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Laura Rosenberger

Founder, Superposition | Generative Design & AI Product Strategist

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Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Laura Rosenberger. Every entry undergoes editorial source verification.

EXPLANATION Checked Sep 20, 2026

Operational AI Diagnostic Framework for Consumer & DTC Brand Supply Chains

A strategic methodology created by Laura Rosenberger at Superposition, detailing how consumer and challenger brands can identify operational bottlenecks, evaluate AI tooling ROI, and avoid common procurement pitfalls.

Model & Execution Context:Applied across FMCG, CPG, and Shopify DTC operations.

Scope & Limitations

Strategic diagnostic framework; technical automation delivery requires integration with existing ERP and inventory databases.

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EXPLANATION Checked Sep 20, 2026

Human-Centered UX Design for Generative AI Applications

Interaction design framework addressing latency perception, streaming text ergonomics, and user confidence calibration in AI interfaces.

Model & Execution Context:Generative UI patterns, streaming response UX, and user feedback loops.

Scope & Limitations

Design framework focused on front-end interaction patterns rather than backend inference acceleration.

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