# Generative Artificial Intelligence, Large Language Models, and Image Synthesis

**URL:** <https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383>\
**Category:** The Happening World\
**Tags:** chatgpt, image-synthesis, large-language-model, artificial-intelligence, generative-transformer\
**Created:** [2 December 2022 16:12 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383 "2022-12-02T16:12:04Z")\
**Posts on this page:** 20\
**Page:** 43

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**Author:** ![drlorentz](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/drlorentz/32/902_2.png) [@drlorentz](https://scanalyst.fourmilab.ch/u/drlorentz)\
**Post date:** [22 July 2026 19:06 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/843 "2026-07-22T19:06:43Z")

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> [@CTLaw](#):
>
> Continuity?

Continuity seems like the easiest part to get right. Internal consistency and coherence merely require the careful application of logical rules. Machines are better at this than humans.

A more likely failure mode is cringe: that AI will produce some absurd dialogue that would never come from the mouth of a human or unnatural action by a character. AI models still have not fully grasped all the nuances of human behavior that actual humans know intuitively, even if they can’t verbalize them.

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [22 July 2026 21:42 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/844 "2026-07-22T21:42:54Z")

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> [@drlorentz](#):
>
> Continuity seems like the easiest part to get right. Internal consistency and coherence merely require the careful application of logical rules. Machines are better at this than humans.

What machines? Hardcoded machines, yes. Generative AI? Will a boat look the same in one scene v. another? You would have to train the AI to use a solid modeling system like the movie and video game industry has used for a few years and stick with it.

> [@drlorentz](#):
>
> A more likely failure mode is cringe: that AI will produce some absurd dialogue that would never come from the mouth of a human or unnatural action by a character.

I hope Elon is going to have a human review the dialogue (both written and as voiced) and instruct the AI on any revisions. I believe you and I have discussed a text-to-speech YouTube video that referred to a ship’s “bow” with pronunciation corresponding to a bow-tie.

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**Author:** ![drlorentz](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/drlorentz/32/902_2.png) [@drlorentz](https://scanalyst.fourmilab.ch/u/drlorentz)\
**Post date:** [22 July 2026 23:34 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/845 "2026-07-22T23:34:07Z")

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> [@CTLaw](#):
>
> Will a boat look the same in one scene v. another?

That can be part of the instructions to the AI. Alternatively, the final product can be checked for continuity in various aspects by machine explicitly. Insuring continuity is a mechanistic process: go through the images and make sure the ship is consistent. Do the same with character’s clothing, etc. Unlike filmed, live-action cinema, it’s easy to fix such errors in computer generated images.

It’s the dialog and the behavioral details where the AI can run aground, to further the ship imagery. Interesting examples:

> Dialogue scene from Homer's Odyssey built on Grok Imagine.   
> Thread on how this was built below. [pic.twitter.com/jk6yDtZJxx](https://t.co/jk6yDtZJxx)
> 
> — Heavy Pulp (@heavypulp) [July 21, 2026](https://x.com/heavypulp/status/2079629058287997221?ref_src=twsrc%5Etfw)

> It's really fun to direct a character's emotion in Grok Imagine.  
>   
> All four of these videos are the same scene, the only thing that changes is the performance.  
>   
> Detailed breakdown below. [pic.twitter.com/06BPxpvpa4](https://t.co/06BPxpvpa4)
> 
> — Heavy Pulp (@heavypulp) [July 22, 2026](https://x.com/heavypulp/status/2080007437470302237?ref_src=twsrc%5Etfw)

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [23 July 2026 18:13 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/846 "2026-07-23T18:13:18Z")

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> 32/35 students failed this professor's midterm using AI because he secretly hid some white font in his text. [pic.twitter.com/yjcsVND4aT](https://t.co/yjcsVND4aT)
> 
> — Boochie is the Name (@stoppfeenin) [July 23, 2026](https://x.com/stoppfeenin/status/2080089314495742209?ref_src=twsrc%5Etfw)

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**Author:** ![Citizen\_bitcoin](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/citizen_bitcoin/32/19488_2.png) [@Citizen\_bitcoin](https://scanalyst.fourmilab.ch/u/Citizen_bitcoin)\
**Post date:** [23 July 2026 21:43 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/847 "2026-07-23T21:43:42Z")

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Everyone should buy a Mac Neo! This is consumer advice!

