#lora

Alpha · Tier 1 — Agentic post-training orchestrator on phantom-mesh. Self-hosted, cross-device, agentic fine-tuning framework (LoRA/Unsloth).

Fine-tuning an open 7B LLM into a GST question-answering assistant, with a reproducible eval harness measuring the gain over the base model.

Production-grade LLM fine-tuning with LoRA/QLoRA — dataset synthesis, rigorous eval, cost analysis

huggingface_hub, but for CivitAI — inspect and download models/LoRAs from the CLI or as a Python library

Your local and open source business AI toolkit for finetuning, analysis and...synthetic data, LoRA fine-tuning workflow, HDC retrieval, offline RAG

LoRA fine-tuning of Qwen2.5 (4-bit) with Apple MLX for freight-text→JSON extraction — honest before/after eval (71%→100% on held-out synthetic set), every number a committed receipt.