Agentic
Directional only- Holo3-35B-A3B
- 51.5
- Estimated · #45/153
- Qwen3.8 Max
- 67.3
- Supported · #9/153
- Basis
- BenchAlign lane · 1 vs 15 public rows
- Reading
- Directional only
Holo3-35B-A3B vs Qwen3.8 Max
Decision reading
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
Updated September 15, 2026. We do not rank this pair: at least one has no public score. Public scores include evidence status and uncertainty.
Share or export
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.
Long documents
Prompts that approach the documented context limit
Qwen3.8 Max
Qwen3.8 Max has the larger documented context window.
Confidence: documented
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
Holo3-35B-A3B is not ranked on the public lane for coding, so no winner is named for coding.
Confidence: limited
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
Holo3-35B-A3B is scored on Estimated evidence for agentic, so the reading is directional rather than like-for-like.
Confidence: limited
Chat 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-rates
Cache-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. Holo3-35B-A3B does not fit this workload in one request. Holo3-35B-A3B has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.
Confidence: listed-rates
Repository 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
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
1 Shared
59 Qwen3.8 Max only
- Shared results
- 1
- Holo3-35B-A3B only
- 0
- Qwen3.8 Max only
- 59
- Like-for-like categories
- 0 / 8
1 category rests on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign 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.
Coding
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- 60.8
- Supported · #20/152
- Basis
- BenchAlign lane · 0 vs 12 public rows
- Reading
- Not comparable
Reasoning
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- 86.5
- Unranked · 2 rankable rows
- Basis
- Provisional lane · 0 vs 2 weighted rows
- Reading
- Not comparable
Knowledge
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- 68.8
- Supported · #17/183
- Basis
- BenchAlign lane · 0 vs 6 public rows
- Reading
- Not comparable
Math
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Multilingual
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Multimodal
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- 87.4
- #5/48
- Basis
- Provisional lane · 0 vs 2 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Holo3-35B-A3B
- Not ranked
- Qwen3.8 Max
- 90.7
- #18/123
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
| Category | Holo3-35B-A3B | Qwen3.8 Max | Basis | Reading |
|---|---|---|---|---|
| Agentic | 51.5Estimated · #45/153 | 67.3Supported · #9/153 | Directional onlyBenchAlign lane · 1 vs 15 public rows | Directional only |
| Coding | Not ranked | 60.8Supported · #20/152 | Not comparableBenchAlign lane · 0 vs 12 public rows | Not comparable |
| Reasoning | Not ranked | 86.5Unranked · 2 rankable rows | Not comparableProvisional lane · 0 vs 2 weighted rows | Not comparable |
| Knowledge | Not ranked | 68.8Supported · #17/183 | Not comparableBenchAlign lane · 0 vs 6 public rows | Not comparable |
| Math | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Multilingual | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Multimodal | Not ranked | 87.4#5/48 | Not comparableProvisional lane · 0 vs 2 weighted rows | Not comparable |
| Instruction following | Not ranked | 90.7#18/123 | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign) differ from the provisional-lane categories. Unranked scores sit on the lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
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.
OSWorld-Verified
Agentic
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
- Holo3-35B-A3B
- API rate not published
- Fits in one request
- Qwen3.8 Max
- API rate not published
- Fits in one request
Holo3-35B-A3B has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Holo3-35B-A3B
- API rate not published
- Fits in one request
- Qwen3.8 Max
- API rate not published
- Fits in one request
Holo3-35B-A3B has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Holo3-35B-A3B
- API rate not published
- Does not fit in one request
- Cached-input rate unavailable
- Qwen3.8 Max
- API rate not published
- Fits in one request
- Cached-input rate unavailable
Holo3-35B-A3B does not fit this workload in one request. Holo3-35B-A3B has no comparable published API token rate. Qwen3.8 Max has no comparable published API token rate.
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationHolo3-35B-A3BQwen3.8 Max
Context window
Maximum documented context; output-token limits may be lower.
