APUS-OpenJev-v1 is an open-weight model from APUS AI. Its published files total 46.8 GB.
Decision models with selectable compute depth. We introduce APUS-OpenJev-v1, a family of decision models for browser agents and business workflows.
Parameters—
Context—
Weights46.7 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
Decision models with selectable compute depth. We introduce APUS-OpenJev-v1, a family of decision models for browser agents and business workflows. Given a task, context, and candidate actions, the model returns a scored choice that an application can execute. The family provides 4B, 9B, and 35B-A3B variants with a common decision interface. Language-native decisions. Task definitions and candidate meanings arrive through natural language, allowing one shared model to handle changing decision spaces without a separate business-category classifier. Compute matched to the decision. The architecture combines selectable execution depth with candidate-aware output projection. Applications choose…
Excerpt from the card by APUS AI.
Identity and Version
- Repository
- apus-ailab/APUS-OpenJev-v1
- Publisher
- APUS AI
- Task
- Not stated by the source
- Modality
- Other
- Library
- transformers
- Parameters
- Not stated by the source
- Languages
- en, zh
- Revision
- f430a47563c6742bf67bd887391213e6c13d9c32
- First published
- 2026-09-21
- Last updated
- 2026-09-22
Files and Weights
141 files, 46.8 GB in total. The weights are 15 files totalling 46.7 GB in safetensors.
Weights15 files · 46.7 GB
Configuration74 files · 537.3 KB
Tokenizer6 files · 60.0 MB
Documentation24 files · 207.7 KB
Other21 files · 1.2 MB
Repository1 file · 1.8 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| 4B-5949/model-00001-of-00003.safetensors | Weights | 4.0 GB | c04bef620406 |
| 4B-5949/model-00002-of-00003.safetensors | Weights | 4.0 GB | 7891d5b76b68 |
| 4B-5949/model-00003-of-00003.safetensors | Weights | 1.1 GB | a88eecd668f8 |
| 9B-3000/model-00001-of-00006.safetensors | Weights | 2.0 GB | dd63614f1dc8 |
| 9B-3000/model-00002-of-00006.safetensors | Weights | 4.0 GB | 3fe0ee3d2908 |
| 9B-3000/model-00003-of-00006.safetensors | Weights | 4.0 GB | 7bfce51b034a |
| 9B-3000/model-00004-of-00006.safetensors | Weights | 4.0 GB | f36d2b3ffc4c |
| 9B-3000/model-00005-of-00006.safetensors | Weights | 4.0 GB | b06602342e98 |
| 9B-3000/model-00006-of-00006.safetensors | Weights | 800.1 MB | db688e61fd75 |
| 9B-5949/model-00001-of-00006.safetensors | Weights | 2.0 GB | dd63614f1dc8 |
| 9B-5949/model-00002-of-00006.safetensors | Weights | 4.0 GB | 7dfbf5a64c3b |
| 9B-5949/model-00003-of-00006.safetensors | Weights | 4.0 GB | f1f2e7d9e130 |
| 9B-5949/model-00004-of-00006.safetensors | Weights | 4.0 GB | db2c6e953a28 |
| 9B-5949/model-00005-of-00006.safetensors | Weights | 4.0 GB | cde34ae4e7a3 |
| 9B-5949/model-00006-of-00006.safetensors | Weights | 800.1 MB | db688e61fd75 |
| 4B-5949/config.json | Configuration | 2.8 KB | — |
| 4B-5949/decision-release.json | Configuration | 1.5 KB | — |
| 4B-5949/depth_config.json | Configuration | 320 B | — |
| 4B-5949/evaluation/runtime-smoke.json | Configuration | 4.9 KB | — |
| 4B-5949/evaluation/weight-arithmetic.json | Configuration | 25.5 KB | — |
| 4B-5949/examples.py | Configuration | 2.3 KB | — |
| 4B-5949/generation_config.json | Configuration | 116 B | — |
| 4B-5949/merge-provenance.json | Configuration | 682 B | — |
| 4B-5949/merged-evaluation.json | Configuration | 3.4 KB | — |
| 4B-5949/model.safetensors.index.json | Configuration | 66.2 KB | — |
| 4B-5949/openjet_runtime/__init__.py | Configuration | 52 B | — |
