Notes from the research program.
Research notes, technical reports, engineering reflections, and testbed stories from Agentivium AI.
AnnouncementsResearch NotesTechnical Reports
AnnouncementsIntroducing Agentivium AI
Agentivium AI is a research initiative building the scientific and engineering foundations of the agent-native 5.0 era.
Thanh Hoang Le Hai / 2026-05-12 / 5 min read
Research Notes
What Does Agent-Native Infrastructure Mean?
A research note on why autonomous agents require systems designed natively for execution, coordination, and trust.
Thanh Hoang Le Hai / 2026-05-12 / 6 min read
Technical ReportsPanic Engineering: When Autonomous Agents Create Operational Consequences
A technical research note on the failure modes, reliability challenges, and control mechanisms of tool-using autonomous agents.
Thanh Hoang Le Hai / 2026-05-12 / 7 min read