[LOG] /blog — 06 entries
Notes from the work itself — orchestrating multiple models, automating the busywork nobody wants, and making AI clean up after its own mistakes. Written for people who buy this stuff, not just people who build it.
Loading a supplier catalogue into Magento is the data-entry job everyone wants to throw an LLM at. Here is what actually did the work across 16 catalogues and 102,000 rows — and the one place the AI earned its keep.
A security review came back clean, confident and well-structured. It would have satisfied my commit gate. It had never run anything at all.
A PostToolUse hook for Claude Code that catches its own mistakes with Ruff and Pytest, then forces a fix loop before the agent is allowed to call anything done.
Generic AI chatbots hallucinate safety ratings and sizing. Umisaiah is a purpose-built shopping assistant for powersports gear that separates expert knowledge from live inventory and refuses to guess.
Zero time for busywork when you're spending half the summer trackside — why the AI stack behind this blog exists to clone the founder and buy back weekends.
Automation doesn't require a six-month IT overhaul. Three high-impact automations — lead capture, email triage, invoice parsing — you can ship in days.
The future of AI isn't one omnipotent chatbot — it's a fleet of specialized models, each doing exactly what it does best. Here's the current lineup and what's actually being built with it.
NEXT.RUN
I build the same kind of systems this blog writes about — multi-model pipelines, automated data entry, and tools that fix their own mistakes. Tell me what's eating your team's time and I'll tell you if AI can take it off your plate.
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