AI assistance
AI may assist research organization, drafting, or production. Bruce's byline requires an approved thesis, reviewed claims, an original point of view, final-version approval, and a recorded CMS approval. Automation never publishes.
Portfolio relationships
Bruce created and operates Revvye, SOCELLE, and VIAIVE within his independent consulting and product work. Links to those properties are relationship links, not independent endorsements.
Affiliate and sponsored links
Commercial or affiliate relationships are disclosed near the relevant link and use appropriate sponsored or nofollow attributes. There are no undisclosed paid placements on this site.
Claims and visual media
Career claims derive from the canonical evidence ledger. AI-generated images and videos may communicate conceptual or editorial ideas with recorded provenance and human approval. They never impersonate documentary evidence or depict Bruce, a real person, property, product, treatment, event, interface, or business outcome as fact.