The Workstation Blog
All Posts
Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
Building a VAT Return System with Claude Code from Your Invoices and Expenses Database
Quarterly UK VAT returns used to mean a spreadsheet, a coffee, and a small leap of faith. This blog walks through the version I now run with Claude Code: read the invoices and expenses DB, classify each line by VAT treatment, compute Box 1 to 9 with pure-Python maths, dry-run a PDF, then submit to HMRC MTD. Always with a human signing off.
WorkstationRead 
Building an AI Code Review Pipeline: From Vibe Coding to Production
A technical guide to building an AI-powered code review pipeline, from GitHub Actions integration to multi-layer analysis, metrics tracking, and team adoption strategies.
WorkstationRead 
Building AI Agents from Scratch: Architectures, Frameworks, and Best Practices
A practical guide to building AI agents from scratch, covering design patterns like ReAct and Plan-and-Execute, frameworks, code examples, and production deployment strategies.
WorkstationRead 
Building Production Kubernetes Clusters with RKE2 and Longhorn
Step-by-step guide to setting up a production-grade Kubernetes cluster using Rancher RKE2 with Longhorn distributed storage.
WorkstationRead 
Boost Your Cyber Security with SIEM Solutions
Discover how SIEM solutions can transform your organisation's cyber security posture through real-time threat detection, log correlation, automated incident response, and compliance management.
WorkstationRead Best NVIDIA GPUs for AI Training in 2026
Choosing the right GPU for AI training can make or break your project budget and timeline. We compare NVIDIA's top GPUs across VRAM, TFLOPS, price-performance, and ideal workloads.
WorkstationRead Apple Silicon vs NVIDIA GPUs for Machine Learning: 2026 Comparison
Compare Apple Silicon and NVIDIA GPUs for machine learning workloads in 2026, covering performance benchmarks, power consumption, cost, and ecosystem maturity.
WorkstationRead Apple Silicon for AI: Mac Mini, Mac Studio, and OpenClaw
Explore how Apple Silicon Mac Mini and Mac Studio are emerging as cost-effective AI development platforms, and how OpenClaw brings open-source robotics AI to the Mac ecosystem.
WorkstationRead 
