Geospatial AI has moved well beyond mapping. Satellite and aerial imagery now feeds models that detect infrastructure change, monitor environmental conditions, assess damage after events, track development, and support intelligence workflows. These models learn from annotated imagery, and the annotation is unlike most other computer vision work: the objects are small, the imagery is enormous, […]

Financial crime compliance has a structural problem that automation has changed but not solved. Transaction monitoring systems generate enormous alert volumes, the large majority of which are false positives, and every alert has to be reviewed by someone because the consequences of missing a real one are regulatory and severe. Adding AI to this has […]

Every platform that hosts user content or deploys generative AI eventually builds a trust and safety function, usually later than it should have. The trigger is typically an incident: something harmful published, a regulator's letter, or press coverage. What gets built in a hurry after an incident tends to be a moderation queue, which addresses […]

Most annotation procurement focuses on two things: can the vendor do the work, and what does it cost. A third factor predicts outcomes better than either, and buyers rarely ask about it directly. That factor is the delivery model: how the work is staffed, how it is reviewed, and where it runs. Two providers quoting […]

A model that performed well at launch will not necessarily perform well six months later, and the decline is rarely announced. Nothing errors. No alert fires. The system continues producing confident output while quietly getting worse, and the problem surfaces through customer complaints or a bad decision rather than through monitoring. This is one of […]

Every generative system deployed to real users will be probed by some of them. Some probing is curiosity, some is mischief, and some is deliberate attack. The systems that hold up are not the ones with the most guardrails but the ones whose guardrails were tested by people actively trying to defeat them before launch. […]