MLE/MLOps

TLDR

Own and optimize inference infrastructure for high-performance ML systems, bridging research and product to deliver production-ready models.

TLDR: We're looking for an MLE / MLOps to own our inference stack – from optimizing serving engines to building vector search pipelines – bridging Research and Product to ship models that are fast, cheap, and production-ready.

About us

White Circle is an AI Safety company building the safety, reliability, and optimization layer for AI systems. At the core of our platform are policies – simple natural-language rules that define what an AI model should and shouldn't do. We automatically test, enforce, and continuously improve these policies at scale.

  • We've raised $11M from top funds, founders, and senior leaders at OpenAI, Anthropic, HuggingFace, Mistral, DeepMind, Datadog, Sentry, and others

  • We process over one hundred million API calls every month

  • We fine-tune and train our own LLMs so they run faster and cheaper than any open or proprietary model

What you'll do

  • Own inference infrastructure end-to-end: optimize latency, throughput, and cost across our model fleet.

  • Build and scale model serving with TensorZero, vLLM/SGlang/TRT, and Kubernetes.

  • Design and maintain vector search pipelines with Vector storages.

  • Familiarity with support metrics (SLAs, FCR, deflection) and ability to define service health KPIs.

  • Turn research into product: grab experimental models from the research team, figure out what's production-ready, and ship it - formatting, sampling parameters, deployment, the whole thing

Who you are

  • 3+ years shipping high performance ML systems in production, not just training notebooks

  • Deep hands-on experience with inference optimization - you've debugged latency spikes and know the difference between theoretical and real-world throughput

  • Comfortable across the stack: from CUDA kernels to Kubernetes manifests to Grafana dashboards

A big plus: experience with Rust, custom Triton kernels, benchmarks

Why White Circle

  • Salary of $100,000 to $150,000 + equity

  • 20 days of paid vacation

  • Work from Paris (hybrid) + relocation package

  • Best medical insurance in France

  • All the hardware, tools, and services you need

  • Covered subscriptions for AI agents and IDEs

  • Team off-sites twice a year: we've recently been to the Alps and to Saint-Tropez

How we hire

  1. Intro call with one of our colleagues

  2. Complete the take-home exercise

  3. Show your best during the technical interview

  4. Final call with our CEO and CTO

Benefits

Health Insurance

Best medical insurance in France

Paid Time Off

20 days of paid vacation

Remote-Friendly

Work from Paris (hybrid) + relocation package

White Circle builds a safety, reliability, and optimization layer for AI systems, focusing on natural-language policies that define the boundaries for AI models. Our platform automatically tests, enforces, and continuously improves these policies at scale, ensuring that AI operates within safe and defined parameters.

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Salary
$100,000 – $150,000 per year
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