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sakana · Frontier

Fugu Ultra v1.1

Added Jul 24, 2026

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Use in the app

Sakana AI's upgraded Fugu Ultra release with stronger coding, agentic task execution, and advanced reasoning through dynamic orchestration of frontier models.

  • Reasoning
  • Tools
  • Vision
  • Structured output
Input
Text, Images
Output
Text
Reasoning effort
high · xhigh · max
Discovery tier
Frontier

Pricing

USD per 1M tokens
Input
$5.00
Output
$30.00
Cache read
$0.50

Reference prices as published by the model provider. API example

Specifications

Context window
1M
Max output
16.4K

Side by side

Fugu Ultra v1.1 compared

Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.

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Fugu Ultra v1.1sakanaThis modelKimi K3.1 Pro HighspeedMoonshotRemove
ProvidersakanaMoonshot
Discovery tierFrontierFrontier
AddedJul 24, 2026Oct 24, 2026
Limits
Context window1M1.05MBest
Max output16.38K—
Average output—1.3K tokens
Pricing, USD per 1M tokens
Input$5.00$4.00Best
Output$30.00$20.00Best
Cache read$0.50$0.20Best
Cache write—$4.00
Performance
Request success (24h)—99.8%
Benchmark indexes
Intelligence Index—55.1
Capabilities
ReasoningYesYes
ToolsYesYes
VisionYesYes
Structured outputYesYes
Video inputNoYes
Reasoning efforthigh, xhigh, maxlow, high, max

Public evaluations

Benchmarks

Independent evaluation results, with how each score ranks among the models in the Noumen catalog.

  • Fugu Ultra v1.1
  • Kimi K3.1 Pro Highspeed

Intelligence Index

  • Fugu Ultra v1.1—
  • Kimi K3.1 Pro Highspeed55.1
3.8Catalog models by score55.1

Agentic work

  • AutomationBench-AA

    Workflow automation, penalized for guardrail violations

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 73.3%

  • AutomationBench-AA tasks completed

    Workflows finished end to end without a guardrail violation

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 46.0%

  • AA-Briefcasev1.1

    Agentic knowledge work, rated head to head

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 1,678 Elo

  • GDPval-AAv2.1

    Economically valuable occupational tasks, rated head to head

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 1,846 Elo

Document reasoning

  • GDP.pdf

    Professional reasoning over PDF documents, all-pass rate

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 31.4%

  • AA-LCRv1.1

    Reasoning across long documents

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 86.3%

Reasoning and knowledge

  • Humanity’s Last Exam

    Expert-level questions across academic fields

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 52.5%

Coding

  • Terminal-Benchv4.0

    Practical software engineering in a terminal

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 67.2%

  • SciCode

    Scientific computing in Python

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 60.8%

Legacy evaluations

  • AA-LCR (unversioned)

    Long-context reasoning, earlier grading

    • Fugu Ultra v1.1: —
    • Kimi K3.1 Pro Highspeed: 86.3%

Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis

Developers

Use it through the API

Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.

Read the quickstart
curl https://www.noumen.xyz/api/v1/chat/completions \
  -H "Authorization: Bearer $NOUMEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "sakana/fugu-ultra-v1.1",
    "reasoning_effort": "high",
    "messages": [{ "role": "user", "content": "Explain this stack trace." }]
  }'
import os
from openai import OpenAI

client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
    model="sakana/fugu-ultra-v1.1",
    messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)

sakana

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