// NOTES

Notes on AI systems, security and operations.

Short texts from lab work and projects, written for people who have to run these systems.

AI SYSTEMSRAG · Knowledge systems2026-05-08

RAGnar and the RAGnar Knowledge Processor show why a good AI system starts with tidy preparation of documents, chunks and sources.

AI SYSTEMSAI inputs2026-03-30

A strong prompt is not a clever sentence. It is a well-shaped input: goal, context, audience, format and constraints.

AI SYSTEMSWorkflow MVP2026-03-30

Good inputs, a clear data structure and human review often matter more than the story that "AI does everything on its own."

OPERATIONSOperational visibility2026-03-30

The value does not end at launch. The real improvement comes when a system becomes more stable, measurable and easier to monitor.

OPERATIONSReporting2026-03-30

If the team cannot see what is happening in the system, every new feature can simply add more problems that nobody notices in time.

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