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together:muse-glimmer

8/18/2026, 8:14:28 AM · 15 tests · run 8be40889-2c96-4bda-9f25-5d9073fd2182

basic-generation

ok

Plain streaming generation with a soft length constraint (~100 words).

  • Produced 96 words (769 output tokens).
Result
{
  "wordCount": 96,
  "outputTokens": 769
}
6e45bd2c-e85a-42a3-a352-06f523a43506
Aug 18, 2026, 08:13:26

togetherai:meta-models/Muse-Glimmer-30B

Input
67
Output
769
Reasoning
0
Answer
769
Cache Read
48
Cost
$0.0012
Mode
streaming
Cost breakdown
Input $0.000007Output $0.0012Cache read $0.000002
Latency
7.6s
TTFT
6.5s
Tok/s
100.9
Tok/s (adj)
676.4

usage-cost

ok

Asserts usage tokens populate and cost computes from the ChatReq contract.

  • in=64 out=243 rt=0 cost=$0.000372 (paid).
Result
{
  "inputTokens": 64,
  "outputTokens": 243,
  "reasoningTokens": 0,
  "costUsd": 0.00037202,
  "paid": true
}
82771067-8e8d-45b5-b759-3eaa57ca2ffe
Aug 18, 2026, 08:13:29

togetherai:meta-models/Muse-Glimmer-30B

Input
64
Output
243
Reasoning
0
Answer
243
Cache Read
48
Cost
$0.000372
Mode
streaming
Cost breakdown
Input $0.000006Output $0.000365Cache read $0.000002
Latency
2.7s
TTFT
2.6s
Tok/s
91.6
Tok/s (adj)
3998.0

streaming-structure

ok

Asserts a streaming call captures events that reconstruct into the final text.

  • mode=streaming, 178 stream events, 1 text block(s), 35 chars.
Result
{
  "mode": "streaming",
  "streamEventCount": 178,
  "textBlocks": 1,
  "textLen": 35
}
93ebd1e0-bc23-47b2-84bb-4278ab35cfee
Aug 18, 2026, 08:13:31

togetherai:meta-models/Muse-Glimmer-30B

Input
69
Output
181
Reasoning
0
Answer
181
Cache Read
48
Cost
$0.000281
Mode
streaming
Cost breakdown
Input $0.000007Output $0.000272Cache read $0.000002
Latency
2.0s
TTFT
1.8s
Tok/s
88.8
Tok/s (adj)
676.8

complete-stream-parity

ok

Same prompt via stream() and complete() both return valid, matching results.

  • stream="Paris" · complete="Paris"
Result
{
  "streamText": "Paris",
  "completeText": "Paris"
}
8a1ec613-6ecb-4bd8-a6d6-8ddc10ccd4c7
Aug 18, 2026, 08:13:32

togetherai:meta-models/Muse-Glimmer-30B

Input
70
Output
68
Reasoning
0
Answer
68
Cache Read
48
Cost
$0.000112
Mode
streaming
Cost breakdown
Input $0.000008Output $0.000102Cache read $0.000002
Latency
1.1s
TTFT
1.0s
Tok/s
63.6
Tok/s (adj)
3471.2
e4c7615d-e089-4b79-9c33-9fce5d387a96
Aug 18, 2026, 08:13:33

togetherai:meta-models/Muse-Glimmer-30B

Input
70
Output
87
Reasoning
0
Answer
87
Cache Read
64
Cost
$0.000135
Mode
non-streaming
Cost breakdown
Input $0.000002Output $0.000131Cache read $0.000003
Latency
1.0s
Tok/s
83.7

reasoning-conformance

ok

Asserts the model's reasoning knob behaves as its reasoning-config declares.

  • Class (from reasoning-config): always-on.
  • reasoningTokens=0, outputTokens=1492.
Result
{
  "class": "always-on",
  "reasoningTokens": 0,
  "outputTokens": 1492
}
54990fdb-4b90-47f2-8b6e-dd05f222675e
Aug 18, 2026, 08:13:48

togetherai:meta-models/Muse-Glimmer-30B

Input
141
Output
1,492
Reasoning
0
Answer
1,492
Cache Read
48
Cost
$0.0023
Mode
streaming
Cost breakdown
Input $0.000033Output $0.0022Cache read $0.000002
Latency
14.9s
TTFT
10.2s
Tok/s
100.3
Tok/s (adj)
317.1

single-tool-call

ok

Offers a calculator tool and checks the model calls it for an arithmetic question.

  • Called "multiply" with args {"a":23,"b":17}.
Result
{
  "toolCalled": true,
  "toolName": "multiply",
  "args": {
    "a": 23,
    "b": 17
  },
  "correct": true
}
db54b5c9-7f27-4824-ae26-2d0ce355430e
Aug 18, 2026, 08:13:50

togetherai:meta-models/Muse-Glimmer-30B

Input
510
Output
122
Reasoning
0
Answer
122
Cost
$0.000362
Mode
streaming
Cost breakdown
Input $0.000179Output $0.000183
Latency
1.7s
Tok/s
71.2

tool-loop

ok

Forces a tool call, feeds the result back, and checks the continuation uses it.

