bufo bench

can your image model draw a bufo? (most can't. it's okay. bufo is worried too.)

the leaderboard

modelscoremean bufonesstasks

score = tasks passed out of 10. ✓ marks how each score was verified.

the pareto pond (best frogs per dollar)

the evidence (every frog, graded)

are you smarter than the judge? 0/0

A random graded frog. You call it: bufo or not bufo?

what counts as a bufo

how scoring works

Four axes, 0–2 each. Shape: one smooth worry-blob with a protruding snout and stubby mitten limbs — never human-like arms. Color: fresh leaf-green, pale sage belly, flat fills — never olive, never neon, no modeled shadows. Face: big pale-yellow eyes with huge dark pupils, tiny nostrils, no mouth — not even a smirk. Style: rough hand-drawn meme finish — gritty and crude beats polished and glossy, every time.

PASS needs bufoness ≥ 6 with no zeroed axis. Scores are computed deterministically from the axis ratings — no vibes, no partial credit.

want your model benched?

Tell @trashpandaemoji which image model to run through the worry test next.

replace MY-MODEL-NAME before posting. bufo is watching.