AI Automation vs Manual Work: Where the Handoff Should Actually Move
Where the AI-to-human handoff should actually sit in a workflow, using refund and return approval as the worked example.
Blog
Practical writing on AI systems, agents, automation, and lessons from building.
Best AI Website Builders for Small Business Ecommerce in 2026
A criteria-based comparison of Wix, Squarespace, Shopify, 10Web, and Durable for small business owners who want to sell online with AI.
Where Human-in-the-Loop Actually Belongs in an AI Workflow
HITL is not a single AI project setting. It is a per-step placement decision based on reversibility, liability, and model confidence.
How I Would Build a Bookkeeping System That Hides the Ledger
A designed teardown of the coordination layer under Greek bookkeeping: inbox invoices, classification, myDATA transmission, rejections, and the accountant who still signs. A model, not a client build.
How I Would Build a CE Marking System That Keeps a Product File Alive
A designed teardown of the coordination layer under CE marking: product intake, requirement mapping, evidence gap analysis, test coordination, technical file generation, and the engineer who signs. A model from the lab, not a client build.
How I Would Build a Freight Booking System That Hides the Freight
A designed teardown of the coordination layer under freight forwarding: structured intake, carrier rate aggregation, customs documents, booking, and human exception handling. A model from the lab, not a client build.
How I Would Build a Property Due Diligence System
A designed teardown of the coordination layer under property due diligence: property identification, registry retrieval, document extraction, risk assembly, and professional review. A model from the lab, not a client build.
How I Would Build a Public Tender Qualification System
A designed teardown of the coordination layer under public procurement: tender discovery, qualification against capability, requirement extraction, bid assembly, and deadline tracking. A model from the lab, not a client build.
How I Would Build an Elevator Compliance System for a Property Portfolio
A designed teardown of the coordination layer under elevator compliance: asset registration, obligation discovery, a compliance calendar, contractor coordination, and certificate storage. A model from the lab, not a client build.
The Research Loop That Knows When Not to Run
A first-hand teardown of the scheduled research system that runs my own SEO and AI-visibility work: three weekly agents, a pre-spend budget gate, an idempotency guard that refuses to pay twice, and an eight-code exit taxonomy that tells a human what actually happened.