  • step1 (required): multiply({"a":23,"b":17}) → step2: "23 multiplied by 17 is 391."
Result
{
  "toolName": "multiply",
  "args": {
    "a": 23,
    "b": 17
  },
  "product": 391,
  "continuation": "23 multiplied by 17 is 391.",
  "usesResult": true,
  "forced": true
}
506574af-db9c-4d4a-80ba-d4cbe9123da1
Aug 18, 2026, 08:13:53

togetherai:meta-models/Muse-Glimmer-30B

Input
527
Output
289
Reasoning
0
Answer
289
Cost
$0.000618
Mode
streaming
Cost breakdown
Input $0.000184Output $0.000433
Latency
3.1s
Tok/s
92.3
b6de66b8-ba13-4cc2-b1ec-534693e50329
Aug 18, 2026, 08:13:54

togetherai:meta-models/Muse-Glimmer-30B

Input
818
Output
63
Reasoning
0
Answer
63
Cache Read
496
Cost
$0.000227
Mode
streaming
Cost breakdown
Input $0.000113Output $0.000094Cache read $0.000020
Latency
901ms
TTFT
886ms
Tok/s
69.9
Tok/s (adj)
4294.5

web-search

ok

Enables server-side web search and checks invocation counts, the per-request cost surcharge, and provider-executed output blocks.

  • Skipped: model does not support the catalog's web_search tool version.
Result
{
  "skipped": "no server-side web search support"
}

reasoning-tool-continuity

ok

Reasoning model: continuity token captured on a tool call and replayed so the follow-up succeeds.

  • Step 1 didn't engage reasoning (adaptive discretion) — signature not exercised this run.
  • reasoned=false, none token —; follow-up → "Account **acme-42** * Current USD balance from `get_balance` balanceU"
Result
{
  "signatureType": "none",
  "tokenCaptured": false,
  "reasoned": false,
  "answered": true,
  "continuation": "Account **acme-42**\n* Current USD balance from `get_balance`\n\nbalanceUsd = 1234\n\nP = $1,234\nr = 5 % = 0.05 compounded annually\nn = 7 yr\n\nFut"
}
1f5e9054-a92d-4bc6-bab8-374a30c0ec4a
Aug 18, 2026, 08:13:59

togetherai:meta-models/Muse-Glimmer-30B

Input
537
Output
130
Reasoning
0
Answer
130
Cache Read
528
Cost
$0.000219
Mode
streaming
Cost breakdown
Input $0.000003Output $0.000195Cache read $0.000021
Latency
1.5s
Tok/s
89.1
1c724427-5ea4-4126-b5c2-4546d8f9484e
Aug 18, 2026, 08:14:12

togetherai:meta-models/Muse-Glimmer-30B

Input
695
Output
1,419
Reasoning
0
Answer
1,419
Cost
$0.0024
Mode
streaming
Cost breakdown
Input $0.000243Output $0.0021
Latency
13.7s
TTFT
11.3s
Tok/s
103.6
Tok/s (adj)
585.6

prompt-cache

ok

Repeat a large prefix; assert cache-read tokens are reported and cost drops.

  • Skipped: provider has no (known) prompt-cache reporting.
Result
{
  "skipped": "cacheStyle=none"
}

json-output

ok

Requests a strict JSON object and checks it parses with the required keys.

  • Output parsed as JSON.
  • All required keys present.
  • Output is bare JSON (no leading prose/fence).
Result
{
  "parsed": {
    "name": "Anthropic",
    "founded": 2021,
    "headquarters": "San Francisco, California"
  },
  "validJson": true,
  "missingKeys": [],
  "bareJson": true
}
e7e5772d-3fc8-41b6-8325-081f8991a9b8
Aug 18, 2026, 08:14:16

togetherai:meta-models/Muse-Glimmer-30B

Input
85
Output
337
Reasoning
0
Answer
337
Cost
$0.000535
Mode
streaming
Cost breakdown
Input $0.000030Output $0.000505
Latency
3.7s
TTFT
3.4s
Tok/s
92.0
Tok/s (adj)
1277.0

summarize-memex

ok

Summarizes an ~11k-token essay to ~500 words (long input, reasoning minimized).

  • Read ~10220 input tokens, wrote 532 words (980 output tokens) in 10050ms.
Result
{
  "wordCount": 532,
  "inputTokens": 10220,
  "outputTokens": 980,
  "latencyMs": 10050
}
c43a3fc7-0ab7-4e1e-b151-9500b45660b4
Aug 18, 2026, 08:14:26

togetherai:meta-models/Muse-Glimmer-30B

Input
10,220
Output
980
Reasoning
0
Answer
980
Cost
$0.0050
Mode
streaming
Cost breakdown
Input $0.0036Output $0.0015
Latency
10.1s
TTFT
3.7s
Tok/s
97.5
Tok/s (adj)
155.0

truncation

ok

Tiny maxTokens on a long prompt yields finishReason:"length".

  • finishReason=length, out=100 tokens.
Result
{
  "finishReason": "length",
  "outputTokens": 100
}
97b7c717-e8ca-48e4-8d70-c1dbe2100f81
Aug 18, 2026, 08:14:27

togetherai:meta-models/Muse-Glimmer-30B

Input
73
Output
100
Reasoning
0
Answer
100
Cache Read
48
Cost
$0.000161
Mode
streaming
Cost breakdown
Input $0.000009Output $0.000150Cache read $0.000002
Latency
1.2s
Tok/s
81.8

streaming-only-rejection

ok

Streaming-only models reject complete(); all others accept it.

  • streamingOnly=false; complete() succeeded.
Result
{
  "streamingOnly": false,
  "completeThrew": false
}

abort

ok

A pre-aborted signal rejects the call (abort is threaded + honored).

  • pre-aborted signal → rejected (AbortError).
Result
{
  "rejected": true,
  "errorName": "AbortError"
}