v00.00.00: Initial model card for Alkaid A

README.md

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+---
+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