Reading up on Honeycomb

A link shortener called Slinky uses an 'Edit with Shelley' button to let an AI agent modify and extend the software's code in real time, treating the app like a mutable wiki.

Operations should be reclaimed as a term of pride, not a synonym for toil, because it is a vital and difficult engineering function distinct from product development.

Structured, high-cardinality logs with consistent schemas and correlation IDs improve debugging over traditional unstructured logs in distributed systems.