Built a telco anomaly detection system in 3 days: 'the code doesn't matter, the cookbook is the product'

l4rz · x · 2026-11-09

The author describes building and shipping an anomaly detection system for a mobile operator's packet core in just three days. Within two weeks it became a quasi-automated NOC: pinpointing root causes of "subscriber X can't get service Y in country Z", drafting emails to the partner's NOC, and tracking tangential attacks like credit-card and email scanning.

His key claim: for this kind of AI system the code doesn't merely 'not matter' — it's irrelevant. Next deployment should discard the code entirely and re-instantiate from scratch with a better model, a more suitable language (Rust or Erlang), and appropriate DB engines for general and time-series workloads. The real product is a cookbook: general approaches, standards references, rules and patterns. A pointed challenge to the notion that code is the product in the AI era.

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