Spec Engineering
What AI-supported schools can teach us about agent specs
An illustrative design exercise: define the AI's task, the evidence of progress and the decisions that remain with a person.
Virginia Kalesic
Founder of AI Tech Magic. I build source-grounded assistants for manufacturers and review AI systems before production. Previously Head of AI/ML at Emerson's measurement business.
Prompting
Specification: the work before the prompt
Before choosing a model or polishing a prompt, define the task, context, boundaries and evidence of a good result.
AI Strategy
Why AI pilots stall before production
A convincing demo is a starting point. Production readiness needs defined boundaries, representative tests, source evidence and a named owner.