Cloud baseline

Kimi K3.1 Pro — 0.6893 on Gauntlet 7.2

moonshotai/kimi-k3.1-pro · scorer sb-7.2

Kimi K3.1 Pro, single model via OpenRoutermoonshotai/kimi-k3.1-pro · single agentOct 24, 2026
Overall
0.6893
Excellent
no
Benchmark
Gauntlet 7.2
Model build
43m 49s
Prompt tok
8.0M
Gen tok
83.5k

Recorded inference cost

$2.67

From the saved OpenRouter generation billing summary (89 recorded requests). Whether auxiliary model calls were included was not retained. Scoring reuses the saved build; this amount describes the original inference spend.

Token usage

Tokens: 8M in · 83.5k out · 7.8M cached (exact, OpenRouter records)

8,036,438 tokens over 89 model calls: every call of the run, the model's own and the harness's helper calls, counted from OpenRouter records. Reasoning tokens as the provider reports them: 30,193 (not added to the total).

  • moonshotai/kimi-k3.1-pro

    In 8M · Out 83.5k · Cached 7.8M · Reasoning 30.2k · 88 calls

  • google/gemini-2.5-flash

    In 974 · Out 5 · Cached 0 · Reasoning 0 · 1 call

Tier breakdown

A · structure & runtime1.00
B · behaviour0.99
C · vendor contract0.88
D · finesse0.90

Scoring detail

How this score was built

Per-check scorer output, as posted by the app. Expand a section to inspect its checks.

Earned credit before admission

(0.88 × 0.8761 core + 0.12 × 0.88 gate × 0.80 excellence) × 0.9429 critical = 0.8070

Critical defects compound a multiplier on the whole score (pre-severity 0.8559):

j_workflow_journey 0.86 → ×0.94

The core (88% of the total) is the weighted mean of the thirteen measured tiers. The last 12% is the excellence slice: it unlocks in proportion to the perfection conditions below (13 of 16 met here), then pays out at the excellence tier's own measured mean. Core 0.7710 + excellence 0.0849.

j_first_use 1.00j_workflow_journey 0.86j_error_state 0.30j_empty_state 1.00console_clean 0.00v_responsive_375 1.00v_dates_readable 1.00t_scene_binding 1.00x_conservation_residual 1.00r_no_row_loss 1.00p_drag_frames 1.00p_idle_flatness 1.00p_stream_apply 0.00p_under_stream 1.00p_api_latency 1.00p_sync_wall 1.00

Earned score 0.807 · Admission ceiling 0.699 · Final score 0.689

Final score is the lower of earned credit and the admission ceiling. Passing admission adds no points.

Visible: passedMatching: not metGood: not metVisual excellence: not metBackend excellence: passed

Tower structure, currency mapping and scene truth: t_height_pixels (maximum 0.699)

3D interaction and overview legibility: t_coast_identity, t_brush_link, t_stream_diff, q_overview_legibility (maximum 0.709)

Event animation and backend recovery: m_committed_event_replay (maximum 0.899)

Token rates

Measured by the engine itself, one record per completed model call: prefill rate is prompt tokens over time-to-first-token, generation rate is completion tokens over the decode window. Medians per node.

NodeCallsPrompt tokGen tokPrefill tok/sGen tok/s
gemini197451345.322.7
kimi887,951,93283,52712923.849.0
fleet897,952,90683,53212864.849.0

Graded browser recording

Loading duration…

Watch the full graded browser recording at its original speed: the payment field, structure inspection, committed updates and replay. The check results and screenshots on this page provide the wider evidence. Pause or scrub to inspect a view.

Each tower represents a payment: height encodes its amount, cap color its status, and the collar its currency. The selected detailed tower is expected to animate its collar after a committed backend update or replay. These are the task requirements; the check results show what this app actually achieved.

Ready to play0:00 / —:—
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Drag the timeline to seek. Keyboard: arrow keys move 5 seconds; Home and End jump to the start and end.

Full graded browser recording: payment field, structure inspection, committed updates and replay

Screenshots

Captured from the built application during browser grading. Captions identify the recorded views and checks; these images do not represent repair rounds.

1First captured render
2Latest captured render
3After sync
4Error state
5Mobile · 375px

Run details

Model
moonshotai/kimi-k3.1-pro
Engine events
0
Repair rounds
0
Started
Oct 24, 2026, 07:39 AM
Finished
Oct 24, 2026, 08:39 AM

How the benchmark is scored