AI’s next breakthrough isn’t better code generation- it’s memory. As models gain the ability to store, compress, and retrieve context over time, tool use plus memory is turning LLMs into agents.

Knowledge graphs are moving from niche to mainstream. Early adopters who embrace ontologies and semantic layers are already seeing measurable business impact. Here’s guidance for building your own successful knowledge graph.

95% of enterprise GenAI pilots fail—but it’s not the models’ fault. The winners connect data, enforce clear semantics, and wrap LLMs in formal ontologies for trustworthy, validated AI.