Can an LLM Teach You How to Make Chocolate? | #PodSaveChocolate Ep 132

Can an LLM Teach You How to Make Chocolate?  | #PodSaveChocolate Ep 132

Episode 132 of #PodSaveChocolate was inspired by a post in the r/chocolate sub on Reddit. Let’s take a look at what the OP (referring to ChatGPT “advice”) posted, how the community responds, and then ask other LLMs and ChatGPT to chime in and explore what LLMs can teach us about making chocolate.

When and Where to Watch

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The stream airs LIVE at 11:00 PDT/MST (12:00 MDT, 1:00 CDT, 2:00 EDT), on Tuesday, July 8th, 2025.

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Episode 132 Overview

My experience using LLMs (e.g., ChatGPT, Google Gemini) to answer questions about making chocolate is that they’re a lot like Goldilocks and the Three Bears, where most of the answers are either “too cold” (sparse) or “too hot” (overwhelming) ⋯ only very rarely are they just right.

This episode of PodSaveChocolate was inspired by a post in the r/chocolate subreddit.

The TL;DR — No. LLMs cannot teach you how to make chocolate. At best they can give you an overview of the process.

And - be careful, which LLM you use, the prompt you use, the “mode” the LLM is in, and even the interface to the LLM all influence the “answers” you will get.

In this episode of #PodSaveChocolate we will continue to explore the limits ⋯ and quirks ⋯ of LLMs when it comes to exploring topics in chocolate.

Goldilocks and the Three LLMs

In this episode I query three LLMs (ChatGPT, Gemini, and Mistral) using four different vectors, or points of entry.

This is the prompt I used for each LLM:

I want to make 1 kilo of milk chocolate from already fermented and dried cocoa beans. What are the steps? What equipment do I need? What is a good recipe?

In particular, I am going to point out how two different vectors into ChatGPT, one via a third-party and the other direct, return very different results. I am also going to show how Gemini generates two very different responses based on how you “engage” it.

The results represent very different philosophies about how the designers think about the nature of human-LLM interaction and how the “conversations” are mediated and moderated.


Why?

Because what you ask (the “prompt”), which LLM you ask, and the vector you use to get answers, all matter.


More “Answers” and other resources

My Position On AI Tools and TheChocolateLife
AI tools are becoming increasingly capable and prevalent. As a publisher, there is enormous pressure on me to use AI tools to generate content ⋯ bigger, “better,” faster, and more. In this post, I will share how AI tools are used when producing posts and images for publication on TheChocolateLife.
Examining Tony’s Open Chain: Is This a Good Use of AI? | #PodSaveChocolate Ep 126
Episode 126 of #PodSaveChocolate features an exploration of using Gemini to summarize Tony’s Open Chain Report for the 2023-2024 reporting year. Is this a good use of AI? What can we learn from Gemini’s analysis? What are the limits? Is anything missing? Can Gemini be trusted? [updated]
Exploring Tony’s “Open” Chain | #PodSaveChocolate Ep 124
Episode 124 of #PodSaveChocolate is an exploration of Tony’s Open Chain, searching for answers to, among other questions, “How ‘Open’ is Open?”

Questions?

If you have questions or want to comment, you can do so during the episode or, if you are a ChocolateLife member, you can add them in the Comments below at any time.


Episode Hashtags and Socials

#Reddit #LLM #ChatGPT #GoogleGemini #Mistral
#cocoa #cacao #cacau
#chocolate #chocolat #craftchocolate
#PodSaveChoc #PSC
#LaVidaCocoa #TheChocolateLife


Future Episodes

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None scheduled at the time this was published.

#PodSaveChocolate and #TheChocolateLifeLIVE Archives

To read an archived post and find the links to watch archived episodes, click on one of the bookmark cards, below.

Pod Save Chocolate Calendar and Archive
News, views, and conversations on topics in cocoa and chocolate streamed live to YouTube, LinkedIn, and Facebook. #PodSaveChocolate!
#TheChocolateLifeLIVE Archive
News, views, and conversations on topics in cocoa and chocolate streamed live to YouTube, LinkedIn, and Facebook.
PodSaveChocolate
Hosted by Clay Gordon, the creator and moderator of TheChocolateLife.com, #PodSaveChocolate covers a wide variety of topics in the worlds of cocoa and chocolate. The video versions of this podcast are hosted and archived on YouTube, LinkedIn, and Facebook. Click on the PodSaveChocolate link in the top nav on TheChocolateLife for the links to the post accompanying each episode.

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