Fugu Ultra vs Qwen2.5 Coder 32B Instruct
Detailed technical comparison between Fugu Ultra (Sakana AI) and Qwen2.5 Coder 32B Instruct (Alibaba). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.
Comparison Snapshot
Fugu Ultra
1,000,000 tokensTie
Equal CapabilityTie
Equal SpeedQwen2.5 Coder 32B Instruct
$0.66 / MTokFugu Ultra
Fugu Ultra is the higher-performance model in Sakana AI's Fugu family. Rather than a single monolithic model, Fugu is a learned multi-agent orchestration system: a language model trained to route...
Qwen2.5 Coder 32B Instruct
Qwen2.5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). Qwen2.5-Coder brings the following improvements upon CodeQwen1.5: - Significantly improvements in **code generation**, **code reasoning**...
Technical Specifications
🏆 = Superior Spec| Specification | Fugu Ultra | Qwen2.5 Coder 32B Instruct |
|---|---|---|
| Provider | Sakana AI | Alibaba |
| Context Window | 1,000,000 tokens🏆 | 32,768 tokens |
| Agent Suitability | Not yet benchmarked | Not yet benchmarked |
| Time to First Token (TTFT) | No public TTFT data | No public TTFT data |
| Deployment Model | managed api | self hostable |
| Production Stability | Beta Access (est.) | Stable GA (est.) |
| API Available | Yes | Yes |
| Released Date | 2026-06-24 | 2024-11-11 |
API Pricing Comparison
Input Price per Million Tokens
Fugu Ultra
$5.00
Qwen2.5 Coder 32B Instruct
$0.66
Output Price per Million Tokens
Fugu Ultra
$30.00
Qwen2.5 Coder 32B Instruct
$1.00
💡 Cost Ratio: Qwen2.5 Coder 32B Instruct is 7.6x cheaper per input token than Fugu Ultra.
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Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.
Benchmark Performance Metrics
Standardized Scores (0–100%)Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.
Fugu Ultra Quirks & Gotchas
No developer gotchas reported.
Qwen2.5 Coder 32B Instruct Quirks & Gotchas
No developer gotchas reported.
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