A backup is a starting point. Test the restore.
How to turn a database backup into a repeatable recovery exercise, with an isolated PostgreSQL example and a practical checklist.
11 October 2026 · 3 min read↗
I&T FORWARD / Engineering Insights
Ideas worth building on.
Practical technical writing about the decisions behind dependable AI, data, and software systems. Examples, tradeoffs, and references you can inspect.
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Before building an agent, map the workflow
A practical way to decide where fixed logic is enough, where a language model helps, and where a person should approve the result.
11 October 2026 · 3 min read↗
Evaluate retrieval before polishing the answer
A small evaluation plan for a knowledge assistant: source coverage, retrieval quality, permission boundaries, and answers without enough evidence.
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Jev: fast decisions for software, with code in control
What TypeSafe AI’s Jev model returns, why its speed claims need context, and how to evaluate it for routing and automation.
11 October 2026 · 5 min read↗
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