AI RESEARCH
Knowledge Activation: AI Skills as the Institutional Knowledge Primitive for Agentic Software Development
arXiv CS.AI
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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.