Lexical Compendium

Wait... what is this? Sometimes I come across a word, phrase, idiom, quote, reference, bit of slang, person of interest, etc that either I don't know or I find amusing, interesting, etc. This is a collection of those items so that I can refer back to them in emails, texts, etc.

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AGI

AGI stands for "Artificial General Intelligence." Unlike AI, AGI is meant to connote a system that exhibits human-like intelligence and is not trained for specific tasks.

Related: ASI (Artificial Super Intelligence), ANI (Artificial Narrow Intelligence), p(doom)


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References:

Tags: ai, computer-science

Date Added: 23 Jun 2024
Date Modified: 27 Jun 2024

Jevons Paradox

Jevons Paradox is the economic principle stating that as technological improvements increase the efficiency of resource use, overall consumption of that resource may increase rather than decrease.

Originally observed by 19th-century economist William Stanley Jevons in relation to coal consumption during the Industrial Revolution, the paradox highlights how greater efficiency lowers costs, which can drive higher demand.

Jevons Paradox was in the news a lot early in 2025 after the unveiling of AI models developed by a Chinese start-up called DeepSeek. In a report titled "DeepSeek-V3 Technical Report" published in December, DeepSeek showed that they were able to create this AI model much more efficiently (and cheaper) than their counterparts (i.e. OpenAI's ChatGPT, Meta's Llama, etc).

AI research benefits from more efficient neural networks, yet Jevons Paradox suggests that these efficiency gains will lead to even greater overall computational demand, as more complex models are developed and deployed at scale.

While all of this was in the news, Microsoft's Satya Nadella posted on X: Jevons paradox strikes again! As AI gets more efficient and accessible, we will see its use skyrocket, turning it into a commodity we just can't get enough of.


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References:

Tags: ai, eponymous

Date Added: 12 Feb 2025

vibecoding

Vibecoding (also vibe coding) is the act of developing software by purely defining a project and letting AI do the work.

The term was popularized earlier this year (in 2025) by OpenAI founding member Andrej Karpathy. It has since taken off and I hear it everywhere.

The NYT's Kevin Roose wrote an article on his experience with vibecoding and also covered it in an episode of Hard Fork.

Update May 2025: added Freethink's piece about the technical and cultural shift happening around vibecoding.


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References:

Tags: ai, software

Date Added: 15 Mar 2025
Date Modified: 20 May 2025

p(doom)

p(doom) stands for "probability of doom" and is a term used when talking about AGI.


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References:

Tags: ai, computer-science

Date Added: 27 Jun 2024

stochastic parrot

Stochastic parrot is a term coined by Emily M. Bender, Timnit Gebru, et al. in a 2021 paper on the ethical risks of large language models called "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜."

It refers to how large language models generate text by probabilistically predicting the next word based on patterns learned from massive datasets, rather than understanding or reasoning like a human. The metaphor highlights how such systems mimic language without genuine comprehension.

In December 2022, shortly after ChatGPT was released, Sam Altman of OpenAI tweeted, "i am a stochastic parrot, and so r u."

Stochastic parrot was a 2023 American Dialect Society "Word of the Year."


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References:

Tags: vocabulary, ai, computer_science

Date Added: 28 Jan 2025