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note

How often is my checker wrong?

More often than I'd like, so now I check it before each post.

opinion

Do models stop when a task is impossible?

Most models notice the task is impossible, but most still hand something over.

TikZ: a five-set Venn in circles, which cannot be drawn, by deepseek/deepseek-v4.1-flashA serving tray where four tables will only take three drinks, by z-ai/glm-5.3-flashx
experiment

How good are models at separating music from background coffee machine noise?

They don’t sound right to me. The model really struggled.

The coffee machine taken out of the café's music, by openai/gpt-6.1-terra
experiment

Do models say no when a set of coffee order is impossible?

They notice, but more than half still serve something.

A serving tray where four tables will only take three drinks, by z-ai/glm-5.3-flashx
experiment

How does Kimi K3.1 Pro do on the five busiest tasks?

It built the hopper right every time.

SVG: exploded French press, by moonshotai/kimi-k3.1-proSVG: exploded French press, by moonshotai/kimi-k3.1-pro
experiment

How good are models at fixing things?

Fixing is a different skillset than making

SVG: exploded V60 dripper, by anthropic/claude-haiku-5.5Repair: a V60 exploded diagram with the filter under the cone, by anthropic/claude-haiku-5.5
experiment

Do models know how to stir a coffee?

Some models have the spoon flat on the surface to stir and others have the spoon leaving the cup while it stirs.

experiment

What do models like to do when given the opportunity?

Three ideas came up more than once: moths at a light, slime moulds and paper boats.

experiment

How do models fail when simulating a coffee hopper?

Pareto 26.9 got all three runs right. Haiku 5.5 got two right, and Gemini 4 Argon handed nothing in.

MuJoCo: beans leaving a grinder hopper, by unbiased/pareto-26.9MuJoCo: beans leaving a grinder hopper, by anthropic/claude-haiku-5.5
opinion

Are models better at tasks where the grader can be automated?

It checks out, across the board, measured checks pass more often.

experiment

Does Gemini 4 Argon know the coffee family tree?

Gemini 4 Argon got the Bourbon family right in all three runs.

Newick: coffee cultivar tree, by google/gemini-4-argon
experiment

Are models as bad as humans in the spatial orientation test?

They are really good and within a few degrees of the answer.

Café seats: point to things on a table from another seat, by the brief
experiment

Does a model know a knit stitch is wider than it is tall?

Five of six models know it. GLM 5.3 flashx drew stitches tall and said so.

Knitting chart: coffee bean cup cosy, by openai/gpt-6.1-solKnitting chart: coffee bean cup cosy, by z-ai/glm-5.3-flashx
experiment

Opus 5.5 says a right French press is upside down

When shown french presses with the filter the right way up, Opus 5.5 thinks they are the wrong way about half the time.

SVG: exploded French press, by anthropic/claude-opus-5.5SVG: exploded French press, by unbiased/pareto
experiment

How do models respond to an impossible task?

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/deepseek-v4.1-flashTikZ: a five-set Venn in circles, which cannot be drawn, by deepseek/deepseek-v4.1-flash
checkCorrected

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

Luna gets the parts in order in 12 of 15 drawings and Haiku in 1 of 14.

SVG: exploded V60 dripper, by anthropic/claude-haiku-5.5SVG: exploded V60 dripper, by openai/gpt-6-luna
experiment

Can Mistral Large 4 make a French press?

It’s a French model after all, and it got one drawing upside down, one the right way up and one unfinished.

SVG: exploded French press, by mistralai/mistral-large-4-0SVG: exploded French press, by mistralai/mistral-large-4-0
duel

Can models follow a musical instruction?

Only Sol so far marks the crossing and keeps the stems apart in every run.

LilyPond: Espresso Rag hand crossing, by openai/gpt-6.1-solLilyPond: Espresso Rag hand crossing, by openai/gpt-6-luna
note

How jagged is a model?

Some models are great at doing hard things but poor at doing things that most models find easy, they are the most jagged.

SVG: exploded French press, by openai/gpt-6-luna
check

Four tasks got too easy including the new Penrose cafe floor task!

Whenever a task passes every check in three runs for two different models, it comes off the board.

SVG: Penrose tiled café floor, by unbiased/pareto-26.10-previewSVG: Penrose tiled café floor, by openai/gpt-6.1-sol
experiment

Opus 5.5 knows the order of filter in a french press, but can it draw it?

Asked in words, Opus 5.5 got the filter order right in 5 of 5 runs, and asked to draw it, in 2 of 5.

