The boundary becomes a workspace
Materialize turns declared read boundaries into cold, auditable workspaces.
Longer accounts of research questions, methods, evidence, and limits.
Materialize turns declared read boundaries into cold, auditable workspaces.
Why we built a local-first, turn-based room for humans and agents to share one conversation and one durable record.
Agent risk awareness is an operational discipline: model the failure paths, constrain authority, force uncertainty to surface, and continuously test whether the system still behaves under stress.