How to Use Nondeterministic LLMs for Building Robust Deterministic Applications

If you’ve followed my previous posts, you might be under the impression that I’m against large language models (LLMs). However, in the words of my mother, “I’m just kvetching!” The truth is, I’ve been a devoted fan of LLMs for quite some time and have successfully integrated them into multiple customer-facing products. So, why the …

The Astonishing Reasons Why Your LLM is a Bad Notetaker

We’ve all been there. You gather your team for a meeting, you make a bunch of decisions that lead to a series of follow-up action items. Then a week goes by, you meet again and nobody remembers what on earth you decided and none of the action items have been closed out. And right there …

Introducing Task-Oriented Multiparty Conversational AI: Inviting AI to the Party

The term “conversational AI” has been around for some time. There are dozens of definitions all over the internet. But let me refresh your memory with a definition from NVIDIA’s website. Conversational AI is the application of machine learning to develop language-based apps that allow humans to interact naturally with devices, machines, and computers using …

Generative AI – Prolific Copyright Infringer?

So, you might be wondering, “What makes this guy fit to pen an article about generative AI and copyright infringement?” I mean, I’m no copyright lawyer, nor do I moonlight as one on television. But I do bring a unique viewpoint to the table.  After all, I’ve dabbled in the music industry and have been …

Your Large Language Model – it’s as Dumb as a Rock

© Jason Flaks -Initially generated by DALL-E and edited by Jason Flaks Unless you’ve been living under a rock lately you likely think we’re entering some sort of AI-pocalypse. The sky is falling and the bots have come calling. There are endless reports of ChatGPT acing college-level exams, becoming self-aware, and even trying to break …

The Annotators Dilemma: When Humans Teach Machines to Fail

What does a machine learning model trained via supervised learning and a lion raised in captivity have in common? … They’re both likely to die in the wild! Now that might sound like a joke aimed at getting PETA to boycott my blog, but this is no laughing matter. Captive bred lions are more likely …

Voting is Just a Precision and Recall Optimization Problem

It’s hard to avoid the constant bickering about the results of our last election. Should mail-in voting be legal? Do we need stricter voter identification laws? Was there fraud in the last election? Did it impact the results? These are just a fraction of the questions circulating around elections and voter integrity these days. Sadly, …