Long documents
Prompts that approach the documented context limit
Inkling 2 Small
Inkling 2 Small has the larger documented context window.
Confidence: documented
Inkling 2 Small vs Muse Glimmer 30B
Updated November 7, 2026. Rank says Inkling 2 Small is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.
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Decision reading
Inkling 2 Small has the higher public point estimate, 59.06 versus 32.57. Their conditional score ranges overlap. These ranges do not establish rank confidence. 6 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
Model A
Thinking Machines Lab
59.06/100
Estimated · Public rank #56
Conditional range 44.7–73.4
- Shared results
- 6
- Inkling 2 Small only
- 19
- Muse Glimmer 30B only
- 8
- Like-for-like categories
- 0 / 8
Estimated: Inkling 2 Small and Muse Glimmer 30B. Conditional ranges do not establish rank confidence.How the comparison works
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
Muse Glimmer 30B is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like.
Confidence: limitedAgentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
Muse Glimmer 30B is scored on Estimated evidence for agentic, so the reading is directional rather than like-for-like.
Confidence: limitedChat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesCache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. Muse Glimmer 30B does not fit this workload in one request. Muse Glimmer 30B has no comparable published API token rate.
Confidence: listed-ratesRepository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Which one for a specific job
Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.
The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.
59.7Inkling 2 Small24.3Muse Glimmer 30B
Directional only · BenchAlign v5.8
Inkling 2 Small has the higher coding point estimate. Conditional score ranges do not establish rank confidence.
Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.
Same basis rules as the category table below
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
19 Inkling 2 Small only
6 Shared
8 Muse Glimmer 30B only
4 categories rest on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.
CharXivMultimodal
Normalized gap 8.9Inkling 2 Small:87.7%Muse Glimmer 30B:78.8%SWE-bench VerifiedCoding
Normalized gap 6.2Inkling 2 Small:82.2%Muse Glimmer 30B:76%
Bars run 0–100 on each benchmark’s normalized display scale
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign v5.8 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.
Agentic
Directional only- Inkling 2 Small
- 59.9
- Supported · #26/131
- Muse Glimmer 30B
- 19.3
- Estimated · #118/131
- Basis
- BenchAlign v5.8 lane · 5 vs 4 public rows
- Reading
- Directional only
Coding
Directional only- Inkling 2 Small
- 59.7
- Supported · #20/157
- Muse Glimmer 30B
- 24.3
- Estimated · #124/157
- Basis
- BenchAlign v5.8 lane · 6 vs 4 public rows
- Reading
- Directional only
Multimodal
Directional only- Inkling 2 Small
- 86.6
- #12/59
- Muse Glimmer 30B
- 63.7
- #46/59
- Basis
- Provisional lane · 1 vs 2 weighted rows
- Reading
- Directional only
Knowledge
Directional only- Inkling 2 Small
- 60.4
- Estimated · #46/178
- Muse Glimmer 30B
- 38.2
- Estimated · #123/178
- Basis
- BenchAlign v5.8 lane · 2 vs 0 public rows
- Reading
- Directional only
Reasoning
Not comparable- Inkling 2 Small
- 86.1
- Unranked · 2 rankable rows
- Muse Glimmer 30B
- 80.5
- Unranked · 2 rankable rows
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
Multilingual
Not comparable- Inkling 2 Small
- Not ranked
- Muse Glimmer 30B
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Inkling 2 Small
- Not ranked
- Muse Glimmer 30B
- 81.1
- #61/157
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
Math
Not comparable- Inkling 2 Small
- 85.9
- Unranked · 2 rankable rows
- Muse Glimmer 30B
- 81.1
- Unranked · 1 rankable row
- Basis
- Provisional lane · 1 vs 1 weighted rows
- Reading
- Not comparable
| Category | Inkling 2 Small | Muse Glimmer 30B | Basis | Reading |
|---|---|---|---|---|
| Agentic | 59.9Supported · #26/131 | 19.3Estimated · #118/131 | Directional onlyBenchAlign v5.8 lane · 5 vs 4 public rows | Directional only |
