“I actually think you can sum down. So I saw 90. Five percent of model building to just doing, you're just doing two things. You're improving data or you're improving compute efficiency.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
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More from Eiso Kant
Opinion
Kant: Solving knowledge work does not require 2-3 orders of magnitude scaling
“I'm no longer thinking that we need two or three orders of magnitude on the largest models to be able to You know, solve knowledge work the accounting, the legal, the code that we write.”
Eiso KantJul 22, 2026▶ 43:22The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
Opinion
Kant: Anthropic's MCP and explicit tool calling abstractions are stupid
“I think MCP and tools are stupid.”
Eiso KantJul 22, 2026▶ 1:11:15The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
Opinion
Kant: Restricting open-weight AI models at current capability levels will hurt innovation
“We are not at a level of capability right now. That we should start restricting, you know, open models in any way, shape or form. I think it will hurt innovation if we do so.”
Eiso KantJul 22, 2026▶ 1:31:45The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
AssertionSupported
Kant: Major AI labs did not prioritize RL for LLMs three years ago
“And the second was that reinforcement learning was going to be the biggest driver for LLM capabilities. Today, very obvious three years ago was not an opinion held or direction held at either OpenAI or Google or Anthropic or others.”
Eiso KantJul 22, 2026▶ 6:03The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
Insight
Kant: Open weights alone do not allow developers to recreate AI models
“Weights are a binary. Let's call them what they are. Yes, we can modify it and we can change them, but like, Giving someone the weights does not allow them ultimately to recreate what you're doing.”
Eiso KantJul 22, 2026▶ 12:04The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
Opinion
Kant: Labs benefiting from Chinese open research have an obligation to give back
“The incredible Chinese lab has done an amazing job at sharing their research, and we have definitely take, like, been on the receiving end of taking advantage of that. So When you're on the receiving end of something coming to you, I think you also have kind o…”
Eiso KantJul 22, 2026▶ 32:05The AI Frontier: from open weights to open research — Eiso Kant, Poolside AI
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