◑ Working Papers & Technical Disclosures
Pre-prints, system architecture white papers, and active framework developments
🚀 Working Papers By Area
The main thread is to build a System of Systems (SoS), starting for the Semiconductor and AI sectors, by integrating Industry 5.0 processes with relevant International/Industrial Spaces, RegTech, and FinTech, for delivering architectures and artifacts supporting twin transitions.
🔬⚡📡 RealSoS Engine
The RealSoS Engine consists of technical architectures and artifacts to support both regulatory compliance and industrial marketing requirements (e.g., CBAM, SSbD, etc.) with meaningful use of agentic and physical AI to solve existing upcoming issues.
CCC4SSbD Trustworthy Smart Fabs via Professional Proxies: Scaling Safe and Sustainable by Design (SSbD) through Industrial Data Spaces
Descriptions
Addressing emerging technologies such as Dynamic Intelligence, Cognitive Computing Continuum (CCC), industrial “Grid-to-Core” strategies and the Edge–Cloud Continuum, [1] formalizes a socio-technical governance layer called the SIPAEA (Sense-Interpret-Plan-Act-Evaluate-Adapt) framework for designing agentic and physical AI in Semiconductor Smart Fabs. By repurposing or transforming industrial edge-cloud Grid Computing systems into a Cognitive Computing Continuum (CCC) that handles both production performance and environmental parameters simultaneously, this “Atoms-to-Law” framework integrates Virtual Metrology (VM) for atomic process modeling with Cognitive Soft-Sensing for resources such as water reclamation systems, matching extreme precision metrics with real-time legal obligations.
Deliverables
Architectural and conceptual tools to extend traditional reactive automation into multi-loop reflective governance:
- D.CCC4SSbD.1: SIPAEA Multi-Loop Cybernetic Control Engine Requirements – Software orchestration stack deployed across edge-cloud clusters to execute real-time balancing between chip operational yield and environmental thresholds.
- D.CCC4SSbD.2: Cognitive Soft-Sensing Toolkit for Resource Circularity – Hardware-rooted Trusted Execution Environments (TEEs) sensing and predictive modeling trained on fab facility data to track real-time chemical and water reclamation cycles, establishing verifiable ESG metrics, allowing yield-waste-emission harmonization.
- D.CCC4SSbD.3: Sovereign Data Fabric & Multi-Steward Connector Architecture – Operational IDS-certified data space connectors deploying specific environmental, privacy, and digital auditing workflows for the EU-Hsinchu-Penang manufacturing corridor.
- D.CCC4SSbD.4: Technology Roadmaps for IRDS, SEMI, and SSbD stakeholders – A strategic framework detailing the integration of SIPAEA governance with Policy-as-Code proxies into existing EU data space architectures, providing a roadmap for evolving legacy platforms into compliance-native, agentic SoS environments, to automate compliance across semiconductor cross-border hubs.
TRL: 1–3
TRL: 1–3 (Basic Principles Observed to Proof of Concept)
The SIPAEA framework is currently in the foundational phase. Work is concentrated on mapping “Atoms-to-Law” scientific principles onto established EU-funded architectural blueprints (e.g., IDS-compliant connectors, Gaia-X). We are currently formalizing the socio-technical governance logic and developing initial proofs-of-concept for CCC integration.
Summary
We are architecting the next generation of compliance-native Smart Fabs by embedding multi-loop AI governance directly into existing industrial data ecosystems.
♻️⚖️🔍 AuditSoS Framework
The AuditSoS Framework consists of regenerative accounting architectures and metrology-grounded artifacts to transform ecological liabilities into verifiable institutional assets. By shifting from reactive CSR to proactive “Atoms-to-Values” governance, this framework ensures industrial resilience within planetary boundaries, reframing “Electrons-to-Computes” model in the Triple Bottom Line (TBL) context.