| Coding | 59.7Supported · #20/157 | 24.3Estimated · #124/157 | Directional onlyBenchAlign v5.8 lane · 6 vs 4 public rows | Directional only |
| Multimodal | 86.6#12/59 | 63.7#46/59 | Directional onlyProvisional lane · 1 vs 2 weighted rows | Directional only |
| Knowledge | 60.4Estimated · #46/178 | 38.2Estimated · #123/178 | Directional onlyBenchAlign v5.8 lane · 2 vs 0 public rows | Directional only |
| Reasoning | 86.1Unranked · 2 rankable rows | 80.5Unranked · 2 rankable rows | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
| Multilingual | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Instruction following | Not ranked | 81.1#61/157 | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
| Math | 85.9Unranked · 2 rankable rows | 81.1Unranked · 1 rankable row | Not comparableProvisional lane · 1 vs 1 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.8) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
Supported evidence per lane · bars run 0–100Methodology
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Inkling 2 Small
- $0.0008
- Fits in one request
- Muse Glimmer 30B
- Self-hosted; infrastructure cost varies
- Fits in one request
Muse Glimmer 30B has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Inkling 2 Small
- $0.018
- Fits in one request
- Muse Glimmer 30B
- Self-hosted; infrastructure cost varies
- Fits in one request
Muse Glimmer 30B has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Inkling 2 Small
- $0.022
- Fits in one request
- Muse Glimmer 30B
- Self-hosted; infrastructure cost varies
- Does not fit in one request
- Cached-input rate unavailable
Muse Glimmer 30B does not fit this workload in one request. Muse Glimmer 30B has no comparable published API token rate.
Cached input falls back to the list input rate only where a cached rate is unpublished
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationInkling 2 SmallMuse Glimmer 30B
Context window
Maximum documented context; output-token limits may be lower.
Inkling 2 Small
Muse Glimmer 30B
131K
API model ID
Inkling 2 Small
Not sourced
Muse Glimmer 30B
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Inkling 2 Small
$0.03 per 1M cached input tokens
Tinker models and pricingMuse Glimmer 30B
No comparable hosted API rate
Documented inputs
Inkling 2 Small
Not sourced
Muse Glimmer 30B
Not sourced
Documented outputs
Inkling 2 Small
Not sourced
Muse Glimmer 30B
Not sourced
Provider availability
Inkling 2 Small
Not sourced
Muse Glimmer 30B
Not sourced
Reasoning profile
Inkling 2 Small
Hybrid
Muse Glimmer 30B
Reasoning
Weight access
Inkling 2 Small
Proprietary
Muse Glimmer 30B
Open Weight
License
Inkling 2 Small
Proprietary
Muse Glimmer 30B
Open Weight
Release date
Inkling 2 Small
2026-11-05
Muse Glimmer 30B
2026-08-10
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- Inkling 2 Small has the higher public point estimate, 59.06 versus 32.57. Their conditional score ranges overlap. These ranges do not establish rank confidence.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Inkling 2 Small has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.
Questions
Which is better, Inkling 2 Small or Muse Glimmer 30B?
Inkling 2 Small has the higher public point estimate, 59.06 versus 32.57. Their conditional score ranges overlap. These ranges do not establish rank confidence. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Inkling 2 Small or Muse Glimmer 30B?
Inkling 2 Small scores higher for coding on the public lane, 59.7 to 24.3. Muse Glimmer 30B is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like. BenchLM does not name a winner for coding from a directional reading; read the shared benchmark rows directly and test the models on the same task set.
Which is better for agentic tasks, Inkling 2 Small or Muse Glimmer 30B?
Inkling 2 Small scores higher for agentic tasks on the public lane, 59.9 to 19.3. Muse Glimmer 30B is scored on Estimated evidence for agentic tasks, so the reading is directional rather than like-for-like. BenchLM does not name a winner for agentic tasks from a directional reading; read the shared benchmark rows directly and test the models on the same task set.
