MLOps
$100,000 - $150,000
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
Intro call with one of our colleagues
Complete the take-home exercise
Show your best during the technical interview
Final call with our CEO and CTO
Published on: 4/10/2026

White Circle
White Circle is an AI Safety company building the safety, reliability, and optimization layer for AI systems.
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