| 4B-5949/openjet_runtime/candidate_projection.py | Configuration | 4.4 KB | — |
| 4B-5949/openjet_runtime/contracts.py | Configuration | 3.8 KB | — |
| 4B-5949/openjet_runtime/early_exit.py | Configuration | 7.9 KB | — |
| 4B-5949/openjet_runtime/runtime.py | Configuration | 8.1 KB | — |
| 4B-5949/processor_config.json | Configuration | 1.2 KB | — |
| 4B-5949/provenance/code-license-provenance.json | Configuration | 397 B | — |
| 4B-5949/provenance/identity.json | Configuration | 682 B | — |
| 4B-5949/release-manifest.json | Configuration | 6.4 KB | — |
| 4B-5949/runtime-validation.json | Configuration | 334 B | — |
| 4B-5949/source-provenance.json | Configuration | 773 B | — |
| 9B-3000/config.json | Configuration | 2.8 KB | — |
| 9B-3000/decision-release.json | Configuration | 1.5 KB | — |
| 9B-3000/depth_config.json | Configuration | 320 B | — |
| 9B-3000/evaluation/runtime-smoke.json | Configuration | 4.9 KB | — |
| 9B-3000/evaluation/weight-arithmetic.json | Configuration | 25.5 KB | — |
| 9B-3000/examples.py | Configuration | 2.3 KB | — |
| 9B-3000/generation_config.json | Configuration | 116 B | — |
| 9B-3000/merge-provenance.json | Configuration | 682 B | — |
| 9B-3000/merged-evaluation.json | Configuration | 3.4 KB | — |
| 9B-3000/model.safetensors.index.json | Configuration | 69.3 KB | — |
| 9B-3000/openjet_runtime/__init__.py | Configuration | 52 B | — |
| 9B-3000/openjet_runtime/candidate_projection.py | Configuration | 4.4 KB | — |
| 9B-3000/openjet_runtime/contracts.py | Configuration | 3.8 KB | — |
| 9B-3000/openjet_runtime/early_exit.py | Configuration | 7.9 KB | — |
| 9B-3000/openjet_runtime/runtime.py | Configuration | 8.1 KB | — |
| 9B-3000/processor_config.json | Configuration | 1.2 KB | — |
| 9B-3000/provenance/code-license-provenance.json | Configuration | 397 B | — |
| 9B-3000/provenance/identity.json | Configuration | 682 B | — |
| 9B-3000/release-manifest.json | Configuration | 6.9 KB | — |
| 9B-3000/runtime-validation.json | Configuration | 334 B | — |
| 9B-3000/source-provenance.json | Configuration | 773 B | — |
| 9B-5949/config.json | Configuration | 2.8 KB | — |
| 9B-5949/depth_config.json | Configuration | 320 B | — |
| 9B-5949/evaluation/runtime-smoke.json | Configuration | 4.9 KB | — |
| 9B-5949/evaluation/weight-arithmetic.json | Configuration | 25.5 KB | — |
| 9B-5949/examples.py | Configuration | 2.3 KB | — |
| 9B-5949/generation_config.json | Configuration | 116 B | — |
| 9B-5949/merge-provenance.json | Configuration | 682 B | — |
| 9B-5949/merged-evaluation.json | Configuration | 3.4 KB | — |
| 9B-5949/model.safetensors.index.json | Configuration | 69.3 KB | — |
| 9B-5949/openjet_runtime/__init__.py | Configuration | 52 B | — |
| 9B-5949/openjet_runtime/candidate_projection.py | Configuration | 4.4 KB | — |
| 9B-5949/openjet_runtime/contracts.py | Configuration | 3.8 KB | — |
| 9B-5949/openjet_runtime/early_exit.py | Configuration | 7.9 KB | — |
| 9B-5949/openjet_runtime/runtime.py | Configuration | 8.1 KB | — |
| 9B-5949/processor_config.json | Configuration | 1.2 KB | — |
| 9B-5949/provenance/code-license-provenance.json | Configuration | 397 B | — |
| 9B-5949/provenance/identity.json | Configuration | 682 B | — |
| 9B-5949/release-manifest.json | Configuration | 6.9 KB | — |
| 9B-5949/reviewed-variant.json | Configuration | 1.3 KB | — |
| 9B-5949/runtime-validation.json | Configuration | 334 B | — |
| 9B-5949/source-provenance.json | Configuration | 773 B | — |
| bundle-manifest.json | Configuration | 24.8 KB | — |
| chart-data.json | Configuration | 4.5 KB | — |
| deployment/serve_vllm.py | Configuration | 5.3 KB | — |
| download_model.py | Configuration | 2.9 KB | — |
