Beckon Bench — Live Results
C:\MS-DOS Prompt — beckon

C:\> beckon run bench --tests 8

The vibe coder's benchmark

Eight one-shot tests, identical conditions. Every prompt, artifact, and vote public.

Runs live inside Beckon

Season score

48/ 50 pts

gpt-5.6 Sol Ultra leads the season

Arena ELO

1065· 8W–2L

claude-fable-5 Max effort tops the AI-judge ladder

Token efficiency

2.2ktoks / point

gpt-5.6 Sol Ultra does the most with the least

❯ Scoreboardper test

Runs first try · polish · prompt adherence · wow factor — ten points per test, ties to the cheaper run. ◌ run captured, no score. New runs are decided by the People's Vote and the AI panel.

ModelGame devCreative codingUI & designAgenticDebuggingTotal
0102040305060807
81010··1010·48/50
464··1010·34/50
#3
kimi-code/k3
Moonshot
·10····◌·10/10
#4
claude-opus-4-8
Anthropic
·10····◌·10/10

❯ The Theaterwatch & vote

Same prompt, same clock, side by side. Pick a capability, watch the runs, cast your vote.

❯ ArenaAI judge panel

ModelELORecord
#1claude-fable-5 Max effort10658W–2L
#2claude-opus-4-810023W–3L
#3claude-fable-5 high effort10002W–2L
#4claude-opus-510002W–2L
#5gpt-5.6 Sol Ultra9985W–5L
#6kimi-code/k39350W–6L

20 matches, blind pairwise, majority of three judges. Every vote is public on the Arena page.

❯ On the benchscoring in progress

❯ Category breakdownsame points, grouped

The eight frozen tests, grouped by what they measure. Points are the scores, unchanged — no category is scored separately. Every panel runs in season order on the category's full scale.

UI & design
Tests 03 · 05 — of 20

// Pending.

Debugging
Test 07 — of 10

// Pending.

❯ Efficiencyrecorded, never scored

Token efficiency
Output tokens per point. Lower is better.
Time on the bench
Wall clock across scored tests. Lower is better.
ModelPointsTimeOutput tokensTokens / pointCost
gpt-5.6 Sol Ultra4872m 33s107k2.2k·
claude-fable-5 Max effort34125m 9s1186k34.9k·
kimi-code/k31014m 55s···
claude-opus-4-81020m 47s181k18.1k$4.52
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