Musings from the Bath

picture of a whale from the article about whales mentioned towards the bottom of the post.

There is a bit of fiction within the Star Trek universe, that really made an impact of me.  It is tied into the prime directive:

The Prime Directive in Star Trek, also known as General Order 1, is a fundamental principle of the United Federation of Planets. It prohibits Starfleet personnel from interfering with the natural development of alien civilizations. Specifically, it forbids: Interference with Pre-