Blog

Ideas from the AMR frontier.

Field notes, model deep-dives, and clinical perspectives from the BactoAI team and pilot partners.

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Clinical
May 8, 2026 · 6 min read

Why genomic AMR prediction is the diagnostic upgrade hospitals actually need

Culture-based testing was designed for a world with fewer resistant strains. Here's what changes when the genome, not the culture plate, becomes the primary signal.

Research
April 22, 2026 · 9 min read

How we validated our Meropenem model to 0.952 ROC-AUC

A behind-the-scenes look at the training set, holdout strategy, and confidence-calibration work that produced BactoAI's flagship prediction model.

Public Health
April 3, 2026 · 5 min read

AMR in LMIC hospitals: what the surveillance data isn't telling you

A short field note from our pilot deployments across East African hospitals — and why local genomic surveillance changes the risk picture entirely.

Product
March 19, 2026 · 4 min read

Announcing the BactoAI API: predictions in your LIMS

Our REST API lets hospital LIMS systems submit isolates and receive resistance predictions directly. Here's the design and how to get access.

Clinical
March 2, 2026 · 7 min read

Confidence scores that a clinician can actually reason about

Model uncertainty is easy to compute and hard to communicate. We share the calibration and visualization choices behind BactoAI's confidence bars.

Public Health
February 14, 2026 · 8 min read

Mapping the WHO priority pathogens list to our roadmap

How the WHO priority pathogens list shapes the antibiotics we support next — and where LMIC-specific resistance patterns diverge from global rankings.

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