hey, i’m imaad. i work on applied ai re...
Large language models have changed how we interact with technology, but they still come with a frustrating limitation: they forget . Whether it’s a long conversation, a multi-step task, or a large document, traditional LLMs struggle once the information exceeds their context window. This isn’t just an inconvenience it fundamentally limits their usefulness in real-world applications. MemGPT…
Paper Review: Why AI Systems Don’t Learn — and What to Do About It This paper by Emmanuel Dupoux, Yann LeCun, and Jitendra Malik argues that despite the success of modern machine learning, current AI systems do not truly “learn” in the way humans or animals do. The central claim is that learning in today’s AI is externalized. Data collection, curation, training, and evaluation are all handled by…
how ml projects really die.... Not with a crash. With a quiet feature flag. The AI model worked perfectly. 94% per cent accuracy. Clean confusion matrix. Beautiful loss curve. Everyone nodded in the meeting, the way people nod when the charts are pretty, and nobody wants to be the one to ask what happens when the data stops behaving. Three months later, it was silently disabled in production. No…