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Practice

The FinOps Foundation's icon for the Crawl, Walk, Run maturity model — three progressively-filled cubes representing how organisations grow in FinOps scale, scope, and complexity over time.

What is FinOps for AI? Managing the GPU bill before it manages you

FinOps is the discipline for putting structure around variable technology spend. AI breaks the cloud cost model in three ways — and this is what the new practice looks like.
Insightful AI Desk 14 May 2026
The OWASP LLM01:2025 illustration for Prompt Injection — the top item on the OWASP Top 10 for Large Language Model Applications.

What is prompt injection? The vulnerability class no firewall stops

Prompt injection is what happens when text an LLM reads gets interpreted as instructions instead of data. It tops OWASP's 2025 LLM list — and the fix is not a patch.
Insightful AI Desk 14 May 2026
The RAG pipeline diagram: documents chunked and embedded into a vector database in pre-production, then a user query embedded and matched against that database at query time, with the top-k r

RAG vs fine-tuning vs prompting: which do you actually need?

Three techniques get pitched as competitors. They aren't. They solve different problems. Here's the decision frame for choosing one or combining all three.
Insightful AI Desk 14 May 2026

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