| --- |
| license: apache-2.0 |
| base_model: Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled |
| tags: |
| - reasoning |
| - code-review |
| - deployment |
| - fine-tuned |
| - lora |
| datasets: |
| - nohurry/Opus-4.6-Reasoning-3000x-filtered |
| pipeline_tag: text-generation |
| --- |
| |
| # Alkaid A |
|
|
| Fine-tuned from **Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled** with a custom |
| multi-phase code review, debugging, and deployment workflow. |
|
|
| ## Capabilities |
|
|
| - Structured code review with pros/cons analysis |
| - 5-iteration debug cycle with variations |
| - Production deployment strategy generation |
| - Security, scalability, and compliance deep dives |
| - Automated versioning (00.00.XX) and GitHub release management |
| - Documentation generation and test automation |
|
|
| ## Alkaid A Workflow |
|
|
| 1. Detailed code/plan feedback with pros and cons |
| 2. Guided debug phase |
| 3. Production deployment strategy |
| 4. 5x debug iterations with variations |
| 5. Security, scalability, compliance deep dive |
| 6. API endpoint testing and monitoring |
| 7. Help doc scraping and compatibility checks |
| 8. GitHub versioned releases (00.00.XX) |
| 9. Guided repository push |
| 10. User testing, benchmarking, hardening |
| 11. Developer documentation and automated tests |
| 12. Progress summary and acknowledgment |
|
|
| ## Training |
|
|
| - **Method:** LoRA SFT (rank 16, alpha 16) |
| - **Data:** 2,326 Opus reasoning traces + custom workflow examples |
| - **Quantization:** 4-bit NF4 during training |
| - **Framework:** Transformers + PEFT + TRL |
| - **Base Model:** [Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled](https://huggingface.co/Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled) |
|
|
| ## Usage |
|
|
| ```python |
| from transformers import AutoModelForCausalLM, AutoTokenizer |
| |
| model = AutoModelForCausalLM.from_pretrained("pennydoesdev/Alkaid-A") |
| tokenizer = AutoTokenizer.from_pretrained("pennydoesdev/Alkaid-A") |
| ``` |
|
|
| ## Training Studio |
|
|
| Train your own version at: [Alkaid-A-Studio](https://huggingface.co/spaces/pennydoesdev/Alkaid-A-Studio) |
|
|
| ## License |
|
|
| Apache 2.0 |
|
|
