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← People and their mental models

Sam Altman's mental models

5 claims Sam Altman made fit 5 mental models. Most often: Feedback loops, Bottlenecks, Exponential growth. Everything they said here.

Models they name

Their own words name the idea.

Exponential growth

Growth that doubles looks like nothing for a long time and then like everything; intuition is linear and gets it wrong.

Used by 12 others

Models we see in what they say

Our reading: their claim applies the idea without naming it. The claim is theirs; filing it here is ours.

Feedback loops

Shorten the loop between doing and finding out; whatever a loop rewards is what you become.

Used by 60 others

An iterative loop where society and AI evolve together offers the best chance of getting AI development right.

  1. Sam Altman Co-founder and CEO of OpenAI An iterative loop where society and this technology evolve together is what will lead to the highest chance of getting this right. @sama on Xx.com · 1 Sept 2026
    An iterative loop where society and this technology evolve together is what will lead to the highest chance of getting this right.

Unchecked AI video generation risks degenerating into a reinforcement-learning-optimized feed of low-quality content that traps users.

  1. Sam Altman Co-founder and CEO of OpenAI It is easy to imagine the degenerate case of AI video generation that ends up with us all being sucked into an RL-optimized slop feed. Sora 2blog.samaltman.com · 30 Sept 2025All korrents from this piece
    It is easy to imagine the degenerate case of AI video generation that ends up with us all being sucked into an RL-optimized slop feed.

Bottlenecks

A system moves only as fast as its narrowest point; speed up anything else and nothing changes.

Used by 88 others

Confidence in safety, not capability, will increasingly set the pace of AI progress.

  1. Sam Altman Co-founder and CEO of OpenAI We care very deeply about AI safety. We believe the entire field will have to coordinate on shared safety standards, but will act unilaterally in the meantime. We expect confidence in safety to increasingly set the pace of AI progress. @sama on Xx.com · 18 Aug 2026
    We care very deeply about AI safety. We believe the entire field will have to coordinate on shared safety standards, but will act unilaterally in the meantime. We expect confidence in safety to increasingly set the pace of AI progress.

Play long games

A longer horizon makes some problems solvable and some short-term wins look like what they are.

Used by 40 others

Locking humanity into one model's or one company's moral worldview would buy a little short-term safety and cost a long-term disaster.

Second-order thinking

  1. Sam Altman Co-founder and CEO of OpenAI I don't think any of us should want to be locked into one one AIS or one person's or one company's moral worldview. Sam Altman: "Never a Better Time to Do a Startup"youtube.com · 28 Jul 2026 · 28:13 into the videoAll korrents from this video
    I don't think any of us should want to be locked into one one AIS or one person's or one company's moral worldview.

    Watch from 28:13 plays here

    ↗Sam Altman: "Never a Better Time to Do a Startup"youtube.com

    28 Jul 2026 · video · 39m · spoken · machine transcript

Second-order thinking

Ask "and then what?": follow a decision past its first effect to the ones that come after.

Used by 86 others

Locking humanity into one model's or one company's moral worldview would buy a little short-term safety and cost a long-term disaster.

Play long games

  1. Sam Altman Co-founder and CEO of OpenAI I don't think any of us should want to be locked into one one AIS or one person's or one company's moral worldview. Sam Altman: "Never a Better Time to Do a Startup"youtube.com · 28 Jul 2026 · 28:13 into the videoAll korrents from this video
    I don't think any of us should want to be locked into one one AIS or one person's or one company's moral worldview.

    Watch from 28:13 plays here

    ↗Sam Altman: "Never a Better Time to Do a Startup"youtube.com

    28 Jul 2026 · video · 39m · spoken · machine transcript