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Practical guides on validating, deploying and governing AI in regulated work, plus signed essays and news from the team.

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Medical AILatest guide

Medical AI Model-to-API Handoff: What Must Travel With the Model

A practical checklist for turning a medical AI model into a reviewable inference API with explicit contracts, release identity, failure behavior, ownership, and rollback.

9 min read · 22 Sep 2026Read the guide

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Start here/Reading path

Validating medical AI, in eight steps

From data readiness to post-release monitoring: the guides in the order a medical AI project needs them.

Start with step 18 guides · about 1 hr 45 min
  1. 0110 minReadinessWhat to fix in your data before model building
  2. 0239 minSizingHow much data a medical AI model needs
  3. 039 minLabelsGround truth and a defensible reference standard
  4. 049 minSplitsTrain, validation and test splits without leakage
  5. 059 minMetricsEvaluating medical AI beyond accuracy
  6. 069 minThresholdsTurning model scores into reviewable operating points
  7. 079 minTransferExternal validation across sites, devices and populations
  8. 0811 minMonitoringMonitoring from drift signals to human review

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Perspectives/Opinion

Signed essays

Longer views on medical AI, automation and where both are heading.

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Company news

Programs, partnerships and people.

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