fine-tuning 14
- Eight Jev Alternatives Do Not Share One Training or API Contract
- Before You Fine-Tune a Jev-Style Model, Write Down the Baseline
- Easy Dataset: Architecture and Pipeline for Synthetic LLM Data and RAG Evaluation
- Reproducing RLHF from Scratch on Single DGX Spark Hardware
- Engineering Production LLMs: The 4-Pipeline Architecture of the LLM Twin System
- Parameter-Efficient Fine-Tuning: Architectural Mechanics of LoRA, QLoRA, and Variants
- Mistral-Finetune Architecture: Memory-Optimized LoRA for Mixtral and Multi-GPU Stacks
- The Open LLM Curriculum: Deconstructing Scientist and Engineer Competency Maps
- Unsloth Kernel Architecture: Custom Triton Backpropagation and QLoRA Memory Scaling
- Online Iterative DPO Architecture: Eliminating Offline Alignment Drift
- LoRA vs Frontier Models: When Specialized 7B Adapters Outperform GPT-4
- The LLM Systems Hierarchy: From Prompt Engineering to Autonomous Agents
- Foundation Model Lexicon: Architectural, Alignment, and Serving Terminology
- LLaMA-Factory Architecture: Unified Post-Training Across 100+ LLMs