Agentic PKM & RAG Workflow Mainstreaming

Agentic systems are being framed as repeatable production workflows across research, content, SEO, and personal knowledge management, with refresh cycles, repurposing, persistent context, and human escalation becoming common patterns. The durable differentiators remain state, permissions, provenance, approval boundaries, saved outputs, and auditability—not claims that agents replace end-to-end human workflows.