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ResearchOfficialBerkeley AI Research

Intelligence is Free, Now What? Data Systems for, of, and by Agents

Jul 10, 2026

Berkeley AI Research discusses the rapid decline in AI inference costs, noting that GPT-4-class capabilities have dropped from about $30 per million tokens in early 2023 to under $1 today, with some providers offering prices below $0.10. The post examines the implications for data systems, highlighting three emerging challenges: designing data systems for agents, of agents, and by agents.

Why it matters: As AI inference becomes nearly free, data systems must adapt to support large numbers of autonomous agents performing knowledge work, fundamentally altering data management and processing.

Full story at: Berkeley AI Research