An Agent Takes the Shape of Its Context
SCOPED is a working vocabulary for structuring context so agents can navigate a workspace instead of a fuzzy pile.
Writing
Notes on software, systems, and AI-native engineering.
Short essays and working notes from the edge of software delivery, reliability, and AI-native engineering.
AI-native engineering is a workflow, not a vibe
Using AI well in engineering means designing the loop around it, not lowering the bar.
Agents Need Memory, Not Just More Context
Why coding agents need project history with provenance, ownership, and freshness, not just larger context windows.