Applied AI Specialist & Data Science Lead

We Deploy Secure, Air-Gapped AI Infrastructure for UK Public Sector & Government Departments

Official Crown Commercial Service AI DPS Supplier (RM6200) — Eliminating Public LLM Data Leaks and Protecting Public Trust.

Strategic Partnership

Fusing Enterprise AI with Ironclad Cyber Security

We are thrilled to announce a powerful new partnership between Dispersion Gaming Ltd and Steeple Cyber. By uniting elite expertise in advanced artificial intelligence and healthcare-grade cybersecurity, we deliver a next-generation hybrid solution engineered for the modern compliance landscape.

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Sovereign AI

Deploying practical, locally controlled, and measurable AI solutions tailored to precise data workflows.

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Robust Governance

Backed by decades of high-stakes healthcare cybersecurity (NHS vCISO) and rigid frameworks.

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Enterprise Compliance

Supplying various departments and companies with secure architectures that naturally exceed regulatory standards.

The Hidden Compliance Threat: Public LLMs and Data Leakage

Knowledge Corpus Local Vector Storage Offline LLM Engine Air-Gapped Infrastructure

Most enterprises sit on mountains of sensitive SOPs, client files, and historical manuals. To save time, staff are quietly pasting this proprietary intelligence directly into public cloud engines like ChatGPT. Across sectors like corporate legal firms and government offices, this is causing massive, accidental data leaks into the public domain—shattering compliance and client trust, as well as reputation.

✕ The Cloud LLM Liability Trap

When employees use standard web-based AI tools to summarize internal documents or research cases, your proprietary corporate intelligence trains public models. Staff operate in constant anxiety—caught between wanting AI efficiency and fearing a career-ending data breach.

✓ Zero-Risk Local Infrastructure

We migrate your operations from vulnerable cloud interfaces to an entirely internal, locked-down, air-gapped RAG architecture hosted completely on your own secure perimeter. Your data never leaves your infrastructure, reducing the risk of external leakage or compliance failure to zero.

✓ Ironclad Compliance (UK GDPR & SRA Compliant)

Public models threaten stringent UK regulatory rules. Our local, ring-fenced infrastructure ensures absolute alignment with UK GDPR data residency laws and SRA guidelines for legal practices. Protect your clients, satisfy auditors, and keep your liabilities contained.

✓ Complete Workforce Confidence

By providing an on-premise, secure alternative, you give your workforce the psychological safety they need. Staff can confidently copy and paste sensitive customer details, proprietary logs, or classified legal text into the internal chatbot—knowing it is physically impossible to leak corporate data or cause a compliance nightmare.

✓ Accelerated Research & Revenue Throughput

Slash research times from hours to mere minutes. By automating document analysis, you drastically reduce manual labor costs while scaling monthly team throughput, directly driving higher business profitability.

Air-Gapped On-Premise Architecture Tiers

Turnkey, locally managed compute options engineered to host local RAG document databases and compliance pipelines entirely offline on premium hardware.

Standalone Node

Boutique Infrastructure

Perfect for single practitioners or small specialised environments targeting automated folder indexing with zero external networking leaks.


  • 1× Dell Pro Max with GB10 Platform
  • 128GB High-Speed Unified Memory
  • Llama 3.3 70B (4-bit Local Inference)
  • Custom pgvector Knowledge Engine
  • Local OCR Data-Ingestion Pipelines
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Enterprise LAN Ring

Enterprise Hub

Built for scaled cross-departmental operations requiring isolated environments and simultaneous multi-user API load routing.

4× Linked Compute Hardware Rings
  • High-Throughput Engine Configurations
  • Mixture of Experts (MoE) Architecture
  • Nginx Reverse Proxies & Intranet Isolation
  • Dedicated Local SLA & Backup Utilities
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    // Example Implementation I

    100% Air-Gapped & Offline Zero Monthly API Bills Total Data Privacy

    Private On-Premise internal Wiki

    Request Private Setup

    Legal teams routinely navigate vast repositories of internal data to uncover case precedents—a process that drains valuable billable hours. Facing intense pressure, staff frequently turn to public engines like ChatGPT, inadvertently exposing sensitive client data and compromising regulatory standing.Our on-premise, air-gapped architecture eliminates this vulnerability. By processing data entirely offline within your secure perimeter, we eliminate the risk of public data exposure and remove ongoing API subscription overheads. The result is a secure internal ecosystem where your team can leverage advanced AI with absolute confidence.

