Implementing AI-Driven Automation in Your Homelab: Best Practices and Pitfalls I treat my homelab like a workshop. I try one idea, break it, and learn fast. AI-driven automation can save hours of repetitive fiddling. It can also make a mistake repeat itself at scale. Getting Started with AI-driven Automation in Your homelab Understanding AI-driven automation […]
Microsoft 365 Copilot Integration can increase your subscription cost. Read renewal notices, note old and new charges, and check for legacy plans without Copilot. Save support transcripts, disable auto-renew if you cancel, and verify bank statements after renewal. Follow these steps to spot and act on price changes quickly.
Configuring Your Mac for AI: A Practical Guide for Windows Switchers I switched from Windows to a Mac for AI work and learnt a few hard lessons. This guide covers the practical bits: system checks, software, security settings, automation and how to move projects across. Read it and follow the commands I recommend. You will […]
Use layered controls to stop fake expense receipts. Run AI detection systems with metadata checks, file integrity monitoring and bank matching on your expense claims. Automate low-risk checks and escalate ambiguous claims for review. Log hashes, model versions and reviewer decisions for your audit trail.
Data Centre Costs matter for homelabs. You will learn to measure power, track utilisation and budget for spares. Use automation and containers to cut waste. Plan replacements and test scenarios to protect your budget.
Configuring Microsoft privacy settings amidst government scrutiny I walk through practical steps to harden Microsoft privacy settings while political pressures press on large vendors. I focus on what you can change in Windows, Edge and cloud controls. I explain trade-offs between compliance, contracts and user privacy. Read this as a checklist, not a manifesto. Navigating […]
Learn practical backup patterns for small teams and tight budgets. You map critical data, set RTO and RPO, choose local and offsite copies, and automate jobs. Test restores regularly and keep manifests and runbooks in source control for repeatable data protection.
If you face Proxmox crashes and restart loops, start with logs and check your hardware. Gather exact kernel messages and timestamps. Test RAM and PSU, boot an older kernel and run memtest86 and stress tests. Document results and monitor for 24 to 72 hours.
Proxmox VM migration can leave services unreachable. Switches may hold old MAC or ARP entries. Use these checks and fixes to restore your access fast. Flush ARP and bridge FDB entries. Send gratuitous ARP from the VM or host. Clear the switch MAC table. Test connectivity and monitor for repeats.
Choosing between Proxmox and ESXi for virtual machines I built an SFF PC homelab and ran an ESXi box for eight years without hypervisor crashes. Now I am choosing between Proxmox and ESXi for a new SFF PC that will run about ten virtual machines, including WordPress, WireGuard, Home Assistant and a large personal database. […]
