Transparency matters to me. To help readers evaluate my work with full context, I’m disclosing affiliations and financial interests that could present potential conflicts of interest.
 
- I am a shareholder in Artyc PBC 
- I hold stock options in ImYoo 
- I serve on the board of the Patient Centric Sampling Interest Group (PCSIG)
- I provide consulting services to Quantaleap
- I maintain a diversified investment portfolio that includes various public and private securities, some of which may overlap with topics I write about.

In addition to the affiliations listed above, I periodically take on consulting, advisory, and project-based work, and not all current or past engagements may be reflected here immediately. These relationships may shape my perspectives, directly or indirectly, so I disclose them to provide readers with context and allow them to make their own informed judgments. This page will be updated as my affiliations evolve.