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23075 | 23075 | - filename: Orca-Agent-v0.1.Q4_K_M.gguf |
23076 | 23076 | sha256: 2943397fe2c23959215218adbfaf361ca7974bbb0f948e08c230e6bccb1f130a |
23077 | 23077 | uri: huggingface://mradermacher/Orca-Agent-v0.1-GGUF/Orca-Agent-v0.1.Q4_K_M.gguf |
| 23078 | +- !!merge <<: *qwen3 |
| 23079 | + name: "orca-agent-v0.1-i1" |
| 23080 | + urls: |
| 23081 | + - https://huggingface.co/mradermacher/Orca-Agent-v0.1-i1-GGUF |
| 23082 | + description: | |
| 23083 | + **Model Name:** Orca-Agent-v0.1 |
| 23084 | + **Base Model:** Qwen3-14B |
| 23085 | + **Repository:** [Danau5tin/Orca-Agent-v0.1](https://huggingface.co/Danau5tin/Orca-Agent-v0.1) |
| 23086 | + **License:** Apache 2.0 |
| 23087 | + **Use Case:** Multi-Agent Orchestration for Complex Code & System Tasks |
| 23088 | + |
| 23089 | + --- |
| 23090 | + |
| 23091 | + ### 🔍 **Overview** |
| 23092 | + Orca-Agent-v0.1 is a powerful **task orchestration agent** designed to manage complex, multi-step workflows—especially in code and system administration—without directly modifying code. Instead, it acts as a strategic planner that coordinates a team of specialized agents. |
| 23093 | + |
| 23094 | + --- |
| 23095 | + |
| 23096 | + ### 🛠️ **Key Features** |
| 23097 | + - **Intelligent Task Breakdown:** Analyzes user requests and decomposes them into focused subtasks. |
| 23098 | + - **Agent Coordination:** Dynamically dispatches: |
| 23099 | + - *Explorer agents* to understand the system state. |
| 23100 | + - *Coder agents* to implement changes with precise instructions. |
| 23101 | + - *Verifier agents* to validate results. |
| 23102 | + - **Context Management:** Maintains a persistent context store to track discoveries across steps. |
| 23103 | + - **High Performance:** Achieves **18.25% on TerminalBench** when paired with Qwen3-Coder-30B, nearing the performance of a 480B model. |
| 23104 | + |
| 23105 | + --- |
| 23106 | + |
| 23107 | + ### 📊 **Performance** |
| 23108 | + | Orchestrator | Subagent | Terminal Bench | |
| 23109 | + |--------------|----------|----------------| |
| 23110 | + | Orca-Agent-v0.1-14B | Qwen3-Coder-30B | **18.25%** | |
| 23111 | + | Qwen3-14B | Qwen3-Coder-30B | 7.0% | |
| 23112 | + |
| 23113 | + > *Trained on 32x H100s using GRPO + curriculum learning, with full open-source training code available.* |
| 23114 | + |
| 23115 | + --- |
| 23116 | + |
| 23117 | + ### 📌 **Example Output** |
| 23118 | + ```xml |
| 23119 | + <task_create> |
| 23120 | + agent_type: 'coder' |
| 23121 | + title: 'Attempt recovery using the identified backup file' |
| 23122 | + description: | |
| 23123 | + Move the backup file from /tmp/terraform_work/.terraform.tfstate.tmp to /infrastructure/recovered_state.json. |
| 23124 | + Verify file existence, size, and permissions (rw-r--r--). |
| 23125 | + max_turns: 10 |
| 23126 | + context_refs: ['task_003'] |
| 23127 | + </task_create> |
| 23128 | + ``` |
| 23129 | + |
| 23130 | + --- |
| 23131 | + |
| 23132 | + ### 📁 **Serving** |
| 23133 | + - ✅ **vLLM:** `vllm serve Danau5tin/Orca-Agent-v0.1` |
| 23134 | + - ✅ **SGLang:** `python -m sglang.launch_server --model-path Danau5tin/Orca-Agent-v0.1` |
| 23135 | + |
| 23136 | + --- |
| 23137 | + |
| 23138 | + ### 🌐 **Learn More** |
| 23139 | + - **Training & Code:** [GitHub - Orca-Agent-RL](https://github.com/Danau5tin/Orca-Agent-RL) |
| 23140 | + - **Orchestration Framework:** [multi-agent-coding-system](https://github.com/Danau5tin/multi-agent-coding-system) |
| 23141 | + |
| 23142 | + --- |
| 23143 | + |
| 23144 | + > ✅ *Note: The model at `mradermacher/Orca-Agent-v0.1-i1-GGUF` is a quantized version of this original model. This description reflects the full, unquantized version by the original author.* |
| 23145 | + overrides: |
| 23146 | + parameters: |
| 23147 | + model: Orca-Agent-v0.1.i1-Q4_K_M.gguf |
| 23148 | + files: |
| 23149 | + - filename: Orca-Agent-v0.1.i1-Q4_K_M.gguf |
| 23150 | + sha256: 05548385128da98431f812d1b6bc3f1bff007a56a312dc98d9111b5fb51e1751 |
| 23151 | + uri: huggingface://mradermacher/Orca-Agent-v0.1-i1-GGUF/Orca-Agent-v0.1.i1-Q4_K_M.gguf |
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