I think you're asking why I call the heuristics for navigating the world "principles"?
Principles come in 3 distinct flavors:
a) Rule of conduct. The standard you hold yourself to regardless of circumstance or convenience. Examples can be honesty, fairness, loyalty, or non-violence.
b) Organizing idea in a field. General concept that explains or governs range of specific cases. They're not moral rules, they're explanatory or decision-making frameworks.
c) Foundational truth or law. Basic proposition that underlies a system of thought. E.g. conservation of energy is principle that isn't proven within the system but a foundation the rest of the system is built on. Axioms play the same role in logic or mathematics.
In this thread, I'm using principles in the (b) sense, whereas I think the author of the article and some of the sentiment in the discussion anchor on the (a) sense.
In practice, one has to find a balance you can live with between (a) and (b), since they can be in tension.