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Bolt-On Vectors = Technical Debt: Fragile Fixes vs. Scalability
AI & Vectors Robert Schneider 9/13/25 AI & Vectors Robert Schneider 9/13/25

Bolt-On Vectors = Technical Debt: Fragile Fixes vs. Scalability

Many teams bolt vector search onto databases as an afterthought. It looks fast, but it builds fragility and technical debt. FlexVertex embeds vectors natively, as first-class objects with governance and security built in. The result is AI infrastructure that scales cleanly, without brittle patches or costly rewrites.

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Vector Embeddings as Objects: Inheritance in Action
Data Modeling & Inheritance Robert Schneider 3/11/19 Data Modeling & Inheritance Robert Schneider 3/11/19

Vector Embeddings as Objects: Inheritance in Action

Traditional databases reduce embeddings to raw number arrays—opaque, fragile, and detached from context. FlexVertex redefines them as structured, inheritable objects with lineage and governance. The outcome: enterprise-ready AI infrastructure that adapts naturally, preserves meaning, and scales with evolving demands.

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