Not only a Governance professional : Research Work!

Fri, 03 Apr 2026 18:01:54 +0000

Measurment is my Business!!!!

Over the past year, I dedicated focused time to upgrading my knowledge and capabilities across Artificial Intelligence, Governance, Management, and Information Technology. During this process, I identified several foundational shortcomings across these domains particularly in areas of alignment, decision integrity, data reliability, and governance structure. In response, I developed a series of conceptual research papers and practical frameworks aimed at addressing these gaps. Many of these are not only theoretical contributions but have also been implemented as working systems and tested under controlled environments. I would like to clarify that all the ideas presented in my work are original, with only limited inspiration drawn from existing literature. AI assistance was used as a writing support tool in the preparation of these articles.

Below is a consolidated list of my research work from the past year, along with brief descriptions and links for reference:

1, Dais-10: A Doctrine Aligned Framework for safety (dominant) Decision Making Under uncertainty.

Short Description: Value and meaning of data is not only in data itself, schema also controls a major part of describing Quality, Reliability, certainty and importance of Data.

LINK = https://zenodo.org/records/18684292

2, The Unified Principle of Misalignment and KAD theory: A cross-domain Framework for

Alignment, perception and systematic failure.

Short Description: It introduces the Dual Failure Law, proving that all failures reduce to two fundamental vectors: Domain Drift and Focus Loss. Extensive simulations illustrate misalignment trajectories under stochastic drift, adaptation constraints, and perceptual decay. IN SIMPLE WORDS: WHAT ARE PRIMARY REASONS OF SYSTEM FAILURE

LINK = https://zenodo.org/records/18684749

3, BLOC Theory: Binary Limitation of Organic Cognition and Cognitive Engineering

Short Description: The loss of information due to the conversion process of information into a binary system and then reconverting it into information for the end user. BLOC theory covers that area.

LINK = https://zenodo.org/records/18692111

4, Functional Safety is not a snapshot: Modeling SIL(t) via Mosaic Aging and Stochastic Hazard Rates.

Short Description: Billion dollar plants are using functional safety as a static calculation. I introduced a time based functional safety calculation that can update the functional safety system in any given time.

LINK: https://zenodo.org/records/18705930

5, A Modern Cognitive Architecture Framework (CAF): Designing How Intelligent Systems Think, Decide and Behave.

Short Description: However, most enterprise deployments lack formalized reasoning discipline, safety alignment, and interaction governance. This paper introduces a Cognitive Architecture Framework (CAF) as a layered architectural model for governing interpretation, decision-making, and interaction in intelligent systems. Extension of this area can reach to study of human and AI agents interaction.

LINK: https://zenodo.org/records/18708509

6, Job Analysis Practices

Short Description: My OLD Ph.D thesis

LINK: https://zenodo.org/records/18736835

7, DiGRs-10 Data Integrated Governance & Reliability System

Short Description: A system to evaluate the health and fitness of any numerical model before entering Machine learning practices on the the basis of sample and (historical) bench marked data.

LINK: https://zenodo.org/records/18753449

8, DiGRs-10 Mathematical Explanations

Short Description: How DiGRs-10 works

LINK: https://zenodo.org/records/18761028

9, KAST-10: A formal Theory of Systematic Misalignment sovereignty, and structural possibility in complex system.

Short Description: KAST (is Knowledge Architecture System theory) addresses a foundational problem that has remained unnamed and unresolved across the disciplines of data engineering, machine learning operations, and distributed computing: systemic misalignment. The condition arising when the internal architecture of a system diverges from the structural constraints that govern its domains.

LINK: https://zenodo.org/records/18767207

10, Dynamic SIL(T): A measure theoretic formulation of function safety

Short Description: Support paper of No. 4

LINK: https://zenodo.org/records/18810022

11, Align100, Series of 1/7: Joint Syntactic & Semantic Graph Alignment Via Unbalanced Optimal Transport. Differentiable Low-Rank Gromov-Wasserstein Surrogates and Log-sinkhorn Stability.

