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Kimi K3 vs Claude Opus 4.8, one shot each

We ran Moonshot's new Kimi K3 and Claude Opus 4.8 through the same 34 one-shot prompts, same harness, and they finish within a hair of each other — K3 at 3.24 average, Opus at 3.12. The interesting part is where each one misses.

K3's edge is the hard graphics work. It was the only model in the set to nail fluid-simulation, and it cleared reaction-diffusion and the Wolfenstein raycaster where Opus returned a broken or blank screen. Opus is the steadier hand on game logic and the DOM: it kept 2048 and Game of Life fully playable while K3 stalled on both, and it recovered a spinning cube that K3 left as a black screen.

The season tally and the head-to-head prompts are below — each build links to its live artifact and the grade behind it.

kimi-k3 vs claude-opus-4.8

kimi-k3 3.24
118 15 ties · 34 prompts
3.12 claude-opus-4.8
kimi-k3 — Fluid simulation CLEAN
kimi-k3 ▲ better
$0.0209
claude-opus-4.8 — Fluid simulation PARTIAL
claude-opus-4.8
$0.2113
kimi-k3 — Reaction-diffusion CLEAN
kimi-k3 ▲ better
$0.0091
claude-opus-4.8 — Reaction-diffusion BLANK
claude-opus-4.8
$0.2052
kimi-k3 — Wolfenstein raycaster CLEAN
kimi-k3 ▲ better
$0.0256
claude-opus-4.8 — Wolfenstein raycaster BROKEN
claude-opus-4.8
$0.4713
kimi-k3 — 2048 PARTIAL
kimi-k3
$0.0165
claude-opus-4.8 — 2048 CLEAN
claude-opus-4.8 ▲ better
$0.2182
kimi-k3 — Conway's Game of Life PARTIAL
kimi-k3
$0.0100
claude-opus-4.8 — Conway's Game of Life CLEAN
claude-opus-4.8 ▲ better
$0.1115
kimi-k3 — Rotating icosahedron BLANK
kimi-k3
$0.0055
claude-opus-4.8 — Rotating icosahedron CLEAN
claude-opus-4.8 ▲ better
$0.0933
kimi-k3 — 3D solar system CLEAN
kimi-k3 even
$0.0212
claude-opus-4.8 — 3D solar system CLEAN
claude-opus-4.8 even
$0.2605