Model comparison

Muse Glimmer 30B vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

Muse Glimmer 30B (Meta) 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

meta logoMuse Glimmer 30Bqwen logoQwen3.8 2.4T A95B
ProviderMetaQwen
Input (per 1M tokens)¥62.55¥351.83
Output (per 1M tokens)¥268.05¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥197¥880
Context window131,072 tokens1,048,576 tokens
Release date8/10/20268/12/2026
Input modalitiestext, imagetext
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, Muse Glimmer 30B: ¥268.05 per 1M output tokens, 75% less than Qwen3.8 2.4T A95B.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 131,072 for Muse Glimmer 30B.
  • 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.

Muse Glimmer 30B

The word is 10 letters long. Scanning left to right: 1. **s** - not r 2. **t** - not r 3. **r** - 1st r 4. **a** - not r 5. **w** - not r 6. **b** - not r 7. **e** - not r 8. **r** - 2nd r 9. **r** - 3rd r 10. **y** - not r `s t r a w b e r r y` There is one r in `str-`, and a double `rr` in `-berry`. Total = 1 + 2 = 3 r's.
8.0s614 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…

Muse Glimmer 30B

The error is exactly what it says: you're trying to call `.map` on `users`, but `users` is `undefined` at render time. ```js {users.map(user => ...)} ^^^^^^ ``` `Cannot read properties of undefined [reading 'map']` means `users` was never defined / passed in, so `users.map` throws. This happens very commonly with React components that receive async data. The parent renders `UserList` before the data has loaded, so the prop is `undefined` / `null` on the first render. ### Fix it by guarding the prop **1. Default parameter to an empty array - simplest** ```js function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul>…
5.6s888 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…

Muse Glimmer 30B

Subject: Project Update: Revised Delivery Timeline for [Project Name] Dear [Client Name], I am writing to provide an update on the delivery schedule for [Project Name]. During integration testing this week, our team identified unexpected technical challenges related to data synchronization between the new API layer and your legacy billing system. While the issue was caught early due to our testing protocols, resolving it properly will require additional development and validation work to ensure stability and performance at scale. I sincerely apologize for this delay and the impact it may have on your planned rollout. Please know this is not the outcome we wanted, and we are taking full o…
17.1s1034 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, Muse Glimmer 30B or Qwen3.8 2.4T A95B?
Per 1M output tokens, Muse Glimmer 30B is ¥268.05 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so Muse Glimmer 30B is cheaper.
How do the context windows of Muse Glimmer 30B and Qwen3.8 2.4T A95B compare?
Muse Glimmer 30B takes 131,072 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Muse Glimmer 30B and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "muse-glimmer-30b" 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 Muse Glimmer 30B and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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