AI RESEARCH

Knowledge Activation: AI Skills as the Institutional Knowledge Primitive for Agentic Software Development

arXiv CS.AI

ArXi:2603.14805v1 Announce Type: new Enterprise software organizations accumulate critical institutional knowledge - architectural decisions, deployment procedures, compliance policies, incident playbooks - yet this knowledge remains trapped in formats designed for human interpretation. The bottleneck to effective agentic software development is not model capability but knowledge architecture.