RingoLLM

Your endpoint management badass.

Fine-tuned Qwen 3 8B for Windows endpoint management. Provides precise, actionable answers with real cmdlets, scripts, registry paths, and configuration examples.

Quick Start

ollama run RingoSystems/ringollm

Specializations

• Microsoft Intune — device configuration, compliance policies, Win32 app deployment, Proactive Remediations, Settings Catalog, IME troubleshooting
• PowerShell 7 — Graph SDK, module development, secrets management, parallel processing, enterprise automation
• DSC v3 — YAML configuration authoring, resource schemas, Registry/Service/WinGet resources, Azure Machine Configuration
• Microsoft Graph API — device management endpoints, batch requests, certificate authentication, pagination
• Entra ID — Conditional Access, device identity lifecycle, stale device cleanup
• Security Baselines — CIS benchmarks, Defender AV, BitLocker, firewall hardening, security policy auditing
• WinGet — package management, private REST sources, DSC integration
• Azure Monitor — Data Collection Rules, Log Analytics, Windows Event Log collection

Model Details

Evaluation

Version History

Usage

All inference parameters (stop tokens, chat template, system prompt) are pre-configured. No manual setup required.

ollama run RingoSystems/ringollm

Important Notes

The model uses Qwen 3 with thinking mode disabled. The chat template includes a <think> block that forces direct answers without chain-of-thought reasoning. Do NOT add <|im_start|> as a stop token — Qwen 3 generates this internally.

Example Prompts

• “Write a PowerShell script to get all non-compliant Intune devices using Microsoft Graph”
• “Create a DSC v3 YAML configuration that sets AllowTelemetry to 0 via the registry”
• “How do I set up Conditional Access to require compliant devices for M365 apps?”
• “Write a PowerShell function with retry logic for Graph API throttling (429)”
• “Explain the difference between DSC v3 resource types: built-in, PowerShell adapter, and command-based”

Training Data

Curated from 92,000+ synthetic Q&A pairs generated from 26,273 public documentation sources:

1. Merge and deduplicate — 79,940 pairs from 50 source files
2. Domain removal — off-topic content stripped
3. Content repair — hallucinated CLI commands and properties fixed
4. Cmdlet validation — 318 hallucinated cmdlets removed via ground-truth lookup (2,465 Graph SDK cmdlets, 37 PS cmdlets, 17 DSC v3 resources)
5. Domain capping — balanced to 8,135 pairs across 11 domains
6. Gold pairs — 110 hand-validated pairs weighted 2x at training time

All training data sourced exclusively from publicly available Microsoft documentation and community repositories.

Known Limitations

• 8B parameter model; complex multi-step reasoning may be less accurate than larger models
• Graph SDK module names and specific cmdlet names are the weakest area (70% raw score)
• Training data has a knowledge cutoff; very recent API changes may not be reflected
• PowerShell code should be reviewed before production deployment
• Focused on Windows ¹⁰⁄₁₁ client endpoint management; limited server/infrastructure coverage

Links

• HuggingFace — GGUF download and model card
• Ringosystems — Built by Ringosystems