skilder articles in English.https://www.skilder.ai/en-UShttps://www.skilder.ai/en/blog/what-is-shadow-ai/https://www.skilder.ai/en/blog/what-is-shadow-ai/Shadow AI is the unmanaged use of generative AI tools by employees. Definition, real-world risks, and how to respond without killing productivity.Wed, 20 May 2026 00:00:00 GMTgovernanceshadow aigovernancegdprhttps://www.skilder.ai/en/blog/knowledge-vs-know-how/https://www.skilder.ai/en/blog/knowledge-vs-know-how/95% of enterprise AI pilots fail not because models are weak, but because they're loaded with knowledge and asked to deliver know-how. Why these are different categories.Fri, 15 May 2026 00:00:00 GMTgovernanceknow-howknowledgehatsai-agentshttps://www.skilder.ai/en/blog/context-bloat-to-context-load/https://www.skilder.ai/en/blog/context-bloat-to-context-load/Why enterprise AI gets heavier as it gets more capable — and how a capability graph lets you assemble context as a runtime payload instead of a static config file.Tue, 05 May 2026 00:00:00 GMTengineeringcontextperformanceai-agentsarchitecturehttps://www.skilder.ai/en/blog/context-lake/https://www.skilder.ai/en/blog/context-lake/A new layer is taking shape in the agentic enterprise stack: the context lake. Business context, tool permissions, and governance need their own home.Mon, 20 Apr 2026 00:00:00 GMTgovernancecontext-lakeai-agentsgovernanceenterprisehttps://www.skilder.ai/en/blog/mcp-vs-skills-composing/https://www.skilder.ai/en/blog/mcp-vs-skills-composing/MCP solves the N×M connectivity problem. Skills solve context saturation. The real opportunity isn't picking one — it's composing Skills over MCP, organized by business context.Thu, 05 Feb 2026 00:00:00 GMTengineeringmcpskillsarchitectureai-agentshttps://www.skilder.ai/en/blog/skill-graphs-scale-ai-context/https://www.skilder.ai/en/blog/skill-graphs-scale-ai-context/Single skill files hit a complexity ceiling fast. Skill graphs turn domain expertise into a navigable network so agents can traverse business logic instead of guessing.Sat, 31 Jan 2026 00:00:00 GMTengineeringskill-graphcontextknowledgeai-agentshttps://www.skilder.ai/en/blog/agent-skills-vs-workflow-platforms/https://www.skilder.ai/en/blog/agent-skills-vs-workflow-platforms/Zapier vs. AI agent — it depends on how messy your reality is. A framework for choosing between deterministic workflows and adaptive agent skills, plus the hybrid that wins.Thu, 29 Jan 2026 00:00:00 GMTproductskillsworkflowautomationai-agentshttps://www.skilder.ai/en/blog/rag-vs-agent-skills/https://www.skilder.ai/en/blog/rag-vs-agent-skills/RAG retrieves content. Skills package competencies. Why conflating them limits how companies think about AI agents, and a framework for choosing between them.Wed, 21 Jan 2026 00:00:00 GMTengineeringragskillsai-agentsarchitecturehttps://www.skilder.ai/en/blog/retrieval-is-the-new-intelligence/https://www.skilder.ai/en/blog/retrieval-is-the-new-intelligence/As agents gain access to more tools, the bottleneck shifts from reasoning to retrieval. Why picking the right tool is the next frontier in AI agent design.Mon, 19 Jan 2026 00:00:00 GMTengineeringretrievalai-agentsskillstool-usehttps://www.skilder.ai/en/blog/skills-secret-weapon-smarter-ai-agents/https://www.skilder.ai/en/blog/skills-secret-weapon-smarter-ai-agents/Agent Skills are modular instruction sets that extend AI capabilities for specific tasks. Anatomy of a SKILL.md, activation flow, and how to build your first one.Sun, 11 Jan 2026 00:00:00 GMTproductskillsai-agentsclaude