Agentic AI Solutions Architect

AI that works inside
the systems you already run

I build on Spring AI and the Model Context Protocol, connecting LLMs safely to core finance, ERP and legacy platforms. Decades of enterprise modernisation, and production code every day.

4,900+ Own commits since 2025
50+ Engineers led as CTO
100+ Projects Delivered
LedgerTools.java
@Component
public class LedgerTools {
  @Tool(description = "Open invoices for a supplier")
  List<Invoice> openInvoices(String supplierId) {
    return ledger.findOpen(supplierId);
  }
}
 
// exposed to the LLM over MCP, governed and audited
About Me

Legacy reach. AI-native delivery.

Few architects can do both halves of the job. I have spent decades modernising the mainframe, DB2 and ERP estates that enterprise AI now has to reach, and I run an AI-native engineering practice: agentic coding tools, MCP and custom agent skills across the whole delivery cycle.

Why Hire Me?

Most AI specialists have never worked inside a core banking, insurance or ERP system. I have spent my career there, and I now build the AI that connects to it: governed, auditable and in production.

Key Strengths

  • AI in production: MCP servers, LLM document extraction, AI/BI over finance data
  • CTO since 2011, built and led a team of 50+ engineers
  • Deep legacy reach: z/OS, CICS, IMS, DB2, AS400
  • ERP and finance integration, including Sage Intacct
  • Employee of the Year at Sapiens UK, seven consecutive years

Technical Expertise

Agentic AI

Spring AI MCP servers LLM integration Tool calling Multi-agent RAG Claude Code AI governance

Engineering

Java Spring Boot Python Rust TypeScript React Angular OAuth2 / JWT

Data, ERP & Legacy

SQL Server PostgreSQL DB2 Sage Intacct Power BI z/OS CICS IMS COBOL AS400
Services

Professional Services I Provide

From AI roadmap to production code

Agentic AI Solutions

Agents built on Spring AI and MCP that get governed, auditable access to your enterprise data and transactions.

  • Autonomous Agent Design & Architecture
  • LLM & MCP Integration (Spring Boot AI)
  • Secure, Scalable AI Pipelines
  • AI-driven Process Automation

CTO & AI Strategy

CTO experience since 2011, applied to your AI roadmap, architecture decisions, team upskilling and responsible-AI governance.

  • Agentic AI Roadmap Planning
  • AI Architecture Decision Making
  • Team Structure & Upskilling
  • Technical Due Diligence

Custom AI Development

AI added to the systems you already run. Existing business logic is wrapped as MCP tools and APIs instead of being rewritten.

  • AI-Enhanced Enterprise Applications
  • Legacy System Modernisation with AI
  • Secure System Integration
  • Performance & Scale Optimisation
AI in Production

Shipped, not slideware

Recent AI work running in real systems

Vehicle finance · MotoData

MCP server for a finance platform

A Spring AI MCP server that exposes the platform's dealer and finance-application domain to LLMs as tools. The model provider can be switched between local (Ollama) and cloud (OpenAI).

Expense & document signing

LLM invoice extraction

LLM-based OCR and structured data capture built into expense-management and document-signing platforms, replacing manual capture of invoices and receipts.

Finance · Sage Intacct

Financial data hub with AI/BI

Scheduled Sage Intacct ingest with deletion sweeps, budget APIs and an AI/BI query endpoint. About 90 REST endpoints, supporting the move from a legacy ERP to Sage Intacct.

Engineering practice

Agent skills that encode standards

Reusable agent skills for Spring Boot APIs, Figma-to-Spring wiring, Intacct implementation and migration quality gates, so agents build to the house standard by default.

Experience

Work Experience

From mainframe to MCP

Founder & Principal Agentic AI Architect

2025 - Present

ASEA-TECH

Taking AI from idea to production for clients, from roadmap and architecture decisions through to working code: MCP servers, LLM document extraction, and AI/BI over Sage Intacct finance data. Advising leadership on AI roadmaps, team upskilling, responsible-AI governance and technical due diligence.

Spring AI MCP LLM integration Sage Intacct Claude Code

Engineering Manager & CTO

2011 - Present

HL Software

Built and led a team of 50+ engineers, many hired as graduates. Lead architect and principal developer on an enterprise finance and operations platform suite (2022 to present): core platform, construction-industry payments, treasury cash allocation, a central OAuth2 authorisation server, and budget, expense, reconciliation, vendor and travel systems. Also delivered for FNB, Efficient Group, SSG, AfriForum, Flutter, RXLive and MDU, and led IDSCAN, a machine-learning app that identifies cattle by nose print.

Java Spring Boot React SQL Server Azure AD Flowable

CTO & Senior Consultant

2003 - 2011

JMR Software

At Santam, integrated legacy applications into the Sapiens P&C suite through EntireX (Natural/Adabas), with a J2EE front end and JBoss SOA. At Spoornet (Transnet), turned COBOL CICS and IMS/DC transactions into webMethods services and built mission-critical Java applications on z/OS, SAP R/3 and Oracle.

JBOSS SOA Java EJB XML AS400 DB2 Linux

Product Manager & Senior Consultant

1996 - 2003

Sapiens UK

EMEA Product Manager responsible for technical pre-sales across Europe, Middle East, and Africa. Built POC projects, conducted presentations, and served as technical liaison with Sapiens Labs in Israel. Team leader at Guardian Insurance on what was then Western Europe's largest development project. Employee of the Year, seven consecutive years.

Product Management Pre-sales Legacy Integration Technical Architecture

Earlier Career

1989 - 1996

IBM South Africa · United Tobacco · Transnet Datavia

IBM South Africa, Senior Consultant: Sapiens/DB2 tuning, stress testing and DBA training for Spoornet, Volkswagen SA, SAMCOR, Southern Life, Momentum, Sanlam and ABSA. United Tobacco, Analyst / Programmer: financial stock-control system in RPG400. Transnet Datavia, Analyst / Programmer: IDMS, IMS and Sapiens DBA. First in South Africa to interface Sapiens with DB2.

DB2 IMS/DC CICS AS400 Sapiens
Industry Experience

Industries I've Worked In

Delivering solutions across a wide range of sectors

Insurance
Banking
Health Care
Transport
Logistics
Travel
Infrastructure & Construction
Financial Services
Contact

Let's Build Something Intelligent

Ready to bring Agentic AI into your business — securely and at scale? Get in touch today.

Get In Touch

I'm available for Agentic AI consulting, CTO advisory, and custom AI-integrated development projects. Let's apply decades of IT experience to your next intelligent solution.

Location

South Africa