Scale, automation and removal statistics are not an adequate defence when a platform enables and monetises a path to serious harm against children.
Ideas from the work
Thinking in public, grounded in practice.
Things I am learning, questioning, building and noticing at work and beyond it.
Hiring and workplace systems should distinguish poor effort from honest thinking, learning and thoughtful attempts that do not work the first time.
A personal reflection on ambition, usefulness, learning, stability, and choosing work that fits the life being built now.
Why useful AI systems begin with how skilled people handle intent, exceptions, validation, and judgment, rather than with a model choice.
An experiment in synthetic-data generation found that moving one decision from the prompt into code made the output more precise and the workflow faster.
Low-code creation is easy; visibility, testing, support, lifecycle control, and safe retirement are the harder enterprise design problem.
Translation validation shows why the right context often comes from structure, including the question, audience, subject and market, and why more context is not always better.
A personal reflection on declining a Python cookbook and watching AI change how a new generation begins learning to program.
Experiments with DOCX editing illustrate the difference between giving instructions and working directly with Python libraries and document XML.
A lighter note on the mix of delight and vigilance involved when powerful coding agents solve one problem and surprise you somewhere else.
A kitchen metaphor for breaking expert work into specialist roles, clear hand-offs, measurable standards, and responsible orchestration.
An early argument for code-first, API-driven systems that expose clean logic and data to intelligent agents rather than treating another interface as the final transformation.
Limiting access to frontier models may accelerate investment in local models, infrastructure and technological independence outside the United States.
These summaries lead to the original writing on LinkedIn.