departments · engineering

the team that builds.
across web, mobile, infra, ai.

embedded engineering capability — fractional where it helps, full desk when velocity demands it.

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capabilities

  • product engineering

    typescript apis, realtime edges, pragmatic service boundaries tuned to latency budgets.

  • mobile delivery

    native where it pays, cross-platform elsewhere — readiness for apps store & ota pipelines.

  • platform & infra

    deploy automation, observability, cost knobs, progressive delivery with boring rollbacks.

  • ai integrations

    grounding, retrieval, eval harness so regressions get caught before customers do.

  • reliability culture

    slos, error budgets, incident reviews minus blame theatre.

  • security-minded builds

    sensible architecture reviews, sbom-ish hygiene, dependency triage rhythms.

  • data engineering

    pipelines, warehouses, freshness contracts powering product and ops decisions.

  • quality strategy

    test pyramids balancing unit, contract, and selective e2e for critical paths.

  • developer experience

    golden paths, local stacks, scaffolding so feature teams stop inventing infra daily.

delivery pipeline

  • gates travel with progressive exposure
  • rollback rehearsed automated

case examples

  • latency siege

    traced pileups to one hot query — p95 latency fell after index + cache boundary, without a rewrite.

  • mobile backlog

    shipped phased mobile parity — critical flows first, eighty percent parity in seven weeks.

  • rag that stayed true

    grounded retrieval with eval harness — hallucination tickets dropped sharply post-release.

  • deploy fear

    swapped manual friday deploys for progressive rollout — rollback became boring.

notable hires from whitelabel

  • jules ander

    staff engineer · latency & datastore

  • kira lys

    platform lead · deploy & obs

  • rafa tomas

    ml engineer · grounded rag

  • vera cho

    mobile lead · phased parity

  • sam garr

    security partner · prod reviews

staff this bench from whitelabel

squads embedding in your repos, your slas, your security posture — from hotfix strike teams to long-horizon platform builds.