ChatGPT as a Virtual Coding Assistant: Promises and Pitfalls

21

October

2023

No ratings yet.

One of the greatest strengths of ChatGPT is to write code in any coding language imaginable. Harvard Business Review argues that today there is no need for IT professionals to design and build new applications (Davenport et al., 2023). But how do I make use of ChatGPT as a coding assistant properly? What issues can I expect? How can ChatGPT be used for debugging and what potential does it offer when integrated directly into programming environments? Those are the questions I want to explore in this blog post.

ChatGPT on its surface is simple. If I ask it to write code that performs a certain task in a certain language I will receive a reasonably good answer. The suitability of the output code is primarily dependent on the quality of the prompt and the context of the coding problem provided. I need to make sure to formulate my problem statement clearly with all necessary context. To further improve the interaction, I ask ChatGPT to explain the code it writes and provide excerpts of my datasets and descriptions of relevant variables so it can tailor the code to the specific data structure. By doing this it can also use the correct variable names and support the first interpretation steps.

However, several pitfalls need attention. First, ChatGPT’s answers are constrained by token limitations, meaning a code snippet might get cut off if it’s too long. Second, there’s no guarantee the code will be syntactically correct or optimized for my specific environment. As ChatGPT as of today still has a knowledge cut-off in 2021, it may also use outdated practices. Therefore it can only serve as a starting point and always has to be improved upon.

Luckily, ChatGPT can not only help with writing code but is also a great tool for debugging code that has been tested in your specific coding environment. Most issues can be resolved by simply pasting the code and error message into ChatGPT and following the resulting recommendations.

Now imagine a future where ChatGPT or similar AI models are fully integrated into your coding environment. Real-time code suggestions, automated debugging, and even code optimization suggestions are all not far-fetched. This level of AI integration could overcome most of the pitfalls discussed earlier and dramatically alter the nature of coding, making it faster, more efficient, and even more accessible to those without formal programming education. What do you think? Let me know.


Davenport, T. H., Barkin, I., & Tomak, K. (2023, September 1). We’re All Programmers Now. Harvard Business Review. https://hbr.org/2023/09/were-all-programmers-now

Please rate this

Supercharging Your Second Brain with GPT: A Deep Dive into Knowledge Management

16

October

2023

No ratings yet.

In today’s world, information is abundant and easy to come by through web browsing, books, podcasts, and recently AI. We generally live in a world of information overload and the skill of structuring your own knowledge in an accessible and intuitive way may be just as important as acquiring the information in the first place. This is exactly where the concept of a “second brain” comes in, which has been explored in detail by Tiago Forte in his book “Building a second brain” (2022). A second brain is a fancy term for organized note-taking that is specifically designed for comprehensive knowledge management, organization, and long-term information retention. It aims to structure information systematically for easier retrieval and in-depth exploration usually utilizing simple note-taking apps such as Evernote or Notion.

One of the cornerstones of an effective second brain is the ability to summarize vast amounts of information concisely, which is exactly where ChatGPT comes into play. GPT, with its natural language processing capabilities, excels at the art of summarization. It can sift through lengthy articles, research papers, or reports and distill the core ideas into compact, readable summaries and tables that are easily editable and expandable. This proficiency in knowledge condensation makes GPT an invaluable tool for anyone seeking to populate their second brain with relevant insights from diverse topics without having to summarise them all by themselves.

Diving down rabbit holes has become easier than ever through GPT. Just by asking targeted questions, and following up for more detail, it is possible to get detailed answers on all topics from how to best interact with AI over how Blockchain works to the deepest intricacies of the Roman Empire.

To summarize, ChatGPT is the perfect tool to populate your second brain with interesting insights and follow your curiosity. Nevertheless, make sure to always take it with a grain of salt.


References
Forte, T. (2022) Building a Second Brain: A Proven Method to Organize Your Digital Life and Unlock Your Creative Potential

Please rate this