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AIMODELRACE
Coding · sub-raceNarrow lead

Distributed Systems race

Concurrency, consensus, queues, caching and failure handling across many services.

Leader
Fable 5.1
Margin
0.8 pts
1.1% ahead
Weeks at #1
9
in a row
Changes
5
in 2026

Warming up the track…

Oct 19, 2026Fable 5.1 leads
2025Apr ’25Jul ’25Oct ’252026Apr ’26Jul ’26Oct ’26

Score history

Top 6 today over the leader's frontier · click to jump to a week

#1 frontierFable 5.1Opus 5.5GPT-6 AstraGPT-6.1 SolSonnet 5.5Gemini 4 Argon
30.040.050.060.070.080.02025Apr ’25Jul ’25Oct ’252026Apr ’26Jul ’26Oct ’26

Reigns at #1

Longest: GPT-5, 13 weeks (from Aug 2025).

Sibling races

More coding races

Why this race matters

Bugs in distributed systems are subtle and expensive. Few models reason reliably about race conditions and partial failure.

How it is scored

Pass rate on multi-service tasks with injected faults and concurrency tests.

Unit: percentHigher is betterPhoto finish under 0.5 ptsDominant over 3.0 pts

Data provenance

  • Systems design evals

    Multi-service tasks with fault injection, graded by test harnesses.

Scores here are illustrative placeholders that mimic real benchmark patterns. Swap in live data through the score provider. Methodology