Dr. Wei-Wu He queried his company's AI to learn his life expectancy (85-90) and then asked for five specific, actionable parameters he could change to live to 95. This provides a tangible, personal example of AI-driven preventative health in action.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
A cardiovascular risk algorithm from the UK Biobank, trained on a primarily Caucasian dataset, was found by Human Longevity Inc. to be inaccurate for Asian populations. This highlights a critical and dangerous data bias in widely used genomic models.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
HLI offers a million-dollar pledge for certain cancers, covering care beyond insurance if its multi-modal screening platform fails to provide an early diagnosis. This financial commitment signals extreme confidence in its preventative model and acts as a powerful market differentiator.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
HLI's data shows the rate of change in PSA levels over time (velocity) is a more significant indicator of prostate cancer risk than a single high reading. A young man with a 'normal' but rapidly increasing PSA can be at higher risk than an older man with a higher but stable PSA.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
Citing David Sinclair's theory, Dr. He compares our genome to a musical score that gets corrupted over time. Aging occurs as mutations accumulate or epigenetic information is lost, causing cells to malfunction—like musicians who can no longer read the notes.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
Not all whole-body MRIs are equal. Faster, cheaper scans may use lower-resolution machines and skip specialized algorithms for organs like the pancreas, compromising their diagnostic value for certain cancers. HLI instead uses a longer, higher-resolution 3T MRI scan.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
While sequencing costs are plummeting, the true value lies in interpreting the data. HLI's competitive advantage is its AI model, trained on a proprietary, decade-long dataset linking genomics with deep phenotyping for over 10,000 clients.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
Contrary to common assumptions, Craig Venter's death was caused by a severe immune reaction (pneumonitis) to his cancer treatment. This highlights the unpredictable and sometimes fatal risks of even the most advanced immunotherapies.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity
The United Arab Emirates has made genome sequencing a mandatory requirement for obtaining a marriage license. This state-level policy aims to reduce the high incidence of genetic diseases resulting from the common practice of cousin marriages.

Wei-Wu He: Craig Venter’s Legacy and the Future of Human Longevity