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2 articles
01
writing·Jun 19, 2026·2 min read

Adaptive Thresholds Beat Static Alerts: The Quiet ML Win Most IT Teams Ignore

Most of your alerts are noise because the threshold is static. How learned baselines and anomaly detection cut the noise, and the tuning period that is the honest catch.

02
writing·May 27, 2026·3 min read

Under the Hood of Similarity: How doc2vec Actually Powers ServiceNow Matching

Open up the similarity model: doc2vec turns messy record text into vectors that match meaning, not keywords. Why matches degrade, and how to tune with the word corpus.

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