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Use Cases

Fourteen real workloads, each pushing linaldb into a genuinely different domain: no synthetic toy examples, no cherry-picked results. Every one is adapted from a real, fully-executed notebook in the linal-hub suite, cross-checked against numpy (or, where applicable, known analytical facts) at every step. Seven real engine bugs were found (and fixed) building these.

Use case Domain
Product Catalog Search Hybrid tables + similarity search
Leukemia Subtype Classification Genomics
Gravitational-Wave Detection Astrophysics
Convolution via MATMUL Computer vision
Lineage & Linear Algebra Provenance
LLM Weight Compression ML / NLP
Single-Cell PCA Genomics
Production Network Risk Economics
Movie Recommender Recommender systems
Manufacturing Quality Control Industrial / process engineering
Dynamical Systems & Chaos Pure mathematics
Climate Science Reanalysis Climate science
Astronomy Catalog Hybrid Search Astronomy
Control Systems Stability Control engineering

Each page links to the full source notebook and a “Try it in the Playground” deep link that pre-loads a small, self-contained version of that use case’s real query.