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LLM evaluation

User count = humans + agents

August 18, 2026August 17, 2026 by Michael Berolzheimer
Two columns of dots on a dark grid, a blue-grey column representing human users beside a taller amber column representing AI agents

We said enterprises would hire agents before they could manage them. What we underweighted is that everyone else would acquire agents as users, and would have no way to see them.

Categories General Tags agent management, AI Agents, AI infrastructure, Enterprise AI, firm narrative, LLM evaluation, new investments, Okareo, Oqoqo, pre-seed

Future #2: Trust Is the Missing Layer Between Foundation Models and Proprietary Data

May 13, 2026July 15, 2025 by Michael Berolzheimer
Abstract layered data infrastructure in deep charcoal and amber tones

Bee Partners on Future #2: the evaluation, enrichment, integration, and deployment stack that turns foundation models against proprietary data from a pilot loop into production.

Categories General Tags AI infrastructure, Atym, data engineering, Enterprise AI, Infactory, LLM evaluation, Okareo, proprietary data, TensorStax, The Futures We Believe In
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