Prisma Bioinnovations

Physics-aware AI, optical metrology, and computer vision for real-world science.

[Prisma Bioinnovations @PrismaBio]

New technical paper to support recent PCT:

The Z-Model Framework: Geometric and Functional Surface Analysis in Heterogeneous Interaction Systems
https://t.co/0PQsZJiel0

[Prisma Bioinnovations @PrismaBio]

DIVERGENT Scientific Intelligence builds on previously filed patent applications covering independent multi-model AI reasoning, divergence analysis, and human-governed decision-making.

Patent Pending.

[Prisma Bioinnovations @PrismaBio]

DIVERGENT Scientific Intelligence platform!

Built a working prototype that uses OpenAI and Grok to independently analyze scientific literature, highlight disagreements and evidence gaps, and support human-directed research decisions.

[Prisma Bioinnovations @PrismaBio]

From Plastic Surface Chemistry to the Z-Model: Surface Area, Interfacial Reactivity, and the Evolution of a Cross-Domain Research Framework (2024–2026)

https://t.co/dmxY9ybBHJ

[Prisma Bioinnovations @PrismaBio]

It’s focused on whether results are the correct previous or desired result rather than matching exact human or robotic movement.​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​

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New PCT filed: System and Methods for Generating Reproducible Digital Twins
For lab assays and extending to manufacturing outputs for many other industries.

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New Technical Paper which demonstrates Spatiotextural Approach is not limited to microplastics / nanoplastics.

Assay Design for Computer Vision: From Chemical Reactions to Spatiotextural Measurement in Water and Other Liquids
https://t.co/vaQ4Ru6G5P

[Prisma Bioinnovations @PrismaBio]

Introducing the Spatiotextural Computer Vision Approach to Optical Assays

The framework analyzes assay-generated spatial patterns, texture, gradients, and intensity distributions, even when individual particles cannot be directly seen or counted.

https://t.co/NiVXFtq1v7

[Prisma Bioinnovations @PrismaBio]

PCT filed by:
Melinda B. Chu
Solo Inventor

[Prisma Bioinnovations @PrismaBio]

New PCT Filing: Standardized Optical Imaging for Computer Vision

Computer vision begins long before artificial intelligence analyzes an image.

During field testing, we observed that identical samples often produced noticeably different photographs…

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[Prisma Bioinnovations @PrismaBio]

become an increasingly important component of reliable computer vision systems.

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[Prisma Bioinnovations @PrismaBio]

normalization, image quality assessment, and related approaches applicable to environmental monitoring, diagnostics, industrial testing, and other image-based analytical workflows.

As AI continues to transform scientific measurement, standardized image acquisition will…

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[Prisma Bioinnovations @PrismaBio]

Adaptive Matrix Conditioning PCT files by:
Melinda B. Chu
Solo Inventor

[Prisma Bioinnovations @PrismaBio]

PCT application filed describing Adaptive Matrix Conditioning: a generalized framework for improving analytical performance by first defining desired analytical performance, determining matrix / liquid constraints, and applying targeted conditioning prior to analysis.

[Prisma Bioinnovations @PrismaBio]

New Technical Note: Standardized Image

Acquisition Using Portable Controlled Optical Imaging Environments. Reducing lighting, geometry & background variability for more reproducible smartphone-based fluid analysis.

Accompanies provisional filing.
https://t.co/haiP10nuVb

[Prisma Bioinnovations @PrismaBio]

Different matrices (mineralized vs DOM-rich waters) respond differently to conditioning strategies — supporting matrix-aware approaches for better optical analysis.

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[Prisma Bioinnovations @PrismaBio]

New Technical Note: Adaptive Matrix Conditioning for Environmental & Biological Samples.

Accompanies recent provisional filing.
https://t.co/7pO6ziDLGE

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In particulate systems, under-dosed reagent may underestimate concentration due to incomplete Z-site occupancy. Correct or over-dosed? All Z-sites are occupied excess reagent simply settles while central optical analysis stays accurate.

Spontaneous observation.

[Prisma Bioinnovations @PrismaBio]

New Technical Paper:
"Conceptual Z-Site Occupancy and Optical Analysis Behaviors Across Under-Dosed and Over-Dosed Reagent Conditions"
https://t.co/4V5Vo6mqOI

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