reliable AI
“Deep learning is, is amazing. And with that said, it's necessary, but not sufficient component.”
Ori Goshen Sep 20, 2023 ▶ 8:52 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
Assertion Not checkable as stated
Goshen: 95% of enterprise AI use cases are task-specific
“95% of the use cases in the enterprise are actually pretty specific.”
Ori Goshen Sep 20, 2023 ▶ 26:43 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
Opinion
Goshen: Chat interfaces are not optimal for consuming and producing information
“And it's not delivered in a chat interface. And we did it deliberately because we haven't, we don't think chat interface is definitely the most optimal way to consume and kind of produce information.”
Ori Goshen Sep 20, 2023 ▶ 34:24 Beyond ChatGPT: Ori Goshen’s Playbook for Building Neuro-Symbolic LLMs
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