Thirty years of building machine intelligence into production.
We have shipped every wave of this technology into real systems, on real data, for real users. The technology kept changing. The discipline did not.
We started with statistical models more than thirty years ago. We moved into machine-learning-based predictive models. We ran natural language processing in production in its early days and fine-tuned it with human analysts before fine-tuning was a product feature. We worked with computer vision at scale on satellite imagery at BlackSky. Today the work is LLM-based and agentic at Agentic Consulting.
That arc matters for one reason. We have watched several waves of machine intelligence arrive, seen which deployments held and which collapsed, and we can tell the difference in your situation. The question has always been the same. Will this survive contact with real data and the people who have to use it.