Insights
Explainability is operational, not philosophical+
In real systems, explainability is how you debug, evaluate, and trust automation, especially when failure is expensive.
Minimal dependencies is a scaling strategy+
Every dependency is a future maintenance cost. Simple cores with clear extension points survive longer.
Agents need structure to be reliable+
Multi-agent workflows break when intent and context are implicit. Structure makes behavior predictable and auditable.