Holo3-35B-A3B
64K
Qwen3.8 Max
API model ID
Holo3-35B-A3B
Not sourced
Qwen3.8 Max
qwen3.8-max
Alibaba Cloud Model Studio pricingCached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Holo3-35B-A3B
No comparable hosted API rate
Qwen3.8 Max
No comparable hosted API rate
Alibaba Cloud Model Studio pricingDocumented inputs
Holo3-35B-A3B
Not sourced
Qwen3.8 Max
Not sourced
Documented outputs
Holo3-35B-A3B
Not sourced
Qwen3.8 Max
Not sourced
Provider availability
Holo3-35B-A3B
Not sourced
Qwen3.8 Max
Not sourced
Reasoning profile
Holo3-35B-A3B
Non-Reasoning
Qwen3.8 Max
Reasoning
Weight access
Holo3-35B-A3B
Open Weight
Qwen3.8 Max
Open Weight
License
Holo3-35B-A3B
Open Weight
Qwen3.8 Max
Open Weight
Release date
Holo3-35B-A3B
2026-03-31
Qwen3.8 Max
2026-08-03
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
- At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Qwen3.8 Max has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence60 rows
Agentic
OSWorld-Verified
Holo3-35B-A3B82.6%SourceQwen3.8 Max86.1%SourceQwen3.8 Max leads this result
Terminal-Bench 2.1
Holo3-35B-A3B—Qwen3.8 Max86.6%SourceNot directly comparable
CoWorkBench
Holo3-35B-A3B—Qwen3.8 Max74.8%SourceNot directly comparable
JobBench
Holo3-35B-A3B—Qwen3.8 Max53.4%SourceNot directly comparable
skillsBench
Holo3-35B-A3B—Qwen3.8 Max70.2%SourceNot directly comparable
Agents' Last Exam
Holo3-35B-A3B—Qwen3.8 Max52.4%SourceNot directly comparable
AutomationBench
Holo3-35B-A3B—Qwen3.8 Max27.3%SourceNot directly comparable
Toolathlon-Verified
Holo3-35B-A3B—Qwen3.8 Max72.5%SourceNot directly comparable
WideResearch
Holo3-35B-A3B—Qwen3.8 Max81.9%SourceNot directly comparable
HLE w/ tools
Holo3-35B-A3B—Qwen3.8 Max56.2%SourceNot directly comparable
OSWorld 2.0
Holo3-35B-A3B—Qwen3.8 Max19.4%SourceNot directly comparable
WebArena-Verified
Holo3-35B-A3B—Qwen3.8 Max66.8%SourceNot directly comparable
AndroidWorld
Holo3-35B-A3B—Qwen3.8 Max85.3%SourceNot directly comparable
MobileWorld
Holo3-35B-A3B—Qwen3.8 Max77.8%SourceNot directly comparable
Terminal-Bench 2.1 (Vals)
Holo3-35B-A3B—Qwen3.8 Max67.4%SourceNot directly comparable
Coding
Terminal-Bench 2.1
Holo3-35B-A3B—Qwen3.8 Max86.6%SourceNot directly comparable
SWE-bench Pro
Holo3-35B-A3B—Qwen3.8 Max67.7%SourceNot directly comparable
DeepSWE
Holo3-35B-A3B—Qwen3.8 Max56.6%SourceNot directly comparable
NL2Repo
Holo3-35B-A3B—Qwen3.8 Max55.9%SourceNot directly comparable
FrontierSWE
Holo3-35B-A3B—Qwen3.8 Max73.5%SourceNot directly comparable
MLS-Bench Lite
Holo3-35B-A3B—Qwen3.8 Max41.0%SourceNot directly comparable
PaperBench
Holo3-35B-A3B—Qwen3.8 Max93.0%SourceNot directly comparable
VulcanBench v3
Holo3-35B-A3B—Qwen3.8 Max81.2%SourceNot directly comparable
OpenHarmony Bench
Holo3-35B-A3B—Qwen3.8 Max60.8%SourceNot directly comparable
FrontierSWE v2
Holo3-35B-A3B—Qwen3.8 Max15.8%SourceNot directly comparable
LiveCodeBench (Vals)
Holo3-35B-A3B—Qwen3.8 Max87.9%SourceNot directly comparable
SWE-bench (Vals)
Holo3-35B-A3B—Qwen3.8 Max85.6%SourceNot directly comparable
Reasoning
