AI Research Assistants Need a Source Trail, Not Just Citations
Citations are only the visible layer. Build AI research with source controls, audit records, review gates, and accountable handoffs.
Citations are only the visible layer. Build AI research with source controls, audit records, review gates, and accountable handoffs.
A practical guide to taking OpenAI computer use beyond the demo with safer credentials, approval gates, isolated browsers, and recoverable operations.
Structured Outputs reduce format failures, but reliable intake automation still depends on schema design, validation, model choice, and controlled handoffs.
Route AI work to the right OpenAI path for faster user experiences, reliable long-running jobs, lower batch costs, and clearer data governance.
OpenAI's Responses API guidance, tools, pricing, and Assistants sunset date make older internal AI helpers a migration issue with state, retrieval, and cost decisions.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010).