Data Strategy on Cognaptus https://cognaptus.com/tags/data-strategy/ Recent content in Data Strategy on Cognaptus Hugo -- 0.145.0 en-us Mon, 20 Apr 2026 00:00:00 +0000 When AI Knows the Map but Gets Lost on the Journey https://cognaptus.com/blog/2026-04-20-when-ai-knows-the-map-but-gets-lost-on-the-journey/ Mon, 20 Apr 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-04-20-when-ai-knows-the-map-but-gets-lost-on-the-journey/ A controlled shortest-path study shows why AI agents can transfer to new settings yet still fail when the task horizon gets longer. Scaling Smarter, Not Larger: Why Your AI Dataset Is Probably Wasting Money https://cognaptus.com/blog/2026-04-12-scaling-smarter-not-larger-why-your-ai-dataset-is-probably-wasting-money/ Sun, 12 Apr 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-04-12-scaling-smarter-not-larger-why-your-ai-dataset-is-probably-wasting-money/ A mechanism-first reading of MOSAIC, showing how scaling-aware data selection turns AI training data from a volume problem into a marginal-utility allocation problem.