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Perspectives on building AI and systems that hold up in production.

Practical thinking on operational AI, architecture, integration, and platform engineering for organizations with real complexity and regulatory weight.

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Data platforms Systems architecture· 3 min read
Operational vs analytical data: why one store fails at both
The warehouse answers questions about last month. The operational platform feeds systems acting right now. Different latency, different failure modes, different definition of correct.
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Operational AI Data platforms Systems architecture· 9 min read
OKF and RAG in the same system
The Open Knowledge Format describes a corpus. Retrieval finds things in one. What each contributes when they run together, what the pair does that neither does alone, and how to tell which of the three shapes your problem needs.
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AI governance Data platforms Operational AI· 6 min read
What the Open Knowledge Format does
A directory of markdown files with YAML frontmatter, published by Google Cloud as an open specification. What OKF requires, what its trust fields record, and which of your problems it leaves untouched.
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Perspectives on building AI and systems that hold up in production.

Operational vs analytical data: why one store fails at both

OKF and RAG in the same system

What the Open Knowledge Format does

Occasional notes on building systems that hold up