Google Open Knowledge Format: Why Enterprise Agents Need a Knowledge Layer, Not

<h2> Preface </h2> <p>I want to be upfront about something before we get into it. None of the frameworks in this article is mine. The ideas here come from two people who have been

<p>What three independent research groups concluded in early 2026 — and what it means for anyone building agent pipelines today</p> <p>In the first quarter of 2026, at least three

<p>Vertex AI has been Google Cloud's AI development platform since 2021. On April 22, 2026, at Google Cloud Next in Las Vegas, Google retired it — not with a deprecation notice,

<p>AI agents are only as smart as the context you give them. OKF is a new open specification that packages your organizational knowledge as plain markdown files so any agent can

<p>In December 2025, something remarkable happened in the fractious world of artificial intelligence. Anthropic, OpenAI, Google, Microsoft, and a constellation of other technology

<p>Most people still think AI is about better answers. That phase is already behind us. What is emerging now is something fundamentally different: AI that reasons. Systems that do

<p>Last year I was hiring my third virtual assistant. The first one was great but moved on. The second ghosted after two weeks. By the time I was writing yet another job post on

<p><em>A field guide to the two storage paradigms behind every serious LLM application — scored on retrieval, reasoning, cost, and the questions each one can and cannot