Science Fiction Dictionary
A  B  C  D  E  F  G  H  I  J  K  L  M  N  O  P  Q  R  S  T  U  V  W  X  Y  Z

 

LLM 'Cognitive Core' Now Evolving

The LLM (Large Language Model) "cognitive core" is slowly starting to come into being, says Andrej Karpathy, once head of Tesla's self-driving computer division.

- Natively multimodal text/vision/audio at both input and output.
- Matryoshka-style architecture allowing a dial of capability up and down at test time.
- Reasoning, also with a dial. (system 2)
- Aggressively tool-using.
- On-device finetuning LoRA slots for test-time training, personalization and customization.
- Delegates and double checks just the right parts with the oracles in the cloud if internet is available.

Fans of Star Trek recall the entity "Landru", an artificially intelligent computer system that ruled a planet in a 1967 episode The Return of the Archons.

An earlier example of such a self-aware system is the Vulcan 3 computer from Vulcan's Hammer, by Philip K. Dick, published by Ace Books in 1960.

Very little of the computer was visible; its bulk disappeared into regions which he had never seen, which in fact no human had ever seen... Their only check on the growth and development of Vulcan 3 lay in two clues: the amount of rock thrown up to the surface, to be carted off, and the variety, amount, and nature of the raw materials and tools and parts which the computer requested.

The financial cost of supporting Vulcan 3 was immense... At the latest estimate, Vulcan 3's share of the the taxes came to about forty-three percent.

Beneath his feet the floor vibrated... What lay down there? Energy, tubes and pipes, wiring, transformers, self-contained machinery... He had a mental image of relentless activity... worn-out parts replaced, new parts invented; superior designs replaced obsolete designs. And how far had it spread? Miles?

Vulcan 3 was aware of him. Across the vast impersonal face of metal an acknowledgment gleamed, a ribbon of fluid letters that appeared briefly and then vanished.

The games Machine from AE van Vogt's World of Null-A is a clear predecessor to the Vulcan 3 computer. Enjoy comparing Vulcan 3 to other computers large enough to run whole planets or societies: see the City Fathers from James Blish's Cities in Flight, Watchdog from Jack Haldeman's story of the same name, and Deep Thought from Douglas Adams' The Hitchhiker's Guide to the Galaxy.

Scroll down for more stories in the same category. (Story submitted 6/19/2025)

Follow this kind of news @Technovelgy.

| Email | RSS | Blog It | Stumble | del.icio.us | Digg | Reddit |

Would you like to contribute a story tip? It's easy:
Get the URL of the story, and the related sf author, and add it here.

Comment/Join discussion ( 0 )

Related News Stories - (" Artificial Intelligence ")

Orwell's Nightmare Of AI-Written Novels Comes To Pass
'Books were just a commodity that had to be produced, like jam or bootlaces.' - George Orwell, 1948.

RentAHuman App Lets AI Agents Hire Humans
'She wouldn't stop until Antar had told her everything he knew about whatever it was that she was playing with on her screen.' - Amitav Ghosh, 1995.

AIs Turn Marxist Under Bad Management
'It was a general strike of the robots...' - Harl Vincent, 1934.

Rogue AI Replicated Itself
'Sapiro’s computer just kept dialing at random, hanging up on humans, until it got a fellow computer of the same type as itself.' - Gregory Benford, 1970.

 

Google
  Web TechNovelgy.com   

Technovelgy (that's tech-novel-gee!) is devoted to the creative science inventions and ideas of sf authors. Look for the Invention Category that interests you, the Glossary, the Invention Timeline, or see what's New.

 

 

 

 

Science Fiction Timeline
1600-1899
1900-1939
1940's   1950's
1960's   1970's
1980's   1990's
2000's   2010's

Current News

Worm Disrupts Physics Simulations Undetected For A Decade
'It diverts integers of the data, the fundamental message-units, so that they no longer agree.'

Muxcard Redditor's DIY Credit Card-Sized Computer
It's a computer, but just barely.

'Soft Assembly' Fashions That Fashion Themselves On The Wearer
'Clothes are no longer made from dead fibers of fixed color and texture that can approximate only crudely to the vagrant human figure...'

Orwell's Nightmare Of AI-Written Novels Comes To Pass
'Books were just a commodity that had to be produced, like jam or bootlaces.'

ISS Plagued By Leak - Again!
'There were perhaps a dozen bladder-like objects in the tunnel...'

Ridiculous 'Ghost Murmur' Tech Still Science Fiction
'...it rears and spreads its fan. It can pick one man out of a crowd.'

Outdoor Video Screens Can Be Arbitrarily Large
The Shape of Things To Come

Infrared Contact Lenses To See In The Dark
'I can see in the dark, Case.'

What'll You Have? Extinct Animals Returned, Or Synthetic Eggshells?
'...a new plastic with the characteristics of an avian eggshell.'

Sunbird Pulsar Fusion Like Leinster's Space Tug
'It was a pushpot, which could not possibly be called a jet plane because it could not possibly fly. Only it did.'

RentAHuman App Lets AI Agents Hire Humans
'She wouldn't stop until Antar had told her everything he knew about whatever it was that she was playing with on her screen.'

Unitree CEO Wang Xingxing Runs With His G1 Robot Army
'Does thinking you're the last sane man on the face of the Earth make you crazy?'

AIs Turn Marxist Under Bad Management
'It was a general strike of the robots...'

Moscow Attacked By Hundreds Of Drones
'It hurtled on down with inconceivable speed until it was visible as thousands of tiny robot planes...'

Nifty Folding Electric Bicycles!
'Separate paths were provided for them...'

FTC: Says Ring Employees Illegally Surveilled Customers
'Then she looked up with a smile and moved closer to the camera.'

More SF in the News Stories

More Beyond Technovelgy science news stories

Home | Glossary | Invention Timeline | Category | New | Contact Us | FAQ | Advertise |
Technovelgy.com - where science meets fiction™

Copyright© Technovelgy LLC; all rights reserved.