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thoughts

First-Party Fraud: The Fraud Your Fraud Stack Cannot See

Jul 11, 2026

The fastest-growing dispute type is invisible to every signal in a conventional fraud stack — because the fraudster is the customer. Catching it means inverting how fraud management works.

What Chelsea Should Actually Do This Summer

May 31, 2026

A position-by-position transfer audit for Alonso's first summer at Stamford Bridge — anchored to the one number Chelsea fans shouldn't look away from: 24.

Xabi Alonso at Chelsea: The System, the Squad, and What Comes Next

May 17, 2026

A tactical and squad-level breakdown of Chelsea's new manager — what Alonso's system demands, and which players actually fit.

How RAG Actually Retrieves: Vectors, Graphs, and Indexes Compared

Apr 19, 2026

Three retrieval approaches — indexing, vector RAG, and graph RAG — and how to pick the right one (or combine them).