I will prepare data train fine tune open source llms lora full tuning rl domain tasks

I can help you design and implement advanced **LLM training and fine-tuning workflows** for domain-specific assistants, reasoning models, chatbots, instruction-following models, and task-optimized language systems.

### My service covers the full LLM adaptation pipeline, including:

* **Data collection and dataset preparation**

 * Web and document-based data collection

 * Instruction dataset creation

 * Prompt-response pair generation

 * Conversation and domain dataset curation

 * Data cleaning, deduplication, filtering, and formatting

 * Preference data preparation for reward modeling or RL

* **Supervised Fine-Tuning (SFT)**

 * **LoRA / QLoRA fine-tuning**

 * **Freeze fine-tuning**

 * **Full fine-tuning**

 * Instruction tuning

 * Chat model tuning

 * Domain adaptation for finance, crypto, legal, support, technical, and private datasets

### Suitable for

* Bittensor subnet-related LLM workflows

* Custom AI assistants

* Domain-specific LLMs

* Chatbots and instruction-following models

* Reasoning and tool-using agents

* RAG-ready base model adaptation

* Research and production training pipelines