AI-assisted engineering, automation, and problem-solving: transforming complex manual processes into safe, scalable workflows.
I'm a Senior Product Specialist specialising in platform migration, configuration and technical problem-solving. My work increasingly sits at the intersection of systems analysis, data transformation, API integration and automation.
I enjoy investigating how complex systems behave, identifying where manual processes create bottlenecks, and building practical tools to solve those problems. Using SQL, scripting, APIs and AI-assisted development, I've independently designed and delivered migration and automation solutions that have processed thousands of production records and reduced substantial manual workloads to minutes.
I'm also studying towards a BSc in Computing and IT, building on a First-Class degree in Forensic Psychology and a CertHE in Computing and IT.
This site documents selected projects, technical investigations and experiments, including the challenges I encountered, the solutions I developed, and the approaches I use to validate results.
When I'm not building things, you'll usually find me studying, performing, dancing, making music, or diving into another entirely unrelated hobby simply because it looked interesting. If you'd like to see more of that side of me, take a look at the linked BecCreative site.
I have designed and built an AI-assisted automation platform for operational configuration, migration, validation and deployment activities. It replaces slow, repetitive manual processes with controlled workflows designed to improve consistency, traceability and operational safety.
Combining AI-assisted development, SQL, scripting, data transformation and validation tooling, the platform has grown from individual problem-solving tools into a reusable collection of automation capabilities, maintained through structured version control and continuous iteration.
The platform currently includes:
35+ automation tools and utilities
Multiple Claude Code skills and AI-assisted workflows
Configuration migration and cloning capabilities
Automated validation and QA tooling
Data extraction and transformation utilities
Change-management automation
Audit and compliance support tooling
Designed, developed and executed a reusable migration solution to transfer approximately 5,000 production zones between platforms, including geographic location data and car park boundary polygons. Combined SQL extraction, relational data mapping, transformation logic and API submissions to automate a process that would otherwise require extensive manual configuration.
Developed reusable SQL tooling to analyse relational dependencies and replicate complex operator configurations across environments. Automated repetitive configuration activities while improving consistency and reducing the manual effort required to recreate interconnected data structures.
Reverse-engineered complex charging behaviour, developed a calibration approach to address limitations in the existing configuration model, and built automated validation tooling to test pricing across hundreds of combinations and durations. Replaced manual trial-and-error analysis with a repeatable process for checking pricing accuracy and supporting deployment readiness.
Developed an automated workflow to transform operational configuration data into structured, machine-readable outputs. Automated data extraction, dependency mapping, duplicate consolidation and business-rule processing, with diagnostic reporting to flag cases requiring human review.
The workflow reduces the effort involved in generating configuration outputs, while identifying limitations in the existing source configuration sheet that currently require manual review and editing. These findings also highlight opportunities to improve upstream data capture and enable more complete end-to-end automation.
Production-facing automation incorporates appropriate safeguards, including:
✅ Automated validation
✅ Transactional execution
✅ Audit logging
✅ Rollback protection
✅ Row-count safety controls
✅ Version control and traceability
✅ Human review points
The objective is not simply to automate work, but to automate it in a controlled, repeatable, and auditable way.
The platform establishes a scalable foundation for:
accelerating migration and transformation programmes
reducing operational bottlenecks
improving data integrity
increasing delivery capacity
enabling repeatable high-volume configuration activities
Approximately 5,000 production zones migrated: A reusable migration solution processed zone data, geographic locations and car park boundary polygons between platforms.
2,000-zone backlog cleared in one afternoon: Automation replaced a substantial volume of repetitive manual migration work.
206 Birmingham NPP zones processed and validated in minutes: Automated processing reduced a workflow that could otherwise take weeks of manual effort.
By converting traditionally manual processes into governed automation workflows, operational effort can be redirected toward analysis, design, and delivery rather than repetitive execution.