Career
Credentials are a beginning, not a labour-market strategy
Why employability increasingly depends on translating education into demonstrable skill, credible proof and useful outcomes.
1 July 2026
6 min
6 min
Articles, research notes and practical guides on AI, biology, professional rebuilding, publishing and credible work.
Why employability increasingly depends on translating education into demonstrable skill, credible proof and useful outcomes.
A practical framework for keeping sources, human judgement, validation and reproducibility visible when using language models.
Instead of automating everything, record repeated friction and rank opportunities by frequency, cost, risk and evidence.
The final stage of a book project should test trim size, margins, page numbering, image quality, spine clearance and barcode space as one system.