Iteration Engine
Orchestrate training runs with dependency graphs, metric gates, and automatic champion selection.
Eight modular products that compose into a full iteration helix—from experiment to production and back.
Orchestrate training runs with dependency graphs, metric gates, and automatic champion selection.
Blue-green and canary strategies with traffic shaping, health probes, and instant rollback triggers.
Compare runs side-by-side, tag datasets, and export reproducible configuration bundles.
Bayesian and grid search schedulers with early stopping and budget-aware GPU allocation.
Visual and code-first DAG builder for ETL, feature engineering, and batch inference flows.
Drift detection, latency SLAs, and alert routing integrated with PagerDuty and Slack.
Multi-tenant GPU pools with fair-share queues, spot preemption handling, and cost dashboards.
Convert exploratory notebooks into tested pipelines with cell-level lineage and review workflows.
Combine HLX modules for volume discounts up to 22% on annual contracts.
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