Safety-critical operating context
Railway signalling operations, procedural discipline, fault awareness and practical engineering support in a safety-sensitive environment.
More than 18 years working in railway signalling at London Underground and Transport for London, together with independent software architecture and AI control and assurance development. The two experience streams are identified separately.
The professional history and the independent software programme are distinguished to avoid implying conventional commercial AI/ML employment.
Railway signalling operations, procedural discipline, fault awareness and practical engineering support in a safety-sensitive environment.
Architecture and implementation of independent AI governance and software assurance concepts, with tests and version-controlled engineering artefacts.
Technical analysis that accounts for faults, edge conditions, assurance evidence and reviewability rather than relying on confident output alone.
Potential relevance should be judged against the responsibilities of each role, not inferred from titles alone.
Engineering positions requiring disciplined analysis of complex operating environments and safety/reliability considerations.
Opportunities that value independent software prototyping, validation-oriented reasoning and practical evaluation design.
Work where high technical ownership, structured investigation and traceable software artefacts are relevant.
For an engineering role or technical collaboration, provide the position, responsibilities, work arrangement and expected evidence of competence. Relevant non-confidential experience can be discussed directly.