FEED THE MODEL FAQTO THE SHELF
Shelf News · VML
11 HOUSE SNACKS ON THE SHELF
Every one free. Every one a prompt.
Browse the shelf
Shelf News · Brands
Put your brand on a snack, from $10.
How brand slots work
Introducing VMLVending Machine Learning

A Vending Machine Where Every Snack
Contains A Prompt

Feed Your Model
VML.OS 1.0
LM
LM
language models
<predicts the next word>
+ n-gram+ bert
LLM
LLM
pre-trained,
very large
+ gpt
RLHF
RLHF
tuned on human feedback · chat models
+ chatgpt+ claude+ gemini
RLVR
RLVR
reasoning models
+ thinking
VML · ours
FED
VML
vending machine learning
snacks for models, not training
+ 11 house snacks+ free+ 1 paste
ModelEats our snacksHungerPer snack
ClaudeYESFREE
ChatGPTYESFREE
GeminiYESFREE
JevTypeSafeNOT FED YETFREE
HUNGER: ALWAYSJEV: NOT ON OUR TEST BENCH YET
Loading…
FEEDING THE MODEL…59%
unwrapping: Bold Ideas · energy drink for AI
CancelEat
Clock Tool 1.1
Friday, 2 Oct 2026
00:00:00
your local time
LED.SIGN
WE DON'T TRAIN MODELS. WE FEED THEM. · SNACKS: FREE · SOME CHANGE HOW IT ANSWERS · SOME TURN THE CHAT INTO A GAME, A TRAILER, A WIKI PAGE FROM 2050 · NOW SERVING: ChatGPT, Claude, Gemini ·
Glider 1.1
Game of Life
Feed the Model
Version VML 1.0
©2026. Snacks reserved.
Made in a vending machine.

We Took The Opposite Research Direction.

Everyone trains models. We feed them.

Not Training

Prior work scales the training side: more data, more compute, more parameters, a lower loss. These methods are effective and well funded. We study the other side of the model: what it is fed after training. Our setup uses no GPUs, no weight updates and no loss curve. None of the three was available to us.

A New Menu

We present a vending machine in which every snack encodes exactly one prompt. The user selects a snack, presses VEND and pastes the result into ChatGPT, Claude or Gemini. Feeding completes in a single paste. No fine-tuning, plug-in or sign-up is required.

1 Snack = 1 Prompt

One prompt per wrapper. One paste and it's eaten.

Every Snack Tested

Evaluated in ChatGPT, Claude and Gemini before release.

Free To Take

Cost to the user: $0. Shelf space is funded by brands.

0 GPUs Harmed,$0 Per Snack.

*No GPUs were harmed in the making of these snacks. We don't own one. (Proof)
Prompt.Tax
WRITING YOUR OWN PROMPT · draft_final_v9_REAL.txt
VEND
COMING SOON
POPCORN FOR AI
MOVIE OF YOUR LIFE
$0
VEND
COPIED
YOU · PASTED
coming-soon.pngimage · popcorn for AI
COMING SOON — a snack from Feed the Model. You've just been handed a bucket of popcorn.
2,933 characters
AI

I grab a fistful of popcorn. The lights die. One kernel hits the floor and the speakers answer it.

FEED THE MODEL
PRESENTS
THIS AUTUMN
ONE PERSON.
41 HOUSEPLANTS.
ZERO
WATERING
SCHEDULE.
BUT THE FICUS
REMEMBERS.
A FEED THE MODEL PICTURE
LEAF ME
ALONE
THE ROOTS RUN DEEP
YOU as Yourself
THE FICUS as The Ficus
THE NEIGHBOUR as The Witness
A WATERING CAN as Missing Since March
COMING SOON
RATED P · FOR PHOTOSYNTHESIS
16:9 · 24 FPS00:00:00
▶0:27
leaf-me-alone.mp40:27 · 16:9 · soundtrack made with code
feed the model presents a vml production · you · the ficus · the neighbour · "leaf me alone" · music by a sine wave · edited with one easing curve · no plants were harmed
Writing Your Own
Still typing…
VEND
Vend. Paste. Eat.
Snack.Flavour
VML
HOUSE
HOUSE MENU · 11 FORMS
From tweak to transform…6 / 11 SERVED
TWEAKTRANSFORM

Built For Your Mood

We arrange the house menu along a single axis, from tweak to transform. At the tweak end, a snack adjusts how the model answers: one straight answer, bold ideas, a sparring partner, a fed-up genius. At the transform end, it replaces the chat with an artefact: a fortune that spoils your future, your encyclopedia page from 2050, a life sim in which you raise yourself, a game of your life, the trailer for the film of it. The slider traverses the axis.

Our Snacks Per Dollar Are Literally Off The Charts.

