#artificial-intelligence

Articles tagged with #artificial-intelligence

Why can many AI systems perform sophisticated inference yet still behave as if they continuously forget what they already know?
SEED-012 PROBLEM Why can many AI systems perform sophisticated inference yet still behave as if they continuously forget what they already know? INSIGHT An intelligent system is not born when it "th
Jul 22, 20263 min read4
Why do AI systems with increasingly sophisticated models continue to produce mediocre or inconsistent results?
SEED-011 PROBLEM Why do AI systems with increasingly sophisticated models continue to produce mediocre or inconsistent results? INSIGHT A well-modeled, validated, and governed data lake often contri
Jul 20, 20263 min read3
Why are traditional systems able to store facts with precision, yet struggle to retrieve knowledge by meaning?
SEED-007 PROBLEM Why are traditional systems able to store facts with precision, yet struggle to retrieve knowledge by meaning? INSIGHT If SQL teaches you how to model relationships, vector database
Jul 10, 20262 min read6
Where does an AI model end, and where does an AI system truly begin?
SEED-006 PROBLEM Where does an AI model end, and where does an AI system truly begin? INSIGHT An AI Systems Engineer understands that the system is the entire state: data, software, models, infrastr
Jul 8, 20262 min read2
Why do so many systems appear to produce new information when, in reality, they only reorganize existing information?
SEED-003 PROBLEM Why do so many systems appear to produce new information when, in reality, they only reorganize existing information? INSIGHT Data is rarely created; it is usually transformed, filt
Jul 2, 20262 min read
From Generative AI in Education to AI Engineering: Why This Diploma Matters in My ML Systems & MLOps Journey
A reflection on learning, pedagogy, AI adoption, and the path from using AI tools to understanding and building AI systems.
Jul 1, 20266 min read6