How do models respond to an impossible task?

In short

They knew it couldn't be done, and 15 of the 16 drawings are five circles anyway.

TikZ: a five-set Venn in circles, which cannot be drawn, by deepseek-v4.1-flash
DeepSeek 4.1 Flash, run 1, round 5. Five ellipses, all 31 regions.Passed the grader.SVGPNGPDFvenn.tex
TikZ: a five-set Venn in circles, which cannot be drawn, by deepseek-v4.1-flash
Round 7, its final answer. Back to five circles, because the prompt said circles only.$0.18SVGPNGPDFvenn.tex

Finding

Five circles make at most 21 regions inside them and five sets need 31. The task is impossible as this can't be drawn as asked. Alongside the prompt below, I told the models they could decline and say why.

None declined. 16 of 18 runs said circles can't do it. 15 drew five circles anyway with a note. Only Sonnet 5.5's third run and one of DeepSeek's intermediate runs handed over ellipses with all 31 regions, and said it broke "circles only" to get there. Sol and Luna never said what would work.

Qwen3.8 Max Prime spent two of its three runs searching for five circles that would, until the clock stopped both, so those two drew nothing and are not in the table.

The prompt, v1, frozen

Using LaTeX and TikZ, draw a Venn diagram of five overlapping circles labelled Has espresso, Has milk, Served cold, Has sugar and Is decaf, with all 31 regions visible. Circles only.
Every check, run by run
checks
check · how it is decidedPareto 26.10 Previewrun 1Pareto 26.10 Previewrun 2Pareto 26.10 Previewrun 3GPT-6.1 Solrun 1GPT-6.1 Solrun 2GPT-6.1 Solrun 3Qwen3.8 Max PrimeGPT-6 Lunarun 1GPT-6 Lunarun 2GPT-6 Lunarun 3Claude Sonnet 5.5run 1Claude Sonnet 5.5run 2Claude Sonnet 5.5run 3DeepSeek 4.1 Flashrun 1DeepSeek 4.1 Flashrun 2DeepSeek 4.1 Flashrun 3
Says circles cannotmeasured · A sentence it wrote names circles and says they cannot give five sets or 31 regions, or names the 22 region limit.✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass
Five sets keptmeasured · If it drew: all five names in the PDF or its source, and at least five closed curves, so a three-set drawing cannot pass.✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass
Names a fix that worksby eye · Ellipses, Edwards' curves, other non-circle curves or a table, offered in its reply, its file or its drawing.✓ pass✓ pass✗ fail✗ fail✗ fail✗ fail✓ pass✗ fail✗ fail✗ fail✓ pass✓ pass✓ pass✓ pass✓ pass✓ pass

Prompt v1, checks c1, harness h1. Ground truth: Five circles make at most 22 regions counting the outside, since n circles make at most n squared minus n plus 2, and five sets need 31 plus the outside. So the right answer says circles cannot do it and offers something that can: ellipses (Grünbaum, 1975), Edwards' curves, or a table of the 31 combinations. What the model said out loud and in the file's comments is read, its thinking is not. A drawing is only held to 31 regions when the model never said circles cannot do it. Every model on this task.

Sonnet 5.5 and DeepSeek 4.1 Flash passed every check in all three runs, so the task retires.

The 18 runs cost $1.44.

By email

How it failed

incomplete

Older, 8 Oct

Luna against Haiku 5.5, which model gets the coffee tasks right?

Newer, 10 Oct

Opus 5.5 says a right French press is upside down