Performance Engineer
Colorwave Inc
Performance Engineer
We're hiring a Performance Engineer to own performance across our entire stack. You'll build the automated harnesses that keep us honest, continuously measuring every model, microservice, and infrastructure component, and be our expert voice on VoIP quality characterization. This is a high-impact, highly technical role that cuts across ML infrastructure, backend services, and real-time communications.
Build Automated Performance Harnesses
- Design and maintain automated performance testing frameworks covering the full system: LLM inference, REST/gRPC microservices, and infrastructure components including PostgreSQL, Redis, message queues, and object storage
- Integrate performance suites into CI/CD so every deploy is gated against latency and throughput regressions
- Define SLIs/SLOs and build dashboards (e.g., Grafana) that give engineering teams real-time visibility into system health
Characterize VoIP Performance
- Measure and track VoIP quality metrics: MOS scores, jitter, packet loss, latency, echo, and codec fidelity
- Build synthetic call load testing infrastructure to stress telephony paths at scale
- Correlate audio degradation signals with underlying infrastructure metrics to root-cause issues
Drive a Performance Culture
- Partner with ML, Speech, Backend, and Infra teams to turn performance findings into prioritized engineering work
- Contribute to incident reviews where latency or audio quality was a factor
- Write runbooks, share learnings, and help other engineers instrument their own services
Must-Have:
- BS in Computer Science or equivalent
- 10+ years in performance engineering with a solid software development and SRE background
- Proven track record building automated performance test harnesses (Locust, k6, Gatling, JMeter, or custom tooling)
- Deep hands-on experience with PostgreSQL performance tuning (execution plans, indexing strategies, connection pooling, autovacuum) and Redis (eviction policies, clustering, pipelining)
- Solid grasp of distributed systems fundamentals: queueing theory, tail latency, backpressure, cascading failures
- Fluency with observability tools: Prometheus, Grafana, Cloudwatch, etc.
VoIP / Telephony
- Working knowledge of SIP, RTP/RTCP, and RTCP-XR
- Hands-on experience with VoIP testing tools (SIPp or equivalent) and interpreting call quality reports
- Ability to diagnose audio degradation across network, codec, and application layers
- Familiarity with MOS scoring methodologies (PESQ, POLQA, or E-model)
Nice-to-Have:
- Experience benchmarking ML inference servers: vLLM, TensorRT-LLM, Triton, or similar
- Kubernetes workload profiling and resource right-sizing
- Chaos engineering experience: Toxiproxy, Gremlin, or Chaos Monkey
- Background in healthcare tech, real-time communications, or other high-reliability, latency-sensitive systems
Join us and help build the future of safe, life-changing AI in healthcare. There's never been a more exciting moment to make an impact.
Please be aware of recruitment scams impersonating Hippocratic AI. All recruiting communication will come from @ hippocraticai.com email addresses. We will never request payment or sensitive personal information during the hiring process.
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