Knowledge
GPQA
Holo3-35B-A3B—Qwen3.8 Max92.6%SourceNot directly comparable
GPQA-D
Holo3-35B-A3B—Qwen3.8 Max92.6%SourceNot directly comparable
HLE
Holo3-35B-A3B—Qwen3.8 Max43.6%SourceNot directly comparable
HLE w/o tools
Holo3-35B-A3B—Qwen3.8 Max43.6%SourceNot directly comparable
GPQA Diamond (Vals)
Holo3-35B-A3B—Qwen3.8 Max93.7%SourceNot directly comparable
MMLU-Pro (Vals)
Holo3-35B-A3B—Qwen3.8 Max88.6%SourceNot directly comparable
Multimodal
MMMU-Pro
Holo3-35B-A3B—Qwen3.8 Max82.3%SourceNot directly comparable
MathVision
Holo3-35B-A3B—Qwen3.8 Max95.2%SourceNot directly comparable
MathVision w/ Python
Holo3-35B-A3B—Qwen3.8 Max97.7%SourceNot directly comparable
BabyVision
Holo3-35B-A3B—Qwen3.8 Max82.0%SourceNot directly comparable
BabyVision w/ Python
Holo3-35B-A3B—Qwen3.8 Max91.3%SourceNot directly comparable
ZeroBench
Holo3-35B-A3B—Qwen3.8 Max24.0%SourceNot directly comparable
ZeroBench w/ Python
Holo3-35B-A3B—Qwen3.8 Max49.0%SourceNot directly comparable
MedXpertQA (MM)
Holo3-35B-A3B—Qwen3.8 Max80.4%SourceNot directly comparable
ScreenSpot Pro
Holo3-35B-A3B—Qwen3.8 Max84.5%SourceNot directly comparable
Vision2Web
Holo3-35B-A3B—Qwen3.8 Max69.0%SourceNot directly comparable
CharXiv w/o tools
Holo3-35B-A3B—Qwen3.8 Max88.4%SourceNot directly comparable
CharXiv
Holo3-35B-A3B—Qwen3.8 Max93.5%SourceNot directly comparable
OmniDocBench 1.5
Holo3-35B-A3B—Qwen3.8 Max92.1%SourceNot directly comparable
OCRBench V2
Holo3-35B-A3B—Qwen3.8 Max74.2%SourceNot directly comparable
CC-OCR
Holo3-35B-A3B—Qwen3.8 Max79.6%SourceNot directly comparable
RealWorldQA
Holo3-35B-A3B—Qwen3.8 Max88.0%SourceNot directly comparable
ERQA
Holo3-35B-A3B—Qwen3.8 Max77.8%SourceNot directly comparable
SimpleVQA
Holo3-35B-A3B—Qwen3.8 Max75.0%SourceNot directly comparable
PerceptionBench
Holo3-35B-A3B—Qwen3.8 Max63.5%SourceNot directly comparable
Video-MME (with subtitle)
Holo3-35B-A3B—Qwen3.8 Max90.4%SourceNot directly comparable
VideoMMMU
Holo3-35B-A3B—Qwen3.8 Max88.7%SourceNot directly comparable
MMVU
Holo3-35B-A3B—Qwen3.8 Max82.4%SourceNot directly comparable
MLVU (M-Avg)
Holo3-35B-A3B—Qwen3.8 Max90.8%SourceNot directly comparable
LVBench
Holo3-35B-A3B—Qwen3.8 Max81.8%SourceNot directly comparable
Instruction following
IFBench
Holo3-35B-A3B—Qwen3.8 Max82.8%SourceNot directly comparable
Questions
Which is better, Holo3-35B-A3B or Qwen3.8 Max?
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Holo3-35B-A3B or Qwen3.8 Max?
Holo3-35B-A3B is not ranked on the public lane for coding, so no winner is named for coding.
Which is better for agentic tasks, Holo3-35B-A3B or Qwen3.8 Max?
Qwen3.8 Max scores higher for agentic tasks on the public lane, 67.3 to 51.5. Holo3-35B-A3B 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, Holo3-35B-A3B or Qwen3.8 Max?
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, Holo3-35B-A3B or Qwen3.8 Max?
Qwen3.8 Max has the larger documented context window: 1M, compared with 64K.
Related comparisons
Last updated September 15, 2026
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