This is not a pivot. It is a graduation. Penn, Stanford, UCSF, UCF, CANONIC. Every institution, every grant, every paper led here.
The Trajectory
The path to CANONIC took fourteen years and five institutions, each one building on the last. Penn for the MD/PhD, where the dual training in medicine and genomics and computational biology made clear that the gap in healthcare was never clinical knowledge; it was the infrastructure to govern it. Stanford for the Butte Lab, where bioinformatics at scale revealed how much clinical intelligence sits in public datasets that nobody has organized. UCSF for faculty medicine, where shipping software inside a hospital system meant learning firsthand what compliance actually costs. UCF for the Founding Chief of AI role, where building an institutional AI program from scratch proved that governance is not overhead; it is the product. And now CANONIC, where all of it converges into a single governed platform.
The commits tell the story more honestly than any CV. Seven thousand and sixty-two of them, spanning code, governance contracts, clinical evidence, patent filings, and the operational architecture of a system that governs itself. Every commit is on the ledger. Every ledger entry is hashed. The work is the proof.
The Numbers
| Metric | Value | Source |
|---|---|---|
| Patent families | 6 (23 filings, 1 granted US11,219,617 B2) | USPTO, WIPO |
| CANONIC provisionals | 6 (filed 2026-02-25) | USPTO |
| Publications | 65+ | PubMed, Google Scholar |
| Funded research | $38M+ | NIH Reporter |
| PI grants | 4 | NIH Reporter |
| Co-I grants | 3 | NIH Reporter |
| Active clinical trials | 3 | ClinicalTrials.gov |
| Flagship trial | NCT06604078 (MammoChat) | ClinicalTrials.gov |
| Countries filed | US, AU, EP, CA, CN | Patent records |
| Git commits | 7,062 | Git log |
These are not projections. They are receipts.
The Papers
Four theoretical papers in thirty days. Code Evolution Theory, which models governance as a selective pressure on software populations. Neutral Theory, which explains why most code changes are governance-neutral and only boundary violations are selected against. Evolutionary Phylogenetics, which traces the ancestry of governed scopes the way biologists trace species. And the CANONIC Canon itself, the whitepaper that unifies the framework.
These papers did not come from a sabbatical or a research retreat. They came from building the system, watching it evolve, and recognizing that the patterns were not metaphors; they were homologies. Governance and biology share the same structural logic because both solve the same problem: how to maintain coherence in systems that grow.
The Clinical Proof
MammoChat is the flagship. NCT06604078 is registered on ClinicalTrials.gov. The Florida Department of Health partnership in Orange County is a $2M grant at CLOSE stage, with Isabella Johnston leading healthcare operations alongside the founder. AdventHealth, with over 550 facilities across nine states, is in the clinical pipeline. Twenty thousand governed patient interactions across forty US metro areas and fifty-one enterprise hospitals demonstrate that the system works at scale, not in a demo, but in production.
The clinical reach is not the product. It is the evidence that the product works.
Why Credibility Matters
Healthcare procurement committees do not buy software from people who read a blog post about HIPAA. They buy from people who have lived inside the compliance apparatus for a decade, who have PI grants from the NIH, who have published in the journals their clinicians read, who hold patents in the domains their engineers work in.
When a surgeon with sixty-five publications and thirty-eight million in funded research says governance works, the procurement committee listens. Not because the credentials are impressive; because the credentials mean the person has done the work, hit the walls, and built the system that survives contact with regulated reality.
CANONIC is not a startup idea. It is the output of fourteen years of clinical informatics, distilled into a governance framework, validated by clinical trials, and shipped as software. The commits are the proof. The papers are the theory. The grants are the validation. And the platform is the product.
Figures
| Context | Type | Data |
|---|---|---|
| post | gauge | value: 7062, max: 7062, label: COMMITS |
Sources
| Source | Reference |
|---|---|
| VITAE | hadleylab-canonic/VITAE/INTEL.md |
| PubMed | 65+ indexed publications |
| NIH Reporter | 4 PI grants + 3 Co-I, $38M+ total |
| ClinicalTrials.gov | NCT06604078 (MammoChat flagship) |
| USPTO | US11,219,617 B2 (granted 2022-01-11) |
| Google Scholar | Full publication index |
| Hadley Lab | hadleylab.org |
| CANONIC | canonic.org |
| *BLOG | VITAE | 14 YEARS. 7,062 COMMITS. ONE SYSTEM. | 2026-02-05* |