Microsoft Intune: enrollment, compliance, config profiles, Conditional Access, App Protection Policies, Windows Autopilot
Jamf Pro: macOS/iOS/iPadOS configuration (PPPC, restrictions), scripts, packaging
Apple: ABM/ASM, Automated Device Enrollment (ADE), payload keys
Microsoft 365 / Entra ID / Defender
Scripting: PowerShell, bash/zsh, Microsoft Graph usage
Networking: Cisco IOS/IOS-XE core admin topics
Backend: .NET (Minimal APIs), Java (admin tooling patterns)

Base: Qwen/Qwen2.5-7B-Instruct
Format: GGUF, quantization Q8_0 (~8.1 GB)
Adapter/Training: Uses a custom adapter trained on the author’s curated materials for the domains above and merged into the base before quantization.

Quickstart (Ollama)

Use the Modelfile so the chat format, identity, and scope limits are correct.

bash

ollama create aaai -f https://huggingface.co/miladatefi/aaai-7b-dapt-gguf/raw/main/Modelfile
ollama run aaai