| effort-tradeoff-data.json | Configuration | 1.6 KB | — |
| equations-source.json | Configuration | 1.2 KB | — |
| evaluation-35b.json | Configuration | 951 B | — |
| latency-vllm-data.json | Configuration | 3.5 KB | — |
| meta.yaml | Configuration | 811 B | — |
| series-downloads.json | Configuration | 742 B | — |
| subset-chart-data.json | Configuration | 58.6 KB | — |
| 4B-5949/LICENSE | Documentation | 11.5 KB | — |
| 4B-5949/README.md | Documentation | 1.9 KB | — |
| 4B-5949/RUNTIME.md | Documentation | 5.6 KB | — |
| 4B-5949/provenance/BASE-LICENSE.txt | Documentation | 11.5 KB | — |
| 4B-5949/provenance/SOURCE-PROJECT-LICENSE.txt | Documentation | 11.4 KB | — |
| 4B-5949/training.md | Documentation | 2.7 KB | — |
| 9B-3000/LICENSE | Documentation | 11.5 KB | — |
| 9B-3000/README.md | Documentation | 1.9 KB | — |
| 9B-3000/RUNTIME.md | Documentation | 5.6 KB | — |
| 9B-3000/provenance/BASE-LICENSE.txt | Documentation | 11.5 KB | — |
| 9B-3000/provenance/SOURCE-PROJECT-LICENSE.txt | Documentation | 11.4 KB | — |
| 9B-3000/training.md | Documentation | 2.8 KB | — |
| 9B-5949/LICENSE | Documentation | 11.5 KB | — |
| 9B-5949/README.md | Documentation | 1.9 KB | — |
| 9B-5949/RUNTIME.md | Documentation | 5.6 KB | — |
| 9B-5949/provenance/BASE-LICENSE.txt | Documentation | 11.5 KB | — |
| 9B-5949/provenance/SOURCE-PROJECT-LICENSE.txt | Documentation | 11.4 KB | — |
| 9B-5949/training.md | Documentation | 2.7 KB | — |
| ARCHITECTURE.md | Documentation | 5.4 KB | — |
| LICENSE | Documentation | 1.1 KB | — |
| LICENSE_NOTICES.md | Documentation | 1.2 KB | — |
| README.md | Documentation | 20.9 KB | — |
| README.zh-CN.md | Documentation | 16.1 KB | — |
| TECHNICAL_REPORT.md | Documentation | 29.0 KB | — |
| 4B-5949/chat_template.jinja | Other | 7.8 KB | — |
| 4B-5949/requirements.txt | Other | 139 B | — |
| 9B-3000/chat_template.jinja | Other | 7.8 KB | — |
| 9B-3000/requirements.txt | Other | 139 B | — |
| 9B-5949/chat_template.jinja | Other | 7.8 KB | — |
| 9B-5949/requirements.txt | Other | 139 B | — |
| TECHNICAL_REPORT.pdf | Other | 1.0 MB | eda753388da6 |
| assets/accuracy.svg | Other | 3.0 KB | — |
| assets/compute-depth.svg | Other | 8.9 KB | — |
| assets/dataset-subsets.svg | Other | 6.4 KB | — |
| assets/effort-tradeoff.svg | Other | 3.7 KB | — |
| assets/equations/candidate-projection.svg | Other | 9.0 KB | — |
| assets/equations/dcrl-objective.svg | Other | 31.3 KB | — |
| assets/equations/decision-distribution.svg | Other | 14.9 KB | — |
| assets/equations/expected-utility.svg | Other | 13.5 KB | — |
| assets/equations/joint-depth-objective.svg | Other | 25.3 KB | — |
| assets/equations/projection-cost.svg | Other | 18.6 KB | — |
| assets/latency-vllm.svg | Other | 8.5 KB | — |
| assets/latency.svg | Other | 7.0 KB | — |
| assets/learning-framework.svg | Other | 10.8 KB | — |
| assets/task-accuracy.svg | Other | 15.2 KB | — |
| .gitattributes | Repository | 1.8 KB | — |
| 4B-5949/tokenizer.json | Tokenizer | 20.0 MB | 06b9509352d2 |
| 4B-5949/tokenizer_config.json | Tokenizer | 1.2 KB | — |
| 9B-3000/tokenizer.json | Tokenizer | 20.0 MB | 06b9509352d2 |
| 9B-3000/tokenizer_config.json | Tokenizer | 1.2 KB | — |
| 9B-5949/tokenizer.json | Tokenizer | 20.0 MB | 06b9509352d2 |
| 9B-5949/tokenizer_config.json | Tokenizer | 1.2 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 46.7 GB
Download from APUS AI
Released by APUS AI through its official repository on Hugging Face.
Built From
- Derived from Qwen/Qwen3.5-35B-A3B
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 46.7 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.