Updates

Versioned benchmark and dataset registry for cardiac AI evaluation. New module in the Virelion stack.

Orchestration layer, CiPA-aligned cardiotoxicity scoring, and the structured cardiac knowledge layer all moved forward on GitHub.

Patient-specific cardiac anatomy pipeline for CMR/CT ingestion, segmentation, and mesh work.

Short video from @ACCinTouch on the Cardiovascular Management Member Section and learning cardiovascular care beyond the classroom.

Open data packages on Zenodo: species-resolved citation network (2000–2026) and transdifferentiation topic dynamics in bone-marrow cardiac regeneration, with analysis code.

Released ElectroTrace as research software: ECG/electrophysiology annotation, detector benchmarking, and leakage-aware validation.

Third essay in the series. Repairing a heart is a systems problem: retention, oxygen, conduction, and maturation all depend on the niche the graft lands in, not the cell alone.

Second essay. What single-cell and spatial biology can show about the four locks, and why most of what looks like a regeneration signal is not one.

Launched a Substack series, The Regenerative Edge. First essay: why the adult human heart forgot how to heal itself — four developmental locks, animals that still regenerate, and what it would take to switch the capacity back on.

Published a data-first look at liver-first gene editing, cardiac gene therapy, digital twins, and regeneration — with marked guesses and no empty outcome column.

On direct primary care, access, and the patients who are not in the room.

Released the computational cardiovascular research platform architecture (CardiAtlas, ElectroTrace, HeartTwin, and related components) as an open project milestone.

Finished the KAUST research internship and received the certificate. Poster session with faculty around early September.

Open pipeline for mapping and scoring global cardiac regeneration labs, patents, and grants via multi-source mining and entity resolution. Testing phase ongoing.