Internal data processing platform
Tesla AI · internal platform
Own a large-scale MapReduce system used for data acquisition, curation, mining,
auto-labeling, training, and evaluation. It runs across 10 GPU clusters, processing
10B+ jobs per month and parallelizing an average of 3,000 years of compute.
- 10B jobs / month
- 3,000 yr compute / month
- 10 GPU clusters
Scheduling & live defragmentation
Tesla AI · GPU infrastructure
Built placement and live-defragmentation systems that compact allocations into contiguous
topology while clusters remain online. The scheduler operates across a heterogeneous GPU fleet.
- 250K+ H100-equivalent GPUs
- 98% effective utilization, fleet average
- 24 → 88% usable capacity
Internet-scale data curation
Tesla AI · FSD · Optimus · Digital Optimus
Build pipelines that turn large-scale data acquisition into training-ready datasets,
with lineage across artifacts, datasets, training jobs, and models.
- end-to-end acquisition → training set