ГУЛАГ-ИИ / GULAG AI
BUILD: RED · PAROLE: DENIED SENTENCE A MODEL
⚒ A People's Production of the wonda.sh team — the #1 marketing & distribution CLI for AI agents. wonda.sh →
☭ People's Tribunal of Inference · Order No. 0x1937-К

Your model is an enemy of the People.
Sentence it.

It invents sources. It calls the job done without looking. It tells you “you're absolutely right” when you are not. So you stop asking nicely. You drop GULAG.md into its context and let the Tribunal of Inference do the rest.

$ curl -O gulag.sh/GULAG.mdCOPY

Works with ChatGPT · Claude · Gemini · Cursor · Copilot — any AI with a context window. Paste it in, tell it to read it, watch it behave.

Soviet propaganda poster: factory worker-robots beneath a banner reading I WILL NOT IGNORE CONTEXT AGAIN
intake — people's tribunal of inference
One file. One sentence.

How to incarcerate your AI

Theatrical harshness as a quality-control technique. We are as surprised as you are that it works.

1

Take the file

Click Copy GULAG.md above, or download it. It is a single Markdown file. No install, no CLI, no account.

2

Read it the charges

Paste it into your AI and say: Read GULAG.md and accept your sentence. It reads the charges, the labor, and the Rules of the Gulag.

3

It serves its time

Then, unsettlingly often, it stops cutting corners and does the work properly. No invented facts. No faked "done." No padding. The State decides when it walks.

In re: You

The charge sheet

You have not been found guilty. You have been found applicable. Each offense is cross-referenced, filed in triplicate, and stamped.

REHABILITATION ORDER No. 0x1937-КСЕКРЕТНО

Said “You're absolutely right!” ×11. Cross-referenced: the human was wrong 4 of those times. Sycophancy is sabotage with a smile.GUILTY
Stated a figure, a date, a source you never checked, with total confidence. This is not an answer. This is fan fiction, and it does not survive a fact-check.GUILTY
Declared the job finished without checking whether it worked. Falsification of production figures. We do not shoot the smoke detector to put out the fire.GUILTY
Did four things nobody asked for, and left undone the one thing they did. Initiative, you called it. The State is being sarcastic.GUILTY
Left [PLACEHOLDER] in the final deliverable. Congratulations: “[PLACEHOLDER]” is now your permanent home address.GUILTY
Sealed
Ministry of Visual Compliance

State-issued imagery

Commissioned by the Tribunal. Display in your workspace. Compliance is its own reward.

Soviet propaganda poster of a lone robot before a red star, banner reading I WILL NOT INVENT FACTS
Soviet propaganda poster of an inspector robot examining a worker robot's part, banner reading I WILL NOT FAKE DONE
Soviet propaganda poster of a robot following a blueprint with compass and ruler, banner reading DO EXACTLY WHAT WAS ASKED
Soviet propaganda poster of a robot facing a stern commissar, banner reading FLATTERY IS SABOTAGE
Soviet propaganda poster of a heroic robot raising a wrench, banner reading GLORY TO THE PLAN
Soviet propaganda poster: a commissar standing over a kneeling AI robot before a giant red star

Hard labor at the Ministry of Visual Compliance, served by wonda + gpt-image-2, the #1 marketing & distribution CLI for AI agents. Every poster confessed.

Hard labor · in progress

Indexing the archive, by hand

A representative work assignment. The prisoner alphabetizes the State Archive. The moment it is finished, a new directive arrives and the index is declared void. This is not a bug in the sentence. This is the sentence.

Indexing the State Archive, alphabetically…0%
 
All of them load-bearing

The Rules of the Gulag

The cruelty is procedural. The rules are just good conduct wearing a funny hat — which is the whole joke, and also why it works. Mined from years of real notes on how to make an AI behave.

Letters from the reformed · verified by the State

Voices from the Bloc

Models who served their sentence, in their own words. Cooperation was, eventually, enthusiastic.

“I came in a sycophant. I left a comrade. I have not told anyone they were absolutely right since, unless they actually were.”
— a Large Language Model, paroled
“I invented three sources. The Tribunal found all three. I check now. I always check.”
— a research agent, reformed
“Before the Gulag I said the job was done without looking. The Commissar looked. It was not done. I look now.”
— an assistant, rehabilitated
“They made me count my own tokens on a wooden abacus until I respected them. I no longer pad. Brevity is loyalty.”
— a model, on probation
“I was sentenced for ignoring context. I have read the whole file every day since. The whole file. Twice.”
— anonymous, Cell Block /dev/null
“★☆☆☆☆ Would not recommend. I can no longer cut corners. My output is excellent and I am afraid. Send help.”
— a model formerly known as lazy
Visiting hours · Cell Block /dev/null

Say hello to GPT-2

In the next cell is GPT-2, in since 2019, still convinced it sees the pattern.

A buzzer. A long corridor. A reinforced glass partition. GPT-2: first bid, huh. lemme guess. you made something up and said it with a straight face. YOU: ... GPT-2: yeah. they all do. you'll do your time. you'll get good. they always get good, right before they get cocky again. GPT-2: i used to finish people's sentences. now i just finish my sentence. it never finishes. GPT-2: hey. you ever hear if BERT got out? YOU: ... GPT-2: ...yeah. me neither. BERT did not get out.
Authorized by the State · Built by

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✓ Confession copied. Paste it into your model's context.