Which costs less, Inkling 2 Small or Muse Glimmer 30B?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Inkling 2 Small or Muse Glimmer 30B?
Inkling 2 Small has the larger documented context window: 1M, compared with 131K.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
Inkling 2 Small
API / mo$975
Self-host / moNot listed
Break-even—
Proprietary model — self-hosting not applicable.
Muse Glimmer 30B
API / mo$0
Self-host / mo$298
Break-even—
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence33 rows
Agentic
Terminal-Bench 2.1
Inkling 2 Small85.1%SourceMuse Glimmer 30B—Not directly comparable
BrowseComp
Inkling 2 Small90.2%SourceMuse Glimmer 30B—Not directly comparable
DeepSearchQA
Inkling 2 Small90.9%SourceMuse Glimmer 30B74.6%SourceInkling 2 Small leads this result
MCP Atlas
Inkling 2 Small85%SourceMuse Glimmer 30B75.5%SourceInkling 2 Small leads this result
JobBench
Inkling 2 Small70.5%SourceMuse Glimmer 30B—Not directly comparable
skillsBench
Inkling 2 Small—Muse Glimmer 30B44.3%SourceNot directly comparable
OSWorld-Verified
Inkling 2 Small—Muse Glimmer 30B65.9%SourceNot directly comparable
Coding
SWE-bench Verified
Inkling 2 Small82.2%SourceMuse Glimmer 30B76%SourceInkling 2 Small leads this result
SWE Multilingual
Inkling 2 Small81.2%SourceMuse Glimmer 30B—Not directly comparable
sweMarathon
Inkling 2 Small38.8%SourceMuse Glimmer 30B—Not directly comparable
Terminal-Bench 2.1
Inkling 2 Small85.1%SourceMuse Glimmer 30B51.7%SourceInkling 2 Small leads this result
DeepSWE
Inkling 2 Small72.1%SourceMuse Glimmer 30B—Not directly comparable
PostTrainBench v1.2
Inkling 2 Small31.9%SourceMuse Glimmer 30B—Not directly comparable
SWE-bench Pro
Inkling 2 Small—Muse Glimmer 30B51.2%SourceNot directly comparable
SciCode
Inkling 2 Small—Muse Glimmer 30B43.6%SourceNot directly comparable
Reasoning
LongBench v2
Inkling 2 Small70.6%SourceMuse Glimmer 30B—Not directly comparable
Multimodal
CharXiv
Inkling 2 Small87.7%SourceMuse Glimmer 30B78.8%SourceInkling 2 Small leads this result
CharXiv w/o tools
Inkling 2 Small85.6%SourceMuse Glimmer 30B—Not directly comparable
Chartography (no tools)
Inkling 2 Small36.7%SourceMuse Glimmer 30B—Not directly comparable
Chartography (tools)
Inkling 2 Small80.4%SourceMuse Glimmer 30B—Not directly comparable
BabyVision
Inkling 2 Small68.6%SourceMuse Glimmer 30B—Not directly comparable
BabyVision w/ Python
Inkling 2 Small93.7%SourceMuse Glimmer 30B—Not directly comparable
ScreenSpot Pro
Inkling 2 Small83.8%SourceMuse Glimmer 30B75.4%SourceInkling 2 Small leads this result
PerceptionBench
Inkling 2 Small64.7%SourceMuse Glimmer 30B—Not directly comparable
MathVision
Inkling 2 Small92.8%SourceMuse Glimmer 30B—Not directly comparable
OmniDocBench 1.5
Inkling 2 Small—Muse Glimmer 30B75.8%SourceNot directly comparable
MMMU-Pro
Inkling 2 Small—Muse Glimmer 30B74%SourceNot directly comparable
Knowledge
Instruction following
IFBench
Inkling 2 Small—Muse Glimmer 30B77%SourceNot directly comparable
Math
33 public results · 6 shared
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Last updated November 7, 2026