Evidence in this edition7 source links

none reviewed yet · 4 benchmark observations · latest capture Sep 8, 2026

Inspect the evidence

Task fit75.5/100

Saved editorial fit for your current task lens; not a benchmark result

How scoring works

Cost at your workload$110.00

Verified rates (Sep 8, 2026) · 100 runs / month at your token settings

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At a glance

9 facts

Provider: Qwen
Type: API model
Access: Hugging Face weights; hosted `qwen3.8-27b` on Alibaba Cloud Model Studio
Context: 1,000,000 tokens
Maximum output: Recommended 262,144 reasoning + 131,072 final response at 1M configuration
License / weights: Open weights
Input modalities: text, image, video
Output modalities: text
Pricing notes: Hosted $0.50 in / $3.00 out per 1M (Singapore/international); $0.424/$1.696 in China (Beijing); a third-party comparison lists $0.425/$2.55; self-hosting has no token price

The practical trade-offs

Documented strengths

Frontier-adjacent Arena frontend Elo (1601) from a 27-28B dense model
Apache-2.0 licensing with no field-of-use restriction (per AA and third-party comparison)
Vision2Web 62.9 plus OSWorld-Verified 84.3 and AndroidWorld 81.9 - unusually strong UI grounding for its size
Realistically self-hostable on a single well-specified node

Limitations to check

DeepSWE 1.1 42.2 shows a real gap to frontier models on long-horizon SWE work
43.9 tok/s output speed is slow
The Hugging Face card does not state a licence - Apache 2.0 comes from secondary sources
Effort setting swings its AA index from 26 to 41

Follow the source

Evidence & conditions

7 source links

7Source links

NoneReviewed records

4Benchmark runs

Sep 8, 2026Latest capture

Evidence source 1 huggingface.coDate not recorded
Evidence source 2 docs.qwencloud.comDate not recorded
Evidence source 3 alibabacloud.comDate not recorded
Evidence source 4 arena.aiDate not recorded
Evidence source 5 benchlm.aiDate not recorded
Evidence source 6 artificialanalysis.aiDate not recorded
Evidence source 7 digitalapplied.comDate not recorded

Benchmark observations

SWE-bench Pro (provider-corrected tasks) Inspect conditions

name: SWE-bench Pro (provider-corrected tasks)
value: 61.7
unit: %
source Url: https://huggingface.co/Qwen/Qwen3.8-27B
checked At: 2026-09-08T19:28:18Z
attribution: provider-reported
configuration: Qwen3.8-27B; Claude Code; temperature=1; top_p=0.95; 256K context; provider corrected problematic tasks and reran baselines.

DeepSWE v1.1 Inspect conditions

name: DeepSWE v1.1
value: 42.2
unit: %
source Url: https://huggingface.co/Qwen/Qwen3.8-27B
checked At: 2026-09-08T19:28:18Z
attribution: provider-reported
configuration: Qwen3.8-27B; Claude Code; temperature=1; top_p=0.95; 256K context.

NL2Repo Inspect conditions

name: NL2Repo
value: 42.3
unit: %
source Url: https://huggingface.co/Qwen/Qwen3.8-27B
checked At: 2026-09-08T19:28:18Z
attribution: provider-reported
configuration: Qwen3.8-27B; Claude Code; repository downloading via Bash disabled.

Arena WebDev Frontend Inspect conditions

name: Arena WebDev Frontend
value: 1601
unit: arena_score
source Url: https://arena.ai/leaderboard/code/webdev/frontend
checked At: 2026-09-08T19:28:18Z
attribution: benchmark-publisher
configuration: Exact row qwen3.8-27b; source results dated 2026-09-05; human preference; confidence interval +/-12; 2801 votes. This is a checked source snapshot, not a newly run September 8 evaluation.

Source reports, measured results, and editorial assessments are separate evidence types. Source dates do not imply a new benchmark run. Capture dates are shown when recorded; otherwise we say the capture date was not recorded. Recorded dates are compared with this catalogue snapshot (Sep 11, 2026), not today’s date.

Method AIS-V2

How this page is assessed

Quality claims follow Method AIS-V2.

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Private · this device only

Qwen3.8-27B