Incremental

VDSG: Optimizing Multimodal AI Pipelines with Metaxy featured image

VDSG: Optimizing Multimodal AI Pipelines with Metaxy

The AI era has shifted compute toward complex multimodal pipelines, where a small input or code change can trigger expensive downstream recomputation. This talk introduces Metaxy, …

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Dr. Georg Heiler
SAO: Metaxy -  Field-Level Metadata Management for Incremental Multimodal ML Pipelines featured image

SAO: Metaxy - Field-Level Metadata Management for Incremental Multimodal ML Pipelines

Multimodal machine learning pipelines that process video, audio, and images incur substantial GPU costs. Existing data orchestrators operate at table or asset granularity: when any …

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Dr. Georg Heiler
Perfecting the Art of Doing Nothing: Incremental Multimodal AI Pipelines with Metaxy featured image

Perfecting the Art of Doing Nothing: Incremental Multimodal AI Pipelines with Metaxy

AI pipelines are now expensive enough that recomputing more than necessary is the dominant cost. Tokens and GPU hours change the economics, and agentic workflows branch and …

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Dr. Georg Heiler
Docling + Metaxy: Patent Intelligence at Scale featured image

Docling + Metaxy: Patent Intelligence at Scale

A walkthrough at the Docling Community Office Hours of how Jubust combines Docling for document parsing with Metaxy as an incremental, field-level metadata control plane to build …

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Dr. Georg Heiler