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Featured in Domain Arrivals · 2026-08-16

Marcus Edwards, Research in Public

mcflush.com ↗ · Personal Pages · score 82.0
○Open: public page gives enough substance to understand the site $Paid: pricing, booking, ecommerce, subscription, or paid access is visible ADAds: visible ad load or ad-supported content ✦Pretty: notable design, copy, craft, or presentation ◆Pro: polished, finished-feeling, serious, or operationally mature ◇Niche: specific audience, workflow, or unusually focused use case ◉Human: personal, local, community, civic, handmade, or real-person signal !Suspicious: scammy, spammy, trust theater, finance fog, or credibility concern

A personal research archive covering adversarial machine learning, generative AI, robotics, biology, agriculture, space, and entertainment.

Why it surfaced

Marcus Edwards documents an unusually broad research path spanning Howard University, the Army Research Laboratory, and residencies at Apple, Netflix, Meta, and Google X. The site pairs a 2024 dissertation on adversarial machine-learning defenses with a clear set of interests in where AI might produce real-world change.

The 240-Material Organ

August 16’s newborn domains include a 240-material perfume organ, a repeatedly saved JPEG cat, a ski tracker designed by a 15-year-old, and a searchable page claiming to contain 148,303 prescription records.

This is one of 1,000 discoveries in the 2026-08-16 Domain Arrivals issue.