Why Skills Are Becoming the Operating Layer for AI Agents
Skills are becoming reusable workflow infrastructure for AI agents. See what changed since October and how technical leaders should design them.
Knowledge Management
Knowledge management is the shift from static document repositories to living, queryable systems that your team actually uses. The articles below cover NotebookLM, Perplexity Spaces, and emergent RAG architectures through the lens of European SMEs that need enterprise-grade knowledge access without enterprise-grade engineering headcount.
Key themes
- NotebookLM and Gems as personal and team RAG systems without custom engineering
- Perplexity Spaces for collaborative team research and shared knowledge hubs
- MCP skills and tool-surface design for agent knowledge retrieval and action
- Video overviews and multimodal knowledge consumption for training and onboarding at scale
- Selecting knowledge tools under GDPR: where your embeddings, queries, and source documents reside
Why it matters
Most European SMEs have two decades of process documentation that no one reads and a new generation of AI tools that could make it interactive — if the architecture is chosen correctly. The wrong choice means fragmented tools, duplicated subscriptions, and sensitive company knowledge routed through vendors with unclear data policies. These articles help decision-makers build knowledge systems that are actually used, properly governed, and sized to teams that do not have a dedicated ML engineer.
Articles (6)
NotebookLM + Gems: Your Personal RAG System Without the Engineering
I use NotebookLM for every project now, creating a personal RAG system without the usual infrastructure complexity. For everything from research projects with dozens of scientific papers to client engagements, the difference between generic AI output and genuinely valuable work…
NotebookLM Video Overviews: Enterprise Knowledge Revolution Now
Google's NotebookLM Video Overviews technology transforms dense enterprise documents into narrated visual presentations. This addresses long-standing organizational challenges around knowledge dissemination and employee comprehension.
Perplexity Spaces Review: The AI Knowledge Hub Revolutionizing Team Research
Perplexity Spaces is a collaborative research platform that organizes searches and conversations by topic, creating centralized knowledge hubs with custom AI instructions, file integration, and enterprise-grade security. It's transforming how teams conduct research, moving…
NotebookLM Video Overviews: Unlocking the Enterprise Knowledge Revolution in 2025
How Google’s AI Transforms Dense Documents into Engaging Video—Accelerating Team Learning, Productivity, and Competitive Advantage
Scaling Training with ChatGPT: SOPs Go Interactive
In today’s edition of First AI Movers Pro, we’re exploring how businesses are putting ChatGPT to work behind the scenes. The goal: transform static standard operating procedures (SOPs) and training manuals into dynamic, AI-powered resources. We’ll explore a few real-world…
Quick reads
Why Skills Are Becoming the Operating Layer for AI Agents
Skills are becoming reusable workflow infrastructure for AI agents. See what changed since October and how technical leaders should design them.