    // Example Implementation II

    Live Assistant UK Government Policy Focused RAG Architecture Prototype

    UK AI Policy Assistant (Prototype)

    A simple example RAG assistant built to navigate the complex landscape of UK government AI standards. This prototype ingests critical regulatory documentation to provide grounded, policy-aware guidance.

    01
    Contextual Ingestion & Knowledge Base:

    Processing 7 key policy documents to ensure comprehensive subject matter coverage:

    Document Target Audience Mandate Link
    UK Gov AI Playbook Civil Servants Secure deployment Link
    Data & AI Ethics Data Teams Operational ethics Link
    LGA Buying AI Local Councils Supply chain Link
    AI in Healthcare NHS / MHRA Safety reporting Link
    SRA Misuse of AI Solicitors Privilege/Ethics Link
    Healthcare Comm. Report NHS / MHRA Reg. framework Link
    AI & Public Standards Public Office Impact assessment Link
    02
    Policy-Aligned AI Logic:

    Uses advanced retrieval to pinpoint specific ethical guidelines and regulatory constraints, demonstrating how to ground AI outputs in official standards rather than generic LLM hallucinations.

    03
    Client Application:

    This is a highly effective example of how we can build custom internal AI assistants for your organization—securing proprietary policy, procedure, or legal documentation within a RAG architecture.

    Policy-to-RAG Pipeline Prototype Live
    [UK Gov Policy Docs]
       │ (Semantic Chunking)
       ▼
    [Policy Embedding Store]
       │
       ├──► [Retrieval Engine]
       ├──► [SRA/Regulatory Filters]
       │
       ▼
    [Grounded AI Response]
                  

    Data Sources: AI Playbook, Ethics Framework, LGA Guidelines, NHS/National Commission Reports, SRA AI Notices.

    Vector Search Architecture

    Architecting high-precision vector search using HNSW, IVF, and Flat indices. Expertise in optimizing distance metrics (Cosine/Euclidean), payload filtering, and dynamic indexing for sub-millisecond retrieval on local hardware.

    Agentic Orchestration

    Building autonomous stateful agent workflows using LangGraph and LangChain. Implementing tool calling, memory persistence, and dynamic routing loops.

    Guardrails & Evaluation

    Implementing hallucination detectors, PII redaction, and automated benchmark evaluation using frameworks like Ragas and TruLens to ensure safe responses.

    // Analytical Core

    Solutions & High-Performance Data Science

    Extending AI capability with rigorous statistical modeling, customer value segmentation, risk algorithms, and predictive intelligence from 15+ years in lead data scientist roles.

    Conversational AI Agents

    Custom chatbots tailored to enterprise knowledge bases, customer support routing, internal query resolution, and executive decision assistance.

    Predictive Harm & RG Modeling

    Production real-time behavioral models built for regulatory compliance (e.g., UKGC LCCP SR Code 3.4.3). Dual-engine architecture combining real-time behavioral flags with compliance scorecards.

    Customer Value Segmentation

    Machine learning monetization models calculating true LTV, optimal bonus thresholds, withdrawal eligibility tiers, and CRM personalization for high-scale gaming operators.

    Churn & Lapse Analytics

    Early warning detection systems utilizing survival models and time-series signals to flag lapsing customers prior to churn, triggering automated interventions.

    Advanced Data Visualisation

    Leveraging Python, Tableau, and Power BI to architect interactive data stories, performance dashboards, and predictive metrics tailored for commercial decision making.

    Modern Data Stack & MLOps

    End-to-end data pipeline orchestration using Python, PyTorch, Snowflake, Databricks, AWS SageMaker, Docker, MLflow, and Tableau/Power BI dashboards.

    UK Government AI Ethics Advisor