Benchmark Almanac

FrontierSWE v1

In use

Agents work up to 20 hours on 17 ultra-long engineering, performance and research tasks in their own harnesses. Models are ranked by average task rank and dominance.

The maker preserves the v1 board as published. FrontierSWE v2 replaced it on 2026-09-02 with 34 tasks, a new harness and mean@5 scores.

Made by Proximal Released Apr 2026 Building whole projects All tasks public Last in a launch post Aug 2026 Last model added Aug 2026
Level
Research frontier Researchers, on open problems or tasks that take days
Scored
Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
Answers
Code A program or patch run against tests.
4
Launch posts list it, from 3 labs
4
System cards report it, from 3 labs

No scores here yet

We have no scores for FrontierSWE v1 yet.

See the live leaderboard on frontierswe.com

3 labs put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Z.ai
Moonshot AI
Qwen
DateLaunch postScoreAs the post writes it
14 Aug 2026 GLM-5.3 78.1 FrontierSWE
3 Aug 2026 Qwen 3.8 Max 73.5 FrontierSWE
16 Jul 2026 Kimi K3 81.2 FrontierSWE
16 Jun 2026 GLM-5.2 74.4 FrontierSWE (Dominance)

4 system cards report it, from 3 labs

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
27 Jul 2026 Kimi K3 technical report 81.2 FrontierSWE dominance score recomputed with the official script as of 2026-07-16 (Table 2) Capabilities
14 Jul 2026 Grok 4.5 model card 78 FrontierSWE, Dominance (win rate versus a random baseline), high, Grok CLI, public leaderboard (2.7) Capabilities
9 Jun 2026 Claude Fable 5 system card FrontierSWE, 17 tasks, ranked #1 on mean@5 with an average rank of 2.12 (lower is better), no mean task score printed (8.5) Capabilities
28 May 2026 Claude Opus 4.8 system card FrontierSWE leaderboard at xhigh effort, ranked first on mean@5 (average rank 2.74) and best@5 (average rank 2.26), no score printed (8.4) Capabilities

Versions

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All 243 in Coding
  • SWE-bench Verified In use 500 human-validated GitHub issues from 12 Python repos. Agent writes a patch that must pass hidden tests. Claude Opus 4.7 83.5%
  • SWE-bench Multilingual In use 300 GitHub-issue tasks across nine programming languages in SWE-bench format. Patch graded by repository tests. Claude Opus 5.5 93.9%
  • LiveCodeBench v6 In use Competitive programming problems collected after model cutoffs from LeetCode, AtCoder, Codeforces. Scored pass@1 on hidden tests. DeepSeek-V4-Pro 93.5%
  • DeepSWE In use 113 original long-horizon engineering tasks across 91 repos and five languages, written from scratch. Hand-written verifiers accept alternative solutions. GPT-6 Astra 74.1%
  • SciCode In use Scientist-curated research coding problems split into subproblems across natural sciences. Code checked against test cases. Seed2.1 Pro 59.8%
  • Codeforces rating In use Model solves recent Codeforces contest problems. An Elo-style rating is computed from simulated contest performance. DeepSeek V4.1 Flash 3,471