Can a single developer, using AI tools, build a meaningful analytics platform over a dataset that would normally require a full data team? Over one weekend I harvested, cleaned, and analysed 124,655 KIMDIS procurement records — finding that 83.9% of awards, worth €1.14 billion, bypassed competitive tender.

Large Language Models are exceptional execution tools, but predicting language is fundamentally different from understanding it. As processing power hyper-concentrates upstream, the future of scale won't belong to those who own the data centers, but to the agile builders who use the compute to actually execute.