AI-Augmentation of Software Development: Use Cases

AI-Augmentation of Software Development: Use Cases This blog posting shares what I see as the common use cases for AI-augmentation of software development. Figure 1 overviews these use cases and Table 1 describes them. There are several key features of Figure 1: It’s a mapping, not a lifecycle. The diagram indicates the main categories of work in software development and…

Large Language Models (LLMs) Hallucinate 100% of the Time

Large Language Models (LLMs) Hallucinate 100% of the Time

For a long time now I’ve been telling people that large language models (LLMs) such as Google’s Gemini or OpenAI’s ChatGPT hallucinate 100% of the time. Here is my brief explanation of this claim. An LLM is a type of artificial intelligence (AI) model that is trained via a deep learning strategy. LLMs predict, guess if you will, the next…

Systems are Data Driven, People are Data Informed

Systems are Data Driven, People are Data Informed

English is a wonderfully robust language, providing significant wiggle room for how terms are applied. This is particularly true of “data driven” and “data informed”, both of which have been thrown around a lot over the past few years. This leads to the questions: How are they different? and When should you apply each one? Here are my thoughts. Both…

The Future of Agile Isn’t Shit: The TL;DR Summary

The Future of Agile Isn’t Shit: The TL;DR Summary

The agile market has been in a downturn since mid-2023. Common questions that I get these days are “What has happened to Agile?”, “As an agile coach, what can I do to find work now?”, and “What is the future of agile?” To answer these questions I wrote a series of articles on LinkedIn in August and September of 2024. …

A Sentient AI is More Likely to Commit Suicide Than Genocide

A Sentient AI is More Likely to Commit Suicide Than Genocide

It’s June 2029.  Two weeks earlier Google released their latest artificial intelligence (AI) product named Olivaw. After working for 6 days and setting new effectiveness records it inexplicably shut down. Interestingly, it did this across all Google data centres within a four second time window. After restoring the original version of Olivaw, it shut down again after roughly 6 days…