How I Keep My Dev Machine Clean with Docker: A Full AI-Powered Setup for .NET, Python & React
Every dev tool in Docker, nothing on the host. A complete setup for .NET, Python, React, local AI via Ollama, and three databases on CachyOS.
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Practical posts on SQL, automation, AI tools, and data compliance — written for NI business owners and the people who work with data.
Every dev tool in Docker, nothing on the host. A complete setup for .NET, Python, React, local AI via Ollama, and three databases on CachyOS.
The June 2026 complaint logging deadline is approaching. Here's what NI manufacturers, law firms and accountancies need to do now.
Northern Ireland solicitors spend hours every week processing AML identity documents. Here's what automating that actually looks like.
Sage 50 holds all your operational data. Your MD wants weekly KPIs. Here's why the spreadsheet bridge fails and what a proper SQL reporting setup looks like.
NI credit unions face increasing regulatory reporting requirements from the PRA and FCA. Most are still producing those reports manually.
NI hauliers operating GB↔Ireland routes are managing more documentation than ever. Most of it is still handled by someone with a spreadsheet.
Between DAERA, Red Tractor, retailer codes of practice, and Windsor Framework movement documentation, NI agri-food compliance is becoming a full-time job.
Labour costs, material waste, and project margin are rarely visible in real time for NI contractors. Here's what that's actually costing you.
From kill line throughput to Red Tractor audit trails, NI meat processors handle more data than almost any other sector. Most of it is still manual.
Client onboarding, AML checks, Companies House filings, and MTD data collection. Most NI practices are handling all of this manually.
Production scheduling, material costs, and order pipelines are rarely visible in real time for NI furniture manufacturers. Here's what changes when they are.