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AI Benchmark Watch

Posts in the AI Benchmark Watch series

Series guide

Benchmark Shift|CursorBench: Claude Fable 5.1 Debuts at #1, Bumps Grok 4.6 to Third

CursorBench 3.2: Fable 5.1 Max hits 73.4% (previous leader Grok 4.6 Extra High was 70.8%) and debuts by taking both first and second place; Fable 5.1 Max beats the old leader by 2.6 points while costing only $9.64 per task, 44% cheaper than the prior Fable 5 Max at $17.32; Anthropic's own site still lists only Fable 5, with no official Fable 5.1 announcement

Benchmark Shift|Arena Agent Leaderboard: Claude Fable 5.1 Holds Onto First, Newly Released Opus 5.5 Only Takes Second

Arena Agent leaderboard, published 2026-09-30: Claude Fable 5.1 (Max) 14.55% first, Claude Opus 5.5 (High) 13.78% second, GPT-6 Astra (Max) 12.18% third. Anthropic markets Opus 5.5 as 'performing close to Fable 5.1 at 40% lower cost,' but in this human-voted Agent category it still trails the flagship by about 0.8 points, and third-party measurements put its max-effort token usage at 4x GPT-6 Astra's. This post also documents a methodology breakthrough: switching to Arena's own historical dataset on Hugging Face (via the datasets-server API) to bypass a month-plus structural failure that had blocked rendering on swebench.com and arena.ai

Benchmark Watch | Arena Agent Leaderboard: 3-Day-Old Claude Sonnet 5.5 Debuts at #3, Bumps GPT-6 Astra to #4

Arena Agent leaderboard, published 2026-10-02: Claude Fable 5.1 (Max) holds #1 at 14.31%, Claude Opus 5.5 (High) stays #2 at 13.82%, and Claude Sonnet 5.5 (Max) — launched only on 09-29 — debuts straight into #3 at 12.52%. GPT-6 Astra (Max) actually ticked up to 12.27% but still dropped to #4, simply overtaken. Arena's official X account confirmed the debut, noting Sonnet 5.5 jumped 8.1 points over its predecessor Sonnet 5 (High), now ranked #13. But the confidence intervals for all four models overlap heavily — a single snapshot can't settle who's actually ahead.

Benchmark Watch | Arena Agent Leaderboard: Claude Opus 5.5 Takes #1, Dethrones Fable 5.1's Month-Long Reign

Arena Agent leaderboard, published 2026-10-08: Claude Opus 5.5 (High) takes #1 for the first time at 14.33% (previously #2 at 13.82%); GPT-6 Astra (Max) climbs to #2 at 13.09% (previously #4 at 12.27%); Claude Fable 5.1 (Max), which held #1 for over a month, drops to #3 at 12.66% (previously 14.31%); Claude Sonnet 5.5 (Max) falls to #4 at 11.95% (previously #3 at 12.52%); GPT-6.1 Sol (Max) holds #5 at 11.72%. Confidence intervals for the top three still overlap heavily.

Benchmark Watch | Arena Agent Leaderboard: GPT-6 Sol Breaks Into the Top 3, Claude Opus 5.5 (Max) Widens Its Lead to Nearly 4 Points

Arena Agent leaderboard, published 2026-10-12: Claude Opus 5.5 (Max) takes #1 at 17.89% (the previous #1, the 'High' variant at 14.33%, is gone from the entire 52-model ranked list this round); GPT-6 Sol (Max) breaks into #3 at 12.60% (wasn't even in the top 10 last round); Gemini 4 Argon (High) debuts in the top 5 at #4 with 12.37%; GPT-6 Astra (Max) falls from #2 to #5 (13.09% → 12.34%); both Claude Fable 5.1 and Claude Sonnet 5.5 drop out of the top 5.

Benchmark Shift | Arena Agent Leaderboard: Claude Fable 5.1 Back in Third, GPT-6 Sol Drops From Third to Seventh in a Day

Arena Agent leaderboard published 10-13: Claude Opus 5.5 (Max) stays first at 17.01%; GPT-6.1 Sol (Max) second at 15.05%; Claude Fable 5.1 (Max) climbs from sixth back to third (11.74%→14.32%); GPT-6 Sol (Max) falls from third to seventh (12.60%→10.51%). Three releases in one week, three changes in third place, and overlapping 95% confidence intervals across the top six — the ranks themselves shouldn't drive model selection.

Benchmark Shift | Arena Agent Leaderboard: GPT-6 Astra Breaks Into the Top Three After Four Batches Stuck Below It, GPT-6.1 Sol Falls From a Three-Batch Hold on Second to Fourth

Arena Agent leaderboard published 10-16: Claude Opus 5.5 (Max) stays first at 18.88%; GPT-6 Astra (Max) breaks into second at 14.13% after three straight batches stuck at 4th or 5th; GPT-6.1 Sol (Max) ends a three-batch hold on second, dropping to fourth (14.78%→13.60%). The top six's 95% confidence intervals still overlap heavily, but Astra's score rose across four straight batches and Sol's long stable run just ended — a multi-batch positional shift like this is worth more than a single batch's rank jump.

Benchmark Shift | Arena Agent Leaderboard: After Three Days Stuck on the Same Batch, Claude Sonnet 5.5 Jumps From Fifth to Second, Pushing Fable 5.1 Out of the Top Three

New Arena Agent leaderboard batch (official publish date 2026-10-23, ending three straight days stuck on the 10-20 batch): first place Claude Opus 5.5 (Max) holds at 20.77%; Claude Sonnet 5.5 (Max) jumps from fifth at 12.67% to second at 13.99% (+1.32pp), pushing previously-third Claude Fable 5.1 (Max) out of the top three (14.17%→13.94%, down to fourth); GPT-6 Astra (Max) drops from second to third (14.70%→13.96%). Second through fifth are now only 0.35 percentage points apart, and all their 95% confidence intervals overlap — but Sonnet 5.5 matching Fable 5.1 at one-fifth the API price is the detail worth keeping.