Engineering · Foundations
OUR MISSION
Reflection is a research lab making intelligence open and accessible for everyone to use, customize, and build on. We build open models that let anyone control their intelligence and help shape the future of AI. Our mission: make intelligence open and accessible to all.
FOUNDATIONS
VISION
Build and operate a company-wide foundations platform that accelerates every team by providing reliable, scalable developer infrastructure, SRE capabilities, and high-throughput data ingestion tooling enabling Reflection to move faster as we scale.
WHAT THIS TEAM DOES
Build and operate the core data systems and pipelines that power our research, training, and production environments. This platform enables high-velocity experimentation, reliable model development, and scalable production workflows by unifying ingestion, processing, and orchestration across the data lifecycle.
- Design ingestion and orchestration patterns for both batch and streaming workloads.
- Build scalable compute and storage foundations (formats, engines, runtimes) that support large-scale data processing.
- Ensure reproducible pipelines through versioning, backfills, and isolated execution environments.
- Provide trusted data quality, lineage, and governance signals so teams can make confident production decisions.
- Maintain predictable cost and performance through guardrails, budgets, and continuous system tuning.
- Enable a unified data layer that supports research, training, and production across the model development lifecycle.