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⚡ AI Lessons

Dev.to · Daniel Romitelli
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
The Six‑Tier Enrichment Cascade: How I Stop “Helpful” Data From Overwriting True Data
I learned the hard way that “just call one enrichment API” turns into 30–40% missing fields in production—and worse, it quietly teaches your system...

Dev.to · Daniel Romitelli
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Tracing an Extraction Pipeline Like a Ledger: Trace Nodes, DLQ Boundaries, and Replayable Failures
I built a step-by-step extraction tracer so I can answer one question under pressure: “what exactly happened inside this run?” In this post I docum...

Dev.to · Daniel Romitelli
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Turning CRM Audit Noise into a Transition Graph: Normalizing Events, Sessionizing Creation Bursts, and Extracting Time‑Weight...
A practical pipeline for reconstructing deal timelines from messy webhook/API audit trails: normalize heterogeneous events, split them into deal-ce...
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