An outcome-focused guide to what you can do with Howlet Studio, and how easily.
Serving & Model Ops
A trained model registers with one click, promotes across environments with approvals and reaches production as a canary, shadow or A/B rollout. If drift is detected, retraining triggers automatically; the production endpoint stays up even through a late license renewal.
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7 model formats: Serve in whatever format you trained; no conversion headaches.
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Approval-gated promotion: Every move from development to production is recorded and approved; who shipped what, and when, is always clear.
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Auto-retraining on drift: When the four-test drift ensemble crosses its threshold, retraining starts on its own.
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No license kill-switch on production: Live endpoints keep serving through a 30-day license renewal gap.