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" BY NEW GENERATION "

Building National AI Foundation through a Local National LLM

Establishing a national, secure, and scalable Large Language Model
to strengthen National AI capabilities across government, industry, and society.

This initiative aims to build a Local National Large Language Model (LLM),
leveraging national data, languages, and institutional knowledge to form the foundational infrastructure
for local long-term artificial intelligence capability and digital Independence.

PROJECT

Definition

The Local National LLM Initiative is a national-level program designed

to establish a domestically controlled Large Language Model

that enhances National AI readiness, resilience, and competitiveness.

The project forms a core pillar of National digital transformation

by enabling trusted, secure, and locally governed AI deployment

across public, industrial, and academic domains.

Background & Strategic Necessity

While global AI platforms have accelerated AI adoption worldwide, reliance on foreign-hosted models presents structural challenges for countries, including:

Dependence on overseas AI infrastructure and platforms

Limited incorporation of local languages, regulations, and cultural context

Data independence, security, and compliance concerns

Insufficient national accumulation of AI intellectual capital

A Nation-owned and locally operated LLM is therefore essential

to ensure sustainable AI growth, trust, and national resilience.

Project
Mountain Biking by the Lake

VISION

To establish National AI foundation that supports national development, security, and innovation.

" Develop a Local National LLM operated within domestic infrastructure "

" Enable secure and scalable AI adoption across government and industry "

" Embed national data, policies, and institutional knowledge into AI systems "

" Strengthen Local AI ecosystem, talent, and technology base "

" Prepare long-term foundations for next-generation AI and AGI readiness "

Vision

PROJECT OVERVIEW

The Local National LLM is a large-scale language model trained and deployed

using Local data, languages, and governance frameworks, fully operated within National infrastructure.

 

It is designed to serve as a national AI backbone, supporting trusted AI services across multiple sectors.

Key Characteristics

  • Fully local deployment (On-Premise / Sovereign Cloud)

  • Support for multilingual national context

  • High-trust, high-reliability AI for public and regulated use cases

  • Integrated security, auditability, and access control

Core Architecture

  • National Foundation LLM

  • Secure data ingestion, curation, and training pipelines

  • Domain-specific fine-tuning and continual learning

  • Open API (Application Programming Interface) / SDK (Software Development Kit) for ecosystem integration

  • Compliance with national cybersecurity and data protection standards

Overview
Application

APPLICATION

PUBLIC SECTOR & GOVERNMENT ADMINISTRATION

Policy & Regulatory Intelligence

  • Automated analysis of policy documents, regulations, and legislative texts

  • Cross-ministry policy comparison and impact assessment

  • AI-assisted drafting of policy papers, white papers, and cabinet briefs

 

Administrative Automation

  • Drafting, summarisation, and translation of official correspondence

  • Standardisation of government reports and internal documentation

  • Intelligent search and retrieval of government archives and circulars

 

Citizen Services & Engagement

  • AI-powered virtual assistants for ministries and agencies

  • Multilingual citizen support (Asia + Europe + local context)

  • Faster and more consistent responses to public enquiries

 

Inter-Agency Knowledge Sharing

  • Secure knowledge base connecting ministries and departments

  • Reduction of duplicated work and inconsistent interpretations

  • Institutional memory preservation beyond staff turnover

INDUSTRY & ECONOMIC DEVELOPMENT

Manufacturing & Industry 4.0

  • AI-assisted analysis of technical manuals, SOPs, and quality standards

  • Production intelligence based on local manufacturing data

  • Support for smart factory initiatives and predictive insights

 

Energy, Infrastructure & Utilities

  • AI support for technical documentation, safety standards, and compliance

  • Knowledge extraction from engineering, maintenance, and asset data

  • Decision support for infrastructure planning and operations

 

Financial Services & Regulated Industries

  • Regulatory compliance analysis and reporting support

  • Risk assessment and document intelligence

  • Secure, auditable AI use aligned with local regulations

 

SMEs & National Champions

  • Affordable AI assistants for SMEs using local language and context

  • Business intelligence and market analysis support

  • Lowering AI adoption barriers for domestic companies

EDUCATION, TALENT & HUMAN CAPITAL

AI-Assisted Learning

  • Personalised learning support for students and educators

  • Multilingual educational content aligned with local curricula

  • AI tutors supporting STEM, technical, and vocational education

 

Academic & Research Support

  • Literature review and research assistance

  • Data analysis and hypothesis generation support

  • Faster knowledge discovery for universities and research institutes

 

Talent Development

  • AI tools for reskilling and upskilling the workforce

  • Support for national AI talent programmes

  • Hands-on exposure to sovereign AI platforms

LEGAL, COMPLIANCE & GOVERNANCE

Legal Research & Drafting

  • Analysis of statutes, case law, and regulations

  • Drafting assistance for legal documents and opinions

  • Consistent interpretation of local laws and precedents

 

Compliance & Oversight

  • AI-assisted compliance checking for regulated sectors

  • Policy adherence verification across organisations

  • Audit-ready AI outputs with traceability

NATIONAL SECURITY & SOVEREIGN APPLICATIONS

Secure Intelligence Analysis

  • Textual analysis of structured and unstructured information

  • Scenario modelling and strategic analysis support

  • Closed-network AI deployments

 

Crisis & Emergency Management

  • Situation analysis and decision support during emergencies

  • Information synthesis from multiple government sources

  • Faster coordination across agencies

CROSS-SECTOR ENABLEMENT & PLATFORM BENEFITS

Horizontal Capabilities

  • Multilingual national language support

  • Secure APIs for ecosystem partners

  • Consistent AI behaviour aligned with country values and regulations

Governance

GOVERNANCE

Responsible AI Principles

The project is guided by Local legal, ethical, and regulatory frameworks.

  • Compliance with national laws and policies

  • Transparency and explainability

  • Bias mitigation and responsible usage controls

Data Governance

  • National data sovereignty and ownership

  • Secure access control and audit mechanisms

  • Protection of sensitive and regulated data

Ecosystem

ECOSYSTEM

Key Stakeholders

Government ministries and agencies

Government-Linked Companies (GLCs)

Universities and research institutions

Local AI companies and startups

Infrastructure, semiconductor, and cloud partners

Collaboration Models

Joint development and research programmes

National data consortiums

Technology transfer and talent development

Open ecosystem through secure APIs

Roadmap

ROADMAP

Phase 1 : Foundation Establishment

National data collection and preparation

Base LLM development

Infrastructure and operational framework setup

Phase 2 : Expansion & Deployment

Sector-specific fine-tuned models

Pilot deployments across public and industry use cases

Controlled API access for ecosystem partners

Phase 3 : National AI Platform

Integrated national AI services

Continuous learning and model enhancement

Advanced AI and AGI-readiness research

Contact

MAXALL SDN. BHD. 201401029631 (1105717-X)

 

D-08-02, Menara Mitraland, No. 13A, Jalan PJU 5/1, Kota Damansara, PJU5, 47810 PJ, Selangor, Malaysia

Mobile +60122375310  /  Mobile +821022035689 /  Mobile +60124882823  /  Office +60376100638  /  Fax +60376100639

william@maxall2u.com  /  william.changmyoungje@gmail.com  /  epkhor@maxall2u.com

©2026 by MAXALL

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