RST4DCE From Stacks to Circuits: Regenerative Governance for AI Infrastructure through Planetary Boundaries
Descriptions
Addressing the systemic misalignment between high-throughput “electrons-to-tokens” scaling and finite planetary limits, this project formalizes a Regenerative Socio-Technical (RST) framework [2]. This pillar challenges the dominant, linear “electrons-to-tokens” scaling trajectory of current Generative AI stacks by presenting a competing reference architecture that models AI infrastructure through a circular lens. By repurposing Sustainable Production and Consumption (SPaC) loops and integrating the SPaC mapping system alongside the quantitative facility targets of the IEEE IRDS™ roadmaps, the framework treats ecological debt—such as thermodynamic entropy, material waste, and Scope 3 emissions—as active, balance-sheet liabilities. The resulting model converts thermodynamic entropy, material waste, and Scope 3 lifecycle metrics into dynamic regeneratively accountable and environmentally safe semiconductor supply chains, internalizing ecological debt straight onto institutional balance sheets. This “Atoms-to-Values” reference architecture implements a Systemic Volatility Indicator (SVI) to orchestrate compute workloads in alignment with regional energy grid capacities and regulatory mandates, such as the EU CSDDD and Safe and Sustainable by Design (SSbD) guidelines [3].
Deliverables
Actionable frameworks for transitioning AI infrastructure from extractive linear pipelines to circular metabolic circuits:
D.RST4DCE.1: Regenerative Socio-Technical (RST) AI Reference Architecture – An integrated technical blueprint mapping AI infrastructure flows from physical mineral extraction and hardware fabrication to circular recovery, replacing unconstrained “electrons-to-tokens” models with “atoms-to-values” logic.
D.RST4DCE.2: Metrology-Grounded Digital Product Passport (DPP) Schema – A standardized metadata schema for hardware lifecycles that tracks physical material footprints, cooling-water-energy nexus data, and e-waste recycling pathways to support automated RegTech auditing.
D.RST4DCE.3: Eco-Debt Ceiling Protocol for Hyperscale Compute – A set of operational constraints that link real-time compute throughput to biophysical baselines, preventing rebound effects (Jevons Paradox) and ensuring compliance with regional environmental baselines.
TRL: 1–3
TRL: 1–3 (Basic Principles Observed to Proof of Concept)
The AuditSoS Framework is in the foundational research stage, focusing on the synthesis of RST theory with quantitative hardware telemetry. Current efforts are directed at formalizing the SVI governance logic and establishing the methodology for mapping IRDS sustainability KPIs onto standardized Digital Product Passport (DPP) schemas to enable cross-supply-chain accountability.
Summary
We are redefining industrial value creation by internalizing ecological debt as a core technical parameter, ensuring that AI infrastructure scaling remains tethered to planetary realities and regenerative circularity.
🛡️💼🌐 GuardSoS Gateway
The GuardSoS Gateway consists of technical architectures and policy-as-code proxies to scale talents (especially industrial marketing, RegTech and FinTech) across global production networks. By reframing service ecosystems as resilient socio-technical intermediaries, this framework equips global delivery hubs to orchestrate talent and supply chain flows securely under complex regulatory and geopolitical strains.
TRM4GBS Orchestrating the Twin Transition in Multinational Corporations: Technology Roadmapping for Green and Digital Global Business Services
Descriptions
Addressing the obsolescence of cost-centric “lift and shift” models rooted in labor arbitrage, this project reframes Global Business Services (GBS) units as primary socio-technical “living laboratories” and “operational airlocks” managing the corporate Twin Transition. Utilizing Technology Roadmapping (TRM) synthesized with the International Telecommunication Union (ITU) ICT-centric innovation ecosystem toolkit, the research charts an evolutionary shift from basic process automation toward “Sustainable Intelligence” within service delivery networks. The framework highlights how critical “Middle Power” digital ecosystems—specifically in Poland, Portugal, and Malaysia (GBS 5.0)—leverage advanced engineering and tech-heavy talent to bypass middle-income traps and anchor global manufacturing and semiconductor value chains amidst geopolitical fractures and a bifurcated cloud. Acting as an operational buffer, this architecture mediates between macro-level landscape pressures—such as the EU’s dual mandates and Carbon Border Adjustment Mechanisms (CBAM)—and niche, agentic AI workflows to deliver resilient, data-driven orchestration across multinational corporation (MNC) networks.
Deliverables
Strategic playbooks and diagnostic toolkits to transform transactional shared service networks into compliance-native innovation ecosystems:
- D.TRM4GBS.1: Middle-Power GBS Twin Transition Roadmap – A strategic playbook defining the integration of AI-native workflows, fintech layers, and green ICT investments tailored for regional hubs to sustain cross-border value.
