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A 123B-parameter model designed to excel at tool usage, large-scale codebase exploration, multi-file editing, and powering advanced software engineering agents.
ollama run RobiLabs/bleenk
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Bleenk
Bleenk is an agentic large language model developed by RobiLabs for advanced software engineering tasks. Bleenk 123B excels at using tools to explore large codebases, performing coordinated multi-file edits, and powering high-performance software engineering agents.
The model is designed for long-horizon, tool-driven workflows rather than single-turn code generation.
Installation & Usage
Pull the model from Ollama:
ollama pull RobiLabs/bleenk:latest
Run the 123B model locally:
ollama run RobiLabs/bleenk:latest
Key Features
The Bleenk 123B Instruct model offers the following capabilities:
Agentic Coding Designed to excel at autonomous and semi-autonomous software engineering tasks.
Tool-First Architecture Strong performance in selecting, sequencing, and executing tools in real-world workflows.
Codebase Exploration Efficient understanding and navigation of large, multi-file codebases.
Multi-File Editing Consistent and coordinated code changes across many files.
Improved Generalization Generalizes well across diverse prompts, repositories, and coding environments.
Use Cases
- AI Code Assistants
- Agentic Coding Systems
- Software Engineering Automation
- Large-Scale Refactoring
- Internal Developer Platforms
Bleenk is optimized for environments requiring deep tool integration and persistent task state.
Benchmark Results
| Model | Size (B Tokens) | SWE Bench Verified | SWE Bench Multilingual | Terminal Bench |
|---|---|---|---|---|
| Bleenk | 123 | 73.2% | 71.3% | 45.5% |
| Devstral 2 | 123 | 72.2% | 61.3% | 40.5% |
| Devstral Small 2 | 24 | 65.8% | 51.6% | 32.0% |
| DeepSeek v3.2 | 671 | 73.1% | 70.2% | 46.4% |
| Kimi K2 Thinking | 1000 | 71.3% | 61.1% | 35.7% |
| MiniMax M2 | 230 | 69.4% | 56.5% | 30.0% |
| GLM 4.6 | 455 | 68.0% | – | 40.5% |
| Qwen 3 Coder Plus | 480 | 69.6% | 54.7% | 37.5% |
| Gemini 3 Pro | – | 76.2% | – | 54.2% |
| Claude Sonnet 4.5 | – | 77.2% | 68.0% | 42.8% |
| GPT 5.1 Codex Max | – | 77.9% | – | 58.1% |
| GPT 5.1 Codex High | – | 73.7% | – | 52.8% |
License
Bleenk
License details will be released by Robi Labs.
About Robi Labs
Robi Labs focuses on building frontier models and agentic systems for production-grade software engineering and complex AI workflows.