Writing
Notes on data, GenAI and trust & safety
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- 26 Oct 2026
3 min readWhat 1.8 Million Comments Taught Me About Fair Content ModerationI trained two content moderation models on 1.8 million public comments and measured them like a trust & safety team: thresholds, review queues, prevalence and fairness.Trust & safety - 26 Oct 2026
3 min readI Built a Tested Data Pipeline for Dublin Bikes, for €0How I collect every Dublinbikes station every 15 minutes, model it with dbt and DuckDB, test it daily and feed a live dashboard, using only free tiers.Data engineering - 20 Oct 2026
2 min readPrecision vs Recall in Content Moderation: The Trade-Off Every Integrity Team FacesWhy no moderation system can catch everything without hurting innocent users, and how to choose where to set the line.Trust & safety - 20 Oct 2026
2 min readWhat a Master's in Ireland Taught Me After Nine Years in IndustryGoing back to university as an experienced data professional: what was worth it, what surprised me, and advice for anyone considering it.Career - 15 Oct 2026
2 min readFrom Surat to Dublin: 10 Years in Data, and Why I'm Just Getting StartedA decade of data work across India and Ireland, what changed along the way, and where I'm heading next.Career - 15 Oct 2026
2 min readMigrating On-Prem SQL Server to Azure SQL PaaS: How We Cut Infrastructure Costs by 25%Lessons from moving production SQL Server databases to Azure SQL PaaS without disrupting the people who depend on them.Data engineering