On shore · Foundation

Yachting Models

Private, yachting-tuned models — registered, benchmarked and promoted on evidence.

models.yachtingstack.ai
What it is

Yachting Models is the internal control plane for YachtingStack's own fine-tuned models — the engines behind Agents and every deployment. It holds a canonical registry of every model and version, with explicit lineage from teacher to distilled student, so nothing is scattered across environment variables and people's heads.

A benchmark leaderboard scores every version on the same evaluation set — quality, latency and cost — so promoting a model into production is a decision made on evidence, not a guess. A synthetic-data and distillation pipeline is in development, turning large teacher models into smaller, cheaper student models without pooling private data into public ones.

Promotion into Agents runs through a manual, audited gate today, with a benchmark-gated automatic path planned next.

Model registry — teacher → student lineage across every version
Benchmark leaderboard — quality, latency and cost, one evaluation set
Distillation pipeline — synthetic data & student models (in development)
Private by design — your data trains your advantage, never pooled
More from YachtingStack

Deploy Yachting Models with us.

It starts with onboarding — we map your operation and deploy what fits, under your supervision.