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Senior Backend Engineer - Speech Platform

Job Description - Senior Backend Engineer - Speech Platform

About role:

You'll be the engineering owner on the speech team, working alongside two ML engineers and building everything around the models — ingestion, training infrastructure, real-time serving, and the integration into our existing platform.
This is a backend engineering role. You don't need to train models. You need to build the systems that make trained models useful in production.

Responsibilities:
  • Build the audio data pipeline: mine our call archive, transcode, resample, segment, deduplicate and quality-filter at scale
  • Build and operate real-time inference services with hard latency targets, including streaming, cancellation and mid-utterance interruption
  • Integrate speech services into our existing Java-based platform and telephony infrastructure
  • Instrument the full latency budget end to end and find where the milliseconds go
  • Stand up training infrastructure — GPU scheduling, checkpointing, experiment tracking, reproducibility
  • Own compute cost and concurrency economics: how many simultaneous calls per GPU, and how to improve it
  • Support on-premise deployment for clients who can't send data outside their network


Requirements

Must haves:
  • 3–4 years building and operating production backend systems
  • Strong Java — you've owned services in production, not just contributed to them
  • Working Python — enough to build data pipelines and integrate with ML tooling
  • Real-time or low-latency systems experience: streaming APIs, WebSocket or gRPC streaming, concurrency, backpressure
  • Data pipelines at scale (Airflow, Dagster, Spark or equivalent)
  • Docker and Kubernetes in production
  • Cloud infrastructure (AWS/GCP/Azure)
  • Comfortable debugging performance: profiling, latency percentiles, throughput under load

Nice to have:
  • Serving ML models in production (Triton, vLLM, TorchServe)
  • Audio tooling — ffmpeg, sox, codecs, resampling
  • Telephony — SIP, Asterisk/FreeSWITCH, media servers, narrowband codecs
  • MLOps tooling: MLflow, Weights & Biases, DVC
  • GPU-aware infrastructure work


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