- D.TRM4GBS.2: GBS Stakeholder Engagement Canvas & Innovation Toolkit – An operational canvas designed to orchestrate talent upskilling, cross-border carbon border adjustment data aggregation, and multi-stakeholder ecosystem co-creation models.
- D.TRM4GBS.3: Agentic Governance Matrix for Global Capability Centers (GCC) – A risk-mitigation framework mapping cross-border data flows, algorithmic identity management, and immigration/labor compliance controls within highly automated professional services.
TRL: 1–3
TRL: 1–3 (Basic Principles Observed to Proof of Concept)
The GuardSoS Gateway is currently in its foundational phase, drawing on retrospective science mapping and Web of Science bibliometric datasets. Work focuses on formalizing the socio-technical “operational airlock” theory and validating the diagnostic capability of the stakeholder engagement canvas against regional digital policies (e.g., MDEC’s GBS 5.0 in Malaysia, AICEP in Portugal, and ABSL in Poland).
Summary
We are redefining global service delivery by turning GBS hubs into strategic governance airlocks, proving that human-centric talent orchestration and automated compliance can turn geopolitical friction into a structured competitive advantage.
🧱⚙️🌐 Foundational Block
The Foundational Block establishes the baseline scientific mappings and open-access repositories required to bridge the gap between microscopic physical parameters and macroscopic compliance standards. By evaluating current global platforms and harmonizing conflicting industrial roadmaps, this section provides the structural “bedrock” for the entire System of Systems (SoS) architecture.
SSbD4Semi Scoping Review of AI, Metrology, and ESG in the Semiconductor Sector: Implications for Safe and Sustainable by Design (SSbD)
Descriptions
Addressing critical gaps within global supply chains, this project delivers a comprehensive scoping review mapping the “core-periphery” knowledge structures across 1,465 baseline academic and industrial source documents to uncover critical technology deficits in semiconductor lifecycles [3]. The research assesses the current landscape of global ESG and RegTech platforms—such as EcoVadis, IntegrityNext, and Workiva—revealing a significant architectural deficit regarding specialized metrology data integration and real-time standard alignment. To overcome this, the resulting meta-framework connects deep industrial analytics with international sustainability mandates (e.g., ITU-T L.1470/L.1480, IEEE 7000) to construct an interoperable, 6-layer System of Systems (SoS) architecture for semiconductor manufacturing execution.
Deliverables
Baseline repositories and strategic harmonization matrices that establish the cross-border metadata foundations for compliance-native manufacturing:
- D.SSbD4Semi.1: Semiconductor Metrology-ESG Knowledge Map & Repository – An indexed, open-access database compiling bibliometric data, knowledge graphs, and evaluated compliance deficits across international fab platforms.
- D.SSbD4Semi.2: Layered SSbD Architecture for the Semiconductor Industry – A first-iteration, 6-layer structural meta-framework harmonizing the European Commission’s SSbD Stakeholder Agenda directly with quantitative IEEE IRDS™ facility roadmaps.
- D.SSbD4Semi.3: Unified Interoperable SSbD Standards Harmonization Matrix – A cross-mapping translation framework converting physical factory-floor telemetry and Virtual Metrology (VM) outputs straight into audit-ready metrics for EU CBAM, REACH, and cross-border customs compliance.
TRL: 1–3
TRL: 1–3 (Basic Principles Observed to Proof of Concept)
The Foundational Block is positioned within the conceptual and analytical phase. Work is concentrated on aggregating the Web of Science bibliometric datasets, formalizing the taxonomy of the 6-layer architecture, and validating the theoretical alignment between physical metrology signals and international policy schemas before developing automated software connectors.
Summary
We are establishing the structural bedrock of the Twin Transition by synthesizing fragmented industrial telemetry and international standards into a unified, interoperable meta-framework for semiconductor manufacturing.
References
We are actively curating the latest publications from our collaborative research clusters. You can explore our ongoing literature monitoring in our Zotero collections: GBS & GCC, IRDS, and iSSdB. Please contact us if you would like to discuss how your work aligns with our research roadmap or context.