1. GPS can lie: designing telemetry validation before side effects

    A practical ordering for duplicate, time, coordinate, rate, and movement checks in an ingestion pipeline.

    elixir / telemetry / data-quality
  2. Publishing a multi-tenant ETS index without partial state

    How composite keys, one mutation owner, and generation swaps turn a fast cache into a dependable read model.

    elixir / ets / concurrency
  3. Debugging distributed data from the outside in

    Why I begin with the raw request and persisted state, then move inward toward logs and code.

    debugging / operations / distributed-systems