- Essays··7 min read
The Actuary AIDA Never Meets
Halodoc's AIDA is a competent clinical assistant—the problem is structural. Every claim it touches flows to a national payer running a 108 per cent claims ratio, headed for payment default by July 2027, with no independent model-risk regime sitting between the model's output and the system's solvency exposure. Clinical AI in ASEAN scales in months; the actuarial and governance infrastructure that would hold it to account scales in years.
clinical-aimodel-riskindonesia-healthcarehealth-insuranceRead - Essays··8 min read
1 million Genomes Later, the Bedside Model Still Waits
The UAE has assembled the most complete sovereign healthcare-AI stack any country has built: sovereign compute, a million-sample national genome programme, and a clinical model benchmarked ahead of GPT-4. The model's own authors say it is not yet fit for clinical use. That caveat is the most precise evidence about where the Gulf investment earns its return: in the biobank and the data-sovereignty infrastructure rather than in the generative layer above them.
genomicsclinical-aiai-governancesovereign-aiRead - Essays··7 min read
Reading a Chest X-ray in Turkana: Where the AI Lives
The WHO-approved chest X-ray AI models running on tablets in Turkana are working. What is not yet settled is where the stack underneath them actually lives: training pipelines, reference datasets, and GPU clusters that remain, for now, in foreign clouds. The sovereignty question in African clinical AI gets decided in procurement documents, on the clock that replaces the current generation of X-ray machines.
artificial-intelligenceglobal-healthdata-sovereigntyclinical-aiRead