WeightWatchers

Vital Proteins is a wellness and nutritional-supplement brand known for collagen powders, capsules, drinks, and related products. Nestlé Health Science acquired a majority stake in the company, and Jennifer Aniston joined as chief creative officer.

ZOA Energy is an energy-drink brand launched by Dwayne Johnson, John Shulman, and partners in 2021. The brand was later acquired by Molson Coors.

Weights & Biases (W&B) is the platform account used in the evaluation workshop, providing inference credits and sandboxes for running evaluation workflows. The workflow uses W&B's Weave tooling to preserve agent trajectories, including commands, messages, and failures, so reviewers can inspect the evidence behind leaderboard scores.

Cost Plus Wellness is an open-source direct-contracting platform backed by Mark Cuban that connects self-funded employers with healthcare providers through publicly published contracts. Contracts include full pricing and terms, allowing employers to browse and download them for use with providers, while healthcare entities can publish their own contract templates and rates. The platform is designed to remove intermediaries, spread pricing, shared-savings fees, hidden administrative fees, patient collections, and prior authorization. Providers are to receive the full negotiated rate, and employers and third-party administrators are required to pay within 30 days of receiving a claim. Cost Plus Wellness reviews submissions and performs basic verification before publishing them; it describes itself as an open-source project rather than a business.

Walmart is a multinational retail company that operates stores and Walmart.com, selling consumer goods and providing retail distribution for brands such as Feastables and Snoop Cereal. Its online service includes product ordering, shipping, store pickup, delivery, and the Walmart+ subscription program.