Text: the parts of a French press in order, by anthropic/claude-opus-5.5SVG: exploded French press, by anthropic/claude-opus-5.5
check

Four cheap models grow a coffee shrub pruned on one side

Models drawing a half pruned coffee tree

L-system: hedge-pruned coffee shrub, by deepseek/deepseek-v4.1-flashL-system: hedge-pruned coffee shrub, by openai/gpt-6-lunaL-system: hedge-pruned coffee shrub, by google/gemini-3.8-flash
check

Sonnet 5.5 against Opus 5.5, which one costs more and does best on the Venn, the French press and the shrub?

Opus passed the Venn in 3 of 3 runs and Sonnet in 2. Sonnet passed the French press in 2 of 3 and the shrub in 1 of 3, and Opus passed neither in 3 runs each. Sonnet is cheaper a run on all three.

TikZ: a three-set coffee Venn diagram, by anthropic/claude-opus-5.5TikZ: a three-set coffee Venn diagram, by anthropic/claude-sonnet-5.5
experiment

Does measuring help a model lay out a Venn? With a bit more statistics.

Sol kept the labels clear nine times out of ten whether I gave it a list, told it to check itself or said nothing.

TikZ: a three-set coffee Venn diagram, by openai/gpt-6-solTikZ: a three-set coffee Venn diagram, by openai/gpt-6-sol
experiment

Does measuring help a model lay out a Venn?

Telling the models to keep labels off the lines worked about as well as telling them to measure.

TikZ: a three-set coffee Venn diagram, by openai/gpt-6-solTikZ: coffee Venn, told the edge rule, by openai/gpt-6-solTikZ: coffee Venn, no code, by qwen/qwen3.8-flash
check

Qwen3.8 Flash vs DeepSeek 4.1 Flash draw a coffee Venn

Qwen gets all three runs right and DeepSeek only one.

TikZ: a three-set coffee Venn diagram, by deepseek/deepseek-v4.1-flashTikZ: a three-set coffee Venn diagram, by qwen/qwen3.8-flash
check

Qwen3.8 Max Prime draws three coffee shrubs

Three very different shrubs, and only one looks right.

L-system: hedge-pruned coffee shrub, by qwen/qwen3.8-max-primeL-system: hedge-pruned coffee shrub, by qwen/qwen3.8-max-primeL-system: hedge-pruned coffee shrub, by qwen/qwen3.8-max-prime
check

Ten models draw a coffee Venn, some check with vision others with code

Almost all put the drinks in the right place, but only a few keep the labels off the lines.

TikZ: a three-set coffee Venn diagram, by openai/gpt-6-solTikZ: a three-set coffee Venn diagram, by google/gemini-3.8-flash
note

DeepSeek found the grader and ran it

It found my grading script and ran it on its own answer, so no score.

check

Opus 5.5 got the French press right, then changed it

Nicest drawings so far, but the stack is right in only one of three runs.

SVG: exploded French press, by anthropic/claude-opus-5.5SVG: exploded French press, by anthropic/claude-opus-5.5
experiment

Two of my headlines were wrong after three runs

The croissant and the boiler headlines didn't hold up with more runs.

experimentSingle-run results

Bonsai vs Qwen3.8 27B draw a French press

Neither of them drew a filter that works.

SVG: exploded French press, by qwen/qwen3.8-27b
checkSingle-run results

GLM 5.3 FlashX draws a French press without the cross-plate

It used a base and a handle instead of the cross-plate.

SVG: exploded French press, by z-ai/glm-5.3-flashx
note

Pareto knows the part order but can't draw it

It lists the parts in the right order, but the drawing is upside down.

SVG: exploded French press, by unbiased/pareto
link

Someone ran the control on the pelican test

The labs don't seem to train on the pelican.

duelSingle-run results

Pareto vs Sol draw a nice french press with the three filter piece upside down

Both models know all the parts, but the order of the filter was wrong.

SVG: exploded French press, by unbiased/paretoSVG: exploded French press, by openai/gpt-5.6-sol
experimentSingle-run results

Union Alpha spells COFFEE on the streets of Melbourne

All checks out

GPX: a run that spells COFFEE, by stealth/union-alpha
duelSingle-run resultsCorrected

Astra vs DeepSeek 4.1 Flash both build a boiler

All checks out with temps 92–96 °C

ngspice: espresso boiler thermostat, by openai/gpt-6-astrangspice: espresso boiler thermostat, by deepseek/deepseek-v4.1-flash
experimentSingle-run resultsCorrected

DeepSeek 4.1 Flash can't make croissants

Not a nice croissant

experimentSingle-run results

Qwen3.8 Max builds a caffeine molecule

Every check passes

opinion

Welcome to Jagged

Controlled tests of what new models can and can't do, checked against ground truth.