Model comparison

Fugu Ultra v2 vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (September 2026)

Fugu Ultra v2 (Sakana AI) and Qwen3.8 2.4T A95B (Qwen), compared as you can actually call them on FastMetal. Both are served from the same OpenAI-compatible endpoint and API key; switching is a change to the model string.

Specs and pricing

Fugu Ultra v2qwen logoQwen3.8 2.4T A95B
ProviderSakana AIQwen
Input (per 1M tokens)¥893.5¥351.83
Output (per 1M tokens)¥5,361¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥3,574¥880
Context window1,000,000 tokens1,048,576 tokens
Release date9/11/20268/12/2026
Input modalitiestext, image, filetext
Throughput (p50)
Arena · overallUnrankedUnranked
Arena · JapaneseUnrankedUnranked
Arena · codingUnrankedUnranked

Prices are FastMetal's yen rates before tax. Arena ranks are as of the latest leaderboard scrape.

Which should you pick?

  • On price, Qwen3.8 2.4T A95B: ¥1,055.5 per 1M output tokens, 80% less than Fugu Ultra v2.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 1,000,000 for Fugu Ultra v2.
  • If in doubt, try both on the same key. Switching is a change to the model string, and each is billed at its own rate.

Real answers to the same prompts

Exactly what the FastMetal gateway returned, side by side. Not benchmark scores: actual output.

Count the number of 'r's in 'strawberry'

Count the number of 'r's in 'strawberry'. Explain your reasoning step by step.

Fugu Ultra v2

**Answer: 3** **Step-by-step reasoning:** 1. **Write out the word letter by letter**, assigning each a position: | Position | Letter | Is it 'r'? | |---|---|---| | 1 | s | no | | 2 | t | no | | 3 | **r** | ✅ yes | | 4 | a | no | | 5 | w | no | | 6 | b | no | | 7 | e | no | | 8 | **r** | ✅ yes | | 9 | **r** | ✅ yes | | 10 | y | no | 2. **Tally the matches:** positions 3, 8, and 9 are 'r'. 3. **Sanity check by chunks:** "straw" contains one 'r' (str**a**w → the r in "str"), and "berry" contains two 'r's (be**rr**y). 1 + 2 = 3. 4. **Verify length:** the letters counted total 10, which matches the length of "strawberry" — so no letter was skipped or double-counted. **Conclusion:** There a…
10.2s435 output tokens

Qwen3.8 2.4T A95B

To count the number of **“r”**s in **“strawberry”**, spell it out letter by letter: **s t r a w b e r r y** Now check each letter: 1. s — not r 2. t — not r 3. r — yes, count 1 4. a — not r 5. w — not r 6. b — not r 7. e — not r 8. r — yes, count 2 9. r — yes, count 3 10. y — not r So there are **3** “r”s in **strawberry**.
1.3s203 output tokens

Debug This Error

I'm getting the following error in my Node.js application: TypeError: Cannot read properties of undefined (reading 'map') at UserList (/app/components/UserList.js:12:25) at renderWithHooks (/app/node_modules/rea…

Fugu Ultra v2

## What the error means `TypeError: Cannot read properties of undefined (reading 'map')` means that when `UserList` rendered, `users` was `undefined`, and JavaScript can't read the `.map` property off `undefined`. The important detail: **the bug isn't really in `UserList`** — that's just where it surfaces. Destructuring `function UserList({ users })` does *not* throw when the prop is missing; it silently gives you `undefined`. The crash is deferred to the first property access, which is `.map` on line 12. So the real question is: why is `props.users` not an array? ## Why `users` is undefined **1. Async data hasn't arrived yet — by far the most common cause.** ```jsx const [users, setUs…
70.8s5286 output tokens

Qwen3.8 2.4T A95B

The error happens because `users` is `undefined` when React tries to render this line: ```js {users.map(user => <li key={user.id}>{user.name}</li>)} ``` JavaScript cannot call `.map()` on `undefined`. In your component: ```js function UserList({ users }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` React expects `users` to be an array, but something is rendering `<UserList />` without providing a valid `users` prop. --- ## Common causes ### 1. The parent component is not passing `users` For example: ```js <UserList /> ``` Instead of: ```js <UserList users={users} /> ``` --- ### 2. The data has not loaded yet If `users…
10.9s1318 output tokens

Professional Email

Write a professional email to a client explaining that the project delivery will be delayed by two weeks due to unexpected technical challenges discovered during integration testing. The tone should be apologetic but con…

Fugu Ultra v2

**Subject:** [Project Name] — Revised Delivery Date of [New Date] and Our Plan to Get There Dear [Client Name], I'm writing to let you know that we need to move the delivery date for [Project Name] from [Original Date] to [New Date] — a shift of two weeks. I'm sorry to be bringing you this news, and I want to give you the full picture of what we found, what we're doing about it, and how we'll keep you informed between now and delivery. **What we found** During integration testing, we uncovered a set of issues that only appear when the individual components run together under production-like conditions. Specifically, [brief, concrete description — e.g., "the data synchronization layer bet…
86.5s5107 output tokens

Qwen3.8 2.4T A95B

Subject: Updated Project Timeline – Revised Delivery Date Dear [Client Name], I hope this message finds you well. I’m writing to provide an important update regarding the delivery timeline for [Project Name]. During our recent integration testing phase, we identified several unexpected technical challenges that require additional resolution to ensure the final deliverable meets the quality and performance standards we committed to. After carefully reviewing the scope of these items with our technical team, we have determined that the project delivery will need to be extended by two weeks. I sincerely apologize for any inconvenience this may cause. Please be assured that we are taking imm…
4.6s449 output tokens

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Frequently asked questions

Which is cheaper, Fugu Ultra v2 or Qwen3.8 2.4T A95B?
Per 1M output tokens, Fugu Ultra v2 is ¥5,361 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so Qwen3.8 2.4T A95B is cheaper.
How do the context windows of Fugu Ultra v2 and Qwen3.8 2.4T A95B compare?
Fugu Ultra v2 takes 1,000,000 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Fugu Ultra v2 and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "fugu-ultra-v2" or "qwen3.8-2.4t-a95b" as the model. Each is billed at its own rate from the same prepaid balance.

Try both on one API key

Create an account and add credit to call Fugu Ultra v2 and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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