Series · 3 parts

Knowledge & Inference Systems

Structured knowledge and the serving physics behind it — graphs, vectors, and how LLM inference actually works.

1. 01Structured knowledgeWhat Is a Knowledge Graph?Entities, relations, and why structured knowledge grounds AI systems that vectors alone can't.9 min read · September 12, 2026→
2. 02Similarity vs. structureVector Databases vs Knowledge GraphsSimilarity and structure solve different problems — production AI needs both.11 min read · September 5, 2026→
3. 03Inference physicsUnderstanding LLM InferenceBatching, KV-cache, quantization, and why time-to-first-token matters.10 min read · September 2, 2026→