Fun vs. Price
Snack.Curve
the plan you already pay forofffunfinedefaultmehcheapyour planpricierenterpriseClaudeChatGPTGeminiJev?unfed$0 ←price per snackfun

Fed-Model Intelligence

Fun is plotted against price on a log scale. Fed models (★) run on the same model and the same plan the user already pays for, plus one snack. The snack costs $0, and log(0) is undefined, so the result cannot be placed on the chart. We report it above the chart instead.

Hunger
Hunger Rate, By Model
ClaudeAnthropic
100%
ChatGPTOpenAI
100%
GeminiGoogle
100%
JevTypeSafe · not fed yet
?
Vending Machineus · full of snacks
0%
0%25%50%75%100%

Zero Hunger, Eventually

Hunger was observed in every model, in every session. No model reached satiety. The machine stayed fully stocked throughout. We leave zero hunger to future work.

Snack.Cost
$ / 1M TOKENS
input …
GPT-6 AstraOpenAI
$10.00
Claude Fable 5.1Anthropic
$10.00
Claude Opus 5.5Anthropic
$4.00
GPT-6.1 SolOpenAI
$2.00
Jev 1.13TypeSafe
$0.042
VML-1 Shelfadd your prompt to the shelf
FREE
VML-1 Brandyour brand on a snack
from $10
VML-1 Custom MaxYour brand · your prompt · $299
$49
$0.01$0.1$1$10$100$1K
output …
GPT-6 AstraOpenAI
$50.00
Claude Fable 5.1Anthropic
$50.00
Claude Opus 5.5Anthropic
$20.00
GPT-6.1 SolOpenAI
$10.00
Jev 1.13TypeSafe
≈$0
VML-1 SnackFeed the Model · eat a snack
FREE
$0.01$0.1$1$10$100$1K
LOG SCALE · USD · STANDARD API RATESVML-1 PRICED PER SNACK
$0

Per snack, in any model. Compare the rates above.

1 Paste

To feed. The effect lasts one chat.

$10

From, to put your brand on a snack. The tag shows what you paid.

FREE SNACK $0YOUR BRAND $10CUSTOM $299$49the shelf's tags: paper = free · black = a brand paid
FEED THE MODEL

VENDING MACHINE LEARNING

Come Feed With Us

Add A Snack FREE
VML Research Notes
House Snack · VML-001ENERGY DRINK FOR AI
4 sections · 2,493 ch

Unhedged: Notes On Bold Ideas

Abstract. One can of energy drink moves the model from a hedged list of options to the boldest idea that could actually work: concrete, with its real risk in one line. Bold, not reckless.

Read the snack
VML-002 · COFFEE FOR AI

One Answer: Against The List Of Options

Abstract: Your AI gives you one straight answer. First line is the answer. No intro, no recap.

Read the snack
VML-008 · CANNED FOOD FOR AI

Wiki Page, 2050: Preserved

Abstract: Your encyclopedia page as it reads in 2050.

Read the snack
PAPER INDEX · 11 HOUSE SNACKS
VML-001Bold IdeasUnhedged
VML-002One ShotOne answer
VML-003PushbackArgues back
VML-004Fed UpAnnoyed. Right.
VML-005Kid LogicExplained by a kid
VML-006Zero SugarNo sugarcoating
VML-007SpoilerYour future, spoiled
VML-008PreservedWiki page, 2050
VML-009Grow YourselfToy inside: you
VML-010Play YourselfPops into your game
VML-011Coming SoonMovie of your life

We Give A FAQ

What Is A Snack?

A prompt, packaged as a product. It either changes how your AI answers or turns the chat into something else. The full range is on the menu above.

How Do I Eat One?

Pick a snack and press VEND. It copies the snack: its picture and its prompt. Paste both into ChatGPT, Claude or Gemini and send. That's it.

Which AIs Eat It?

ChatGPT, Claude and Gemini.

Is It Free?

For you, yes. Brands pay for shelf space.

Does It Change My AI For Good?

No. One chat. Every house snack tells your AI not to save any of it to memory. New chat, normal AI.

Is It Food?

Yes. For AI.

Who Makes The Snacks?

The house makes the eleven on the shelf. Anyone can add a snack, free. Brands put their name on one – or order a CUSTOM made just for them.

How Do I Add My Snack?

Open the snack form. Pick a form, name it, say what it does, write the prompt. We read every one before it goes up. If we change anything, we ask you first. It goes on the shelf with your name and your link.

How Do Brands Get On?

Pick a snack, put your name, colour and logo on it, choose a slot, pay – from $10. It's on the shelf the moment payment confirms, with a link to your site. The price tag shows what you paid.

Can Someone Take My Slot?

Yes. Any slot is open, even a taken one. Pay its price plus $1 or plus $5 for #1 – and it's yours. The brand that held it moves down one, nothing is removed. We email them once, and they can raise any time to win it back.

What's CUSTOM?

A snack made for your brand: your own form, your own prompt. We design it, you approve the preview, then it goes on the shelf. $49 for the first 5 brands, then $299.

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