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Ziad Karim

@ziadkarim

I build n8n templates designed to survive contact with real data: the parts that must be correct (counts, totals, dedup, validation) run deterministically in Code nodes, the AI only does the judgment work, and every external call has a failure path. Mostly newsletter ops, inbox automation and document extraction.