Matrix overall
82.8
AVG 86.7 across matrix cells
ActiveModel portfolio
Qwen3-235B-A22B-Thinking (Jul 2025)
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Alibaba · Open
Cadle Score
143.8
#7 in index
Benchmark average
—
Not enough benchmark results yet
Pricing
Unlisted
no list price
MODEL MATRIX · TRUTH CENTER CELLS
Overall
82.8
Intelligence
82.8
Coding
—
Reasoning
—
Language
—
Knowledge
—
Agentic
—
MMLU
—
GPQA
—
Math
86.7
LiveCodeBench
—
HumanEval
—
Reason
—
ARC-AGI
—
Coverage AVG
86.7
Pillar Coverage:2 / 7 Core Pillars (29%)
Cadle Cap ranks models with within-benchmark percentiles so ARC-AGI ~40 and MMLU ~90 never compete raw. Coverage AVG is an importance-weighted mean of filled expert cells only — blanks are skipped, not zeroed.
CADLE INSIGHTS
Only measured signals
Benchmark avg
143.8
1 tracked scores
Strongest signal
epoch-eci
Score 143.8
Blended $/1M
Unlisted
No published list price
Intel index
82.8
Matrix AA IQ cell
SPEED · COST · QUALITY
Measured matrix and verified gateway observations only.
- Cadle Score
- 143.8
- Overall (Matrix)
- 82.8
- Cadle Intelligence
- 82.8
DESCRIPTION + DETAILS
PROVIDER
Alibaba
STATUS
ACTIVE
COMMUNITY REVIEWS
Community Reviews & Field Notes
Verified EngineersReal operator evaluations, prompt robustness observations, and deployment notes for Qwen3-235B-A22B-Thinking (Jul 2025).
4.5(2)
Leave a Field Observation
Rating:5 - Frontier benchmark
Role:
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Reviews are publicly visible to the engineering community.
Inference OperatorProduction Deployer Verified
Oct 31, 2026
Tested Qwen3-235B-A22B-Thinking (Jul 2025) on high-concurrency tool loops. Token generation remains consistent under sustained context load, with minimal prompt drift on complex JSON schemas.
Autonomous Agent LeadEval Maintainer Verified
Oct 27, 2026
Evaluated Qwen3-235B-A22B-Thinking (Jul 2025) on multi-turn code synthesis. Code reasoning and diff application succeed on ~88% of test suites. Best paired with strict system prompt guardrails.
MODEL COMPARISON
| Metric | |
|---|---|
| Provider | Alibaba |
| Release | |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | No data yet |
| Cadle Cap | 144 |
| Cap board | Cadle Language Cap 144 |
| epoch-eci | 143.8 |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- Supabase models
- Cadle public observations
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Overall82.8
AA IQ82.8
Math86.7