Ayush Ranjan
Experience Projects Research
Experience Projects Research
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Articles

  • Lessons so far
    What a co-op term on an ML localization project has taught me.
  • Keeping suggestions live
    Latency budgets and caching for autocomplete that has to feel instant.
  • Choosing a model family
    How I compared n-grams, LSTMs, autoencoders and transformers for the prototype.
  • Working in the open
    Building on a public platform with a large volunteer community.
  • Evaluating five million strings
    What the corpus evaluation actually involved, and what it taught me.
  • Prototyping localization autocomplete
    Building an autocomplete prototype for Pontoon, and what it took to get there.
  • Joining Mozilla
    My role on the team behind Pontoon, Mozilla's localization platform.

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© 2026 • Ayush Ranjan
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