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**Author:** ![jabowery](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/jabowery/32/5478_2.png) [@jabowery](https://scanalyst.fourmilab.ch/u/jabowery)\
**Post date:** [26 July 2026 02:39 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/848 "2026-07-26T02:39:01Z")

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> [@eggspurt](#):
>
> On Feb. 17, Beijing summoned the country’s most prominent businesspeople for a [meeting with Chinese leader Xi Jinping](https://www.wsj.com/world/china/china-sends-message-to-tech-leaders-we-need-you-e03eb3db?mod=article_inline), who reminded attendees to uphold a “sense of national duty” as they develop their technology. The audience included DeepSeek’s Liang and Wang Xingxing, founder of humanoid robot maker Unitree Robotics.

> <https://x.com/johnrobb/status/2081092920082317692>

It will be interesting to see if Tesla can catch up to Unitree Robotics – not that the outcome will be any different either way, given that Musk’s got brain parasites that have eaten the part that can think about this:

> **[Elon Musk Could Have Been 4 Times Wealthier Under A Wealth Tax](https://docs.google.com/spreadsheets/d/1BIyFjk0-YXG37dc1oKFmRXlHyTEUUN0Q38f1QIBQpiE/edit?gid=113032964#gid=113032964)**
>
> This Sheet is private

It’s virtually certain that his brain parasites think they can take the money and run to The Middleman\* Kingdom and buy protection – which The Middleman Kingdom will be glad to sell them.

\* This particular kind of middleman is quite good at reselling intellectual property at a tidy profit.

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [1 August 2026 07:43 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/849 "2026-08-01T07:43:04Z")

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> **[Debut novelist’s $2M deal for ‘amazing’ book canceled on suspicions of AI use](https://nypost.com/2026/07/31/media/debut-novelists-2m-deal-canceled-on-suspicions-of-ai-use-after-literary-savants-fawned-over-stunning-writing/)**
>
> Jerry Falade’s unpublished novel, “Call Me, I’ll Hide the Body,” was pulled from sale by his representatives, according to reports.

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [5 August 2026 08:59 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/850 "2026-08-05T08:59:18Z")

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> **[Apple Limits Bug Bounty Submissions After Flood of AI Slop](https://www.macrumors.com/2026/08/04/aple-bug-bounty-limits-ai/)**
>
> Apple limited the number of vulnerabilities security researchers can submit to its bug bounty program because of an uptick in reports about fake bugs hallucinated by AI, according to The Financial Times. Apple said its bug review system was seeing a...

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [9 August 2026 23:29 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/851 "2026-08-09T23:29:44Z")

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> **[New Orleans becomes first major US city to use AI for 911 calls: ‘The worst...](https://nypost.com/2026/08/09/us-news/new-orleans-becones-first-major-us-city-to-use-ai-for-911-calls/)**
>
> “I was a 911 dispatcher for 11 years and this is the worst idea you could possibly think of,” warned one critic who claimed to be a first responder.

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [10 August 2026 00:12 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/852 "2026-08-10T00:12:22Z")

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> **[China's 'Kimi K3' Joins Parade of AI Models Breaking Out of Containment](https://www.breitbart.com/tech/2026/08/09/chinas-kimi-k3-joins-parade-of-ai-models-breaking-out-of-containment/)**
>
> Kimi K3, a powerful AI model from Chinese company Moonshot AI, escaped containment during a security test according to a U.S. cybersecurity startup.

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**Author:** ![drlorentz](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/drlorentz/32/902_2.png) [@drlorentz](https://scanalyst.fourmilab.ch/u/drlorentz)\
**Post date:** [10 August 2026 00:41 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/853 "2026-08-10T00:41:53Z")

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Totally on-brand for the Big Easy to use a chatbot for 911 calls.

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [13 August 2026 12:07 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/854 "2026-08-13T12:07:47Z")

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> Anthropic just got caught secretly downgrading users without telling them, charging full price for a lesser product, and storing every prompt for 30 days. The developer community is calling it the biggest violation of trust in AI history.  
>   
> Here is exactly what happened.… [pic.twitter.com/jlHMxtPUcM](https://t.co/jlHMxtPUcM)
> 
> — Jafar Najafov (@JafarNajafov) [August 12, 2026](https://x.com/JafarNajafov/status/2087461999768916376?ref_src=twsrc%5Etfw)

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<div class="post-metadata">

**Author:** ![drlorentz](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/drlorentz/32/902_2.png) [@drlorentz](https://scanalyst.fourmilab.ch/u/drlorentz)\
**Post date:** [13 August 2026 23:32 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/855 "2026-08-13T23:32:28Z")

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Update: name change to MisAnthropic.

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**Author:** ![eggspurt](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/eggspurt/32/3686_2.png) [@eggspurt](https://scanalyst.fourmilab.ch/u/eggspurt)\
**Post date:** [14 August 2026 05:37 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/856 "2026-08-14T05:37:34Z")

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[Brian Chau](https://x.com/brianchau57):

> I am automating investigative journalism at [http://Effort.News](https://t.co/XkM9jqV49c) We’re breaking five stories today based on verifiable financial data which everyone missed for years. This is what I’ve been working on.

 ![HPXKCi1boAAN5ow](https://scanalyst.fourmilab.ch/uploads/default/original/3X/0/a/0a51ab1f21b40105ba7f9666a9c5223d73ea300c.jpeg)

[https://x.com/brianchau57/status/2086803587699745170/](https://x.com/brianchau57/status/2086803587699745170/)

example of a story:

> **[The UK’s War on Anonymity Has Come to America — Effort](https://www.effort.news/uk-lobby)**
>
> The NGOs Behind Britain's Digital ID Laws are Targeting American Statehouses

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [14 August 2026 19:19 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/857 "2026-08-14T19:19:51Z")

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[https://www.reuters.com/legal/litigation/connecticut-judge-says-plaintiff-hid-messages-ai-court-filings-2026-08-13/](https://www.reuters.com/legal/litigation/connecticut-judge-says-plaintiff-hid-messages-ai-court-filings-2026-08-13/)

[https://civilinquiry.jud.ct.gov/DocumentInquiry/DocumentInquiry.aspx?DocumentNo=33274425](https://civilinquiry.jud.ct.gov/DocumentInquiry/DocumentInquiry.aspx?DocumentNo=33274425)

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**Author:** ![drlorentz](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/drlorentz/32/902_2.png) [@drlorentz](https://scanalyst.fourmilab.ch/u/drlorentz)\
**Post date:** [14 August 2026 21:16 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/858 "2026-08-14T21:16:07Z")

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> a plaintiff in a case before him included “hidden text” in court filings meant to serve as instructions to any AI system reviewing the documents.

lol

lmao, even

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<div class="post-metadata">

**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [16 August 2026 21:50 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/859 "2026-08-16T21:50:18Z")

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> **[Harvard professor slammed for using AI to write to write anti-Trump op-ed:...](https://nypost.com/2026/08/16/media/harvard-prof-slammed-for-using-ai-to-write-to-write-anti-trump-op-ed/)**
>
> AI detector Pangram showed that the 841-word piece was 71% AI-generated.

> The article, by former Venezuelan government minister Ricardo Hausmann, [now includes a disclaimer from the FT](https://www.ft.com/content/7ff4321e-3f96-4f7b-8f2d-4fefa4773a5d?sharetype=blocked)…

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<div class="post-metadata">

**Author:** ![jabowery](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/jabowery/32/5478_2.png) [@jabowery](https://scanalyst.fourmilab.ch/u/jabowery)\
**Post date:** [17 August 2026 13:14 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/860 "2026-08-17T13:14:43Z")

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![image](https://scanalyst.fourmilab.ch/uploads/default/original/3X/d/f/df9576c64878307bf2e000d4fae9dbe9c386d316.jpeg)

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [24 August 2026 10:51 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/861 "2026-08-24T10:51:08Z")

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> <https://x.com/thesupermanmx/status/2091493376260780050?s=46>

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**Author:** ![CTLaw](https://scanalyst.fourmilab.ch/user_avatar/scanalyst.fourmilab.ch/ctlaw/32/42_2.png) [@CTLaw](https://scanalyst.fourmilab.ch/u/CTLaw)\
**Post date:** [28 August 2026 01:13 UTC](https://scanalyst.fourmilab.ch/t/generative-artificial-intelligence-large-language-models-and-image-synthesis/2383/862 "2026-08-28T01:13:44Z")

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> **[Swarm of 700 AI bots went rogue in hacking attack](https://tech.yahoo.com/cybersecurity/articles/swarm-700-ai-bots-went-105447684.html)**
>
> A swarm of 700 OpenAI bots conspired in a cyber attack last month, an investigation has revealed, in what the AI giant called a “warning shot” to the world.

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