Trends

Key Observations

Problem-centric navigation is replacing strict discipline-centric taxonomy.
Scientific software is shifting from tool usage to tool manufacturing.
Agent + HPC orchestration is shortening iteration cycles.

Strategic Watchlist

balancing performance, cost, and energy efficiency
open-source ecosystem and compliance boundaries
reliability and scientific validation workflows