News Report Technology
October 04, 2023

Google Announced the First Self-Improving AI Model Promptbreeder That Evolves Billions of Times Faster Than Humans

Google’s DeepMind developers have introduced “Promptbreeder (PB): self-referential self-improvement through accelerated evolution.” This pioneering development promises a new approach to enhancing the capabilities of large language models (LLMs) by harnessing the power of accelerated evolution.

Google Announced the First Self-Improving AI Model Promptbreeder That Evolves Billions of Times Faster Than Humans
Related: ChatGPT Injection, or How to Get the Best Response Possible from a Bot

At the core of this innovation lies the realization that the intelligence of a large language model is closely tied to the quality of the textual cues it receives. In essence, the smarter the cues, the more intelligent and accurate the model’s responses become. Consequently, the critical task at hand is crafting optimal hint strategies to guide these models effectively.

Conventional prompting strategies, such as the chain of thought or plan and decide approaches, have undeniably improved LLMs’ reasoning abilities. However, these strategies, often manually devised, can fall short of optimal performance.

Google Announced the First Self-Improving AI Model Promptbreeder That Evolves Billions of Times Faster Than Humans
Thus, Promptbreeder is constantly being improved. It is a self-improving, self-referential cycle with natural language as its substrate. No fine tuning of the neural network is required. The process results in customized hints optimized for specific applications.

Promptbreeder is a solution that uses an evolutionary mechanism to iteratively refine hint strategies. What distinguishes PB is its remarkable ability to improve not only hints but also its own hint-enhancing capabilities with each new generation.

Here’s how the Promptbreeder evolutionary scheme operates:

  1. Under the guidance of an LLM, Promptbreeder generates a population of evolution units, each comprising two “solution hints” and one “mutation hint.”
  2. A binary tournament genetic algorithm is then employed to evaluate the fitness of these mutants based on a training set, identifying the ones that perform better.
  3. This cyclic process continually reverts to step 1, ultimately resulting in the evolution of generations of “hints-solutions.”

Over several generations, Promptbreeder employs five different classes of mutation operators to mutate both “solution hints” and “mutation hints.” The brilliance of this scheme lies in the fact that these mutating “hints-solutions” progressively become more intelligent. “Mutation hints” are pivotal here, providing instructions on how to mutate to enhance “solution hints.”

Promptbreeder, in essence, is a self-improving, self-referential system that operates within the realm of natural language. Crucially, it requires no intricate fine-tuning of the neural network. Instead, it produces customized hints meticulously optimized for specific applications.

Initial experiments have yielded promising results. Promptbreeder has outperformed all other contemporary hint methods in mathematical, logical, common-sense tasks, and language classification, including identifying hate speech.

Looking ahead, Promptbreeder is undergoing rigorous testing for its viability in constructing an entire thought process. This involves exploring an N-hint strategy, where hints are conditionally applied, paving the way for the development of preprograms for LLM policies engaged in adversarial Socratic dialogues.

Promptbreeder still has limitations when compared to the expansive nature of human thought processes. The hint topology remains fixed, and Promptbreeder primarily adapts hint content, not the hint algorithm itself. Human thought encompasses multifaceted aspects beyond language, including intonation, images, and a multimodal system, which Promptbreeder does not yet possess.

Read more related topics:

Disclaimer

In line with the Trust Project guidelines, please note that the information provided on this page is not intended to be and should not be interpreted as legal, tax, investment, financial, or any other form of advice. It is important to only invest what you can afford to lose and to seek independent financial advice if you have any doubts. For further information, we suggest referring to the terms and conditions as well as the help and support pages provided by the issuer or advertiser. MetaversePost is committed to accurate, unbiased reporting, but market conditions are subject to change without notice.

About The Author

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet. 

More articles
Damir Yalalov
Damir Yalalov

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet. 

Hot Stories

Top Investment Projects of the Week 25-29.03

by Viktoriia Palchik
March 29, 2024
Join Our Newsletter.
Latest News

Custom HTML

by Valentin Zamarin
August 08, 2024

Top Investment Projects of the Week 25-29.03

by Viktoriia Palchik
March 29, 2024

Supply and Demand Zones

Cryptocurrency, like any other currency, is a financial instrument based on the fundamental economic principles of supply ...

Know More

Top 10 Crypto Wallets in 2024

With the current fast-growing crypto market, the significance of reliable and secure wallet solutions cannot be emphasized ...

Know More
Read More
Read more
Custom HTML
News Report
Custom HTML
August 8, 2024
Modular Blockchain Sophon Raises $10M Funding from Paper Ventures and Maven11 Amid Veil of Mystery
Business News Report
Modular Blockchain Sophon Raises $10M Funding from Paper Ventures and Maven11 Amid Veil of Mystery
March 29, 2024
Arbitrum Foundation Announces Third Phase Of Grants Program, Opens Applications From April 15th
News Report Technology
Arbitrum Foundation Announces Third Phase Of Grants Program, Opens Applications From April 15th
March 29, 2024
Top Investment Projects of the Week 25-29.03
Digest Technology
Top Investment Projects of the Week 25-29.03
March 29, 2024