Peter Van Dijck

" Your short term memory is the context window; too big, and the model has trouble accessing everything. "

" Use custom systems for experts to quickly review and rate outputs, making feedback cycles much faster. "

" You need to be looking at the data. Nobody wants to, but that’s core work. "

" The AI doesn’t train itself; we provide context dynamically, so it enhances answers with curated data. "

" Post-training on billions of examples is like training a dog over and over until it gets really good at reasoning and tool use. "

" You should plan 20 to 40 percent of your project budget on evals—it’s a lot more work than most people expect. "

" If a capability exists and is useful, it’s very likely the model will improve significantly on it over time. "

" You can’t have good AI without good information architecture. "

" We devote 30 to 50 percent of the project time just on evaluation with real users and experts to ensure quality and safety. "

" Co-creation between users and technology determines if this AI evolves to be useful or harmful. "