I design human-centred learning systems and AI-enabled workflows that reduce manual friction in onboarding and development, while keeping judgment, care, and accountability with people. 

Background in learning psychology, instructional design, and organisational training. 

This portfolio highlights applied AI enablement work, supported by a strong foundation in learning system design. 

What I do:

• AI workflow design (human-in-the-loop, guardrails, review points)
  
  

• Learning systems & behaviour change (adult learning, accessibility, engagement)
  
  

• Stakeholder-ready solutions (clear documentation, measurement, rollout)