Supported workflows

Try the demo. Inspect what changed.

Explore two supported workflows, compare results with a baseline, and follow the evidence into a workload-specific evaluation.

Inference

Baseline, KV compression, and routing

See supported cache policies in one workflow. Inspect the execution identity, selected policy, real measurements and fallback behavior.

Try inference

Completed harness example

Training work and total cost

Compare the recorded baseline and optimized LoRA procedures. Inspect backward work, validation loss and charged execution, with preparation and evaluation shown separately.

Explore training

Inspect the evidence behind the comparison

Every result identifies its run, model, workload, policy and available execution scope. Live runs and previously completed runs carry separate labels. Missing measurements remain unavailable.

A live answer comparison does not certify quality. Approval requires the existing harness's evidence and exact deployment scope; a baseline can legitimately win.

Evidence and enforcement details

Bring the question that matters to your deployment.

Start with a scoped paid evaluation of one model and one workload.

Evaluate my workload