Short Description: Meaning Representation (AMR), and Semantic Dependency Parsing (SDP) Using AI support across 100 variables

LINK: https://zenodo.org/records/19047545

12, Align100, Series of 2/7: Calibration and uncertainity for Structured Sementic Parsers: Parser Calibration and Uncertainity

Short Description: Theory, algorithms, and evaluation methodology for calibrating structured outputs produced by syntactic and semantic parsers.

LINK: https://zenodo.org/records/19047901

Short Description: A case study to evaluate how Top AI model deals with governance in their writing

LINK: https://zenodo.org/records/19075200

14, True-10, Series of 1/2: A ten layer engine for Information Integrity Evaluation

Short Description: Evaluation any piece of writing (research papers, Thesis or any organizational Policy & Procedure) through use of 3-D mathematical model as a cube of defined 100 dimensions.

Link: https://zenodo.org/records/19081194

15, True-10, Series of 2/2, True-10 Cube based Governance Reactor: A deterministic Hypercube Framework for Regulator-Grade Document Goverance

Short Description: Second paper of No. 14

Link: https://zenodo.org/records/19081310

16, Zulfr.com

Short Description: My website with real model testing under Lab tab

LINK: https://zenodo.org/records/19133985

17, Align100, Series of 3/7: Event Conference and document Event Graphs: Contrastive Clustering with Temporal choring

Short description: second paper of Align-100 series

LINK: https://zenodo.org/records/19134181

18, Align-100, Series of 4/7: GNNs for Long Distance Relation correction: Neurosymbolic Edge Reweighting and Loss Coupling

Short Description: Forth paper of the series

LINK: https://zenodo.org/records/19230298

19, URAF-10, Series of 1/2: Universal Regulatory Atomization Framework

Short Description: Model to convert any legislative model to actionable checklist.

LINK: https://zenodo.org/records/19313249

20, URAF-10, Series of 2/2: From Structural Leaves to Measurable Compliance Atoms

Short Description: Second paper of the series

LINK: https://zenodo.org/records/19313349

21, Terminator Series 1/2: Terminator Vs. Transformer: A Data Engineering approach to Taxonomy, Hallucination Telemetry, and Governance

Short description: Introducing governance layer for all modern AI systems. Machine controlling machine, code controlling code.

LINK: https://zenodo.org/records/19317694

22, Terminator Series 2/2: A Canonical Eight-Layer Taxonomy for Contemporary AI System 2026

Short Description: second paper of terminator series

LINK: https://zenodo.org/records/19323903

23, MCR-10 Series 1/2: Applying MCR-10 to Historical Decision Reconstruction: A Case Study in Constraint Based Cognitive Modeling

Short Description: Core Idea is to create a fully functional decision making system by using a digital clone of any historical personality provided that enough information is given on decisions or itself decisions are available with fully expendable dimensions

LINK: https://zenodo.org/records/19325641

24: MCR-10 Series 2/2: A constraint- BASED Framework for Mathematical Cognitive Reconstruction

Short Description: Second Paper of MCR Series

Link: https://zenodo.org/records/19325730

25: Align-100, Series of 5/7: Target Normalization and Knowledge Graph LInking: FAISS Backed Candidate Retrieval With Context Coherence Scoring

Short Description: 5th paper of Align Series

LInk: https://zenodo.org/records/19353691

26: Align-100, Series of 6/7. Syntactic Evasion and adversarial Detection for language Models: A robust Evaluation and Defense Framework

Short Description: 6th paper of Align Series

Link: https://zenodo.org/records/19353890

27: Align-100, Series of 7/7. Robustness, Active Learning, and Governance for Structures Language System

Short Description: 7th Paper of Align Series

LINK: https://zenodo.org/records/19354036

28: DAIS-10: The tool that shows you what your Data is Really worth

Short Description: Realy Poster of how dais-10 data is being analyzed.

LINK: https://zenodo.org/records/19354398

Coder Legion - Recent posts tagged decision