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Singular State / Perspectives

Perspectives

Practical thinking on what to build, how to make it work, and what it takes to own it.

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Prompt injection is a tool-permission problem

The injection is not the vulnerability; the tool the injected instruction can reach is. Retrieval and fine-tuning do not mitigate it, and prototypes grant permissions generously.

6 min read

The prototype-to-production multiple

Two different ratios travel under one name, and a higher multiple can describe a cheaper project. No benchmark value is established, and the denominator is where the argument lives.

4 min read

Run cost is the number the prototype hides

Build cost is paid once; inference, retrieval, review and monitoring scale with use. A cheaper model bill can raise cost per accepted outcome, and the run-cost owner is absent from the approval.

4 min read

Shadow mode

Running a candidate against live inputs with its outputs withheld. The word does not establish the boundary — shared caches, writable destinations and quotas escape it unless someone checked.

5 min read

Shortest path to value

Waters' name for a legacy-replacement roadmap that delivers useful capability while limiting disruption. It answers a different question from an MVP, and the two coexist in one programme.

4 min read

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