Part 11 – Validation Models for
Execution Infrastructures
11.1 Validation Models for Data Set Selection Methods
11.1.1 First Joint Article Grok 4.1 and LPBI Group Proprietary Oncology Content – Validation Model for Text and Images published 12/15/2025 by Expert A, Expert B and Grok 4.1 by xAI
Module 1: Benchmarking NLP on Expert A: Expert Selected Data Set of 25 Oncology articles and 20 Images – Uplift for Module 1 by Grok’s 2025 NLP
Module 2: LLM and Causal Reasoning on Data Set in Module 1
- Uplift by Grok’s New Dyads Discovery (NDD), and
- Grok’s Launch of Triad Discovery Method (TDM)
>>> Major % Uplift by
2.1 Triad Method
2.2 Therapeutic MOA properties
2.3 Image analysis of histology & pathology
Module 3: Expert A: Expert Selection of 20 articles in Dominant Oncology Categories of Research (DCR)
20 articles across 3 categories in Oncology
- Articles included in Module 1 (on Text and Images)
- Articles not included in Module 1 (on Text)
>>> Major Triads discovery by Grok’s LLM and Casual Reasoning (on Text)
Module 4: Expert Selections of Chapters in e-Books (ESCB)
4.1 Expert A: Genomics, Series B, Volume 1, Chapter with 8 articles
4.2 Expert A: Immunology, Series D, Volume 3, Chapter with 8 articles
4.3 Expert B: Cardiovascular, Series A, Volume 4,
- Translational Chapter – 11 articles
- Regenerative Chapter – 11 articles
>>> Major Triads Discovery by Grok’s LLM and Causal Reasoning (on Text)
11.1.2 Second Joint Article Grok 4.1 and LPBI Group’s Expert B, forthcoming 2/15/2026 Proprietary Cardiovascular Content, Validation model for Audio, Text Images
Module 5: Expert B Selected a 13-article Series on Calcium role in Cardiac Functions
Module 6: Benchmark NLP + DL Wolfram vs Grok 4.1 on data of Module 5
Module 7: LLM and Causal Reasoning on Data of Module 5
Module 8: Expert B selects all or subset of Articles on Calcium in the Journal for Grok’s NLP, LLM and Causal Reasoning
Module 9: Expert B selects Chapter 18 on CVD Podcasts in IP Asset Class X: Library of Podcasts for Audio, Text, Images
Module 10: Grok 4.1 uses Data in Module 9 for Training a Multimodal Model using Audio, Text, Images
Module 11: Scoop.it mini vault: Expert B selected the earliest 88 articles placed in Three Journals on Scoop.it
Module 12: Grok 4.1 to develop 1.0 version of Hybrid Co-curation by Expert B and Expert B guiding Grok using Module 11 data for Training on Co-curation
11.2 Validation Model for Data Access Sequences prioritized by Executives for knowledge acquisition in Virtual Data Exposition about Acquisition Decision Making
11.2.1 Virtual Data Exposition of Endgame: Achievement of Gold & Silver Medals in “AI in Health”
- Slide show of trophies:
>>> Modules 2,3,4
>>> Modules 6,7,8,9,12
- Slide show of PORTFOLIO OF IP
Module 13: List of Slides Titles on PPT file
Slide 1 to Slide 28
- On each Slide Title Slide there is a LIVE URL to Slide’s Body on WordPress
Module 14: List of Appendices Titles on PPT file
Appendix 1 to Appendix 32
- On each Appendix Title Slide their is a LIVE URL to Appendix’s Body on WordPress
Module 15:
Body of each Slide Title Slide is on a Nested WordPress Page accessed by a LIVE URL on each Slide requires Password to be shared at the beginning of the Zoom
Module 16:
Body of each Appendix is on Nested, Nested WordPress Page accessed by a LIVE URL ( different than in Module 15) on each of the Appendix Title Slide requires Password SAME as in Module 15
Validation Model is designed to learn from the 1st Zoom session the following points:
- what are the knowledge priorities of the Executives:
Priority A: Endgame
Priority B: Slides Titles – All Topics covered
Priority C: Appendices Title – All Options for Deep Dive Data
Priority D: BODY of each Slide
Priority E: BODY of each Appendix
- to use lessons learned for application in forthcoming Zoom sessions with same Executives
Module 17: Validation Methods:
17.1 Text Analysis of the Script of the RECORDED Zoom session
17.2 cluster of questions asked
17.3 sequence of questions
Module 18: Comparison of Priorities in Assumptions: Module 16: A,B,C,D,E vs the results obtained in Module 17: 17.1, 17.2, 17.3
Module 19: Results of Module 17 applied for architecture design of Virtual Content Exposition for 2nd Zoom
19.1
IF
Module 18 captured that Each Executive had a different Priority list
THEN
Each Executive will receive a Personal Slide Deck
IF
Module 18 reveals Clusters of executives for clusters of Close priorities
THEN
the 2nd session will aggregate topics in different combination than the one followed by next.
Scenario Guidance #1:
- IF the interest focus is on
- Universes of Intelligence as mirrored in Journal’s Ontology
or
- IP Assets by Class
or
- Application potential of Universes of Intelligence
or
- Leverage of vertical integration
- THEN we would prepare custom-tailored responses
Scenario Guidance #2:
IF
The interest is to start with
- What it takes to achieve Transfer of Ownership?
THEN
The discussion will focus of the details of
- Slides 21, 22, 23 – only
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