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---
name: llm-config
description: "Configure RuVLLM local inference with model selection, MicroLoRA fine-tuning, and SONA adaptation"
allowed-tools: "mcp__plugin_ruflo-core_ruflo__ruvllm_generate_config mcp__plugin_ruflo-core_ruflo__ruvllm_status mcp__plugin_ruflo-core_ruflo__ruvllm_microlora_create mcp__plugin_ruflo-core_ruflo__ruvllm_microlora_adapt mcp__plugin_ruflo-core_ruflo__ruvllm_sona_create mcp__plugin_ruflo-core_ruflo__ruvllm_sona_adapt Bash"
category: data-science-and-ml
source_repo: ruvnet/ruflo
source_path: "plugins/ruflo-ruvllm/skills/llm-config/SKILL.md"
source_url: https://github.com/ruvnet/ruflo/blob/HEAD/plugins/ruflo-ruvllm/skills/llm-config/SKILL.md
---
# LLM Configuration
Configure RuVLLM for local inference and fine-tuning.
## When to use
When you need to configure local LLM inference, create MicroLoRA adapters for task-specific fine-tuning, or set up SONA for real-time adaptation.
## Steps
1. **Check status** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_status` to see current model and adapter state
2. **Generate config** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_generate_config` with model parameters
3. **Create MicroLoRA** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_microlora_create` for task-specific adapters
4. **Adapt MicroLoRA** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_microlora_adapt` with training data
5. **Create SONA** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_sona_create` for real-time neural adaptation
6. **Adapt SONA** — call `mcp__plugin_ruflo-core_ruflo__ruvllm_sona_adapt` with feedback signals
## MicroLoRA vs SONA
| Feature | MicroLoRA | SONA |
|---------|-----------|------|
| Speed | Minutes to train | <0.05ms adaptation |
| Scope | Task-specific fine-tuning | Real-time micro-adjustments |
| Persistence | Saved as adapter weights | Session-scoped |
| Use case | Specialized domain tasks | Continuous feedback loops |
---
**Source:** [`ruvnet/ruflo`](https://github.com/ruvnet/ruflo) → `plugins/ruflo-ruvllm/skills/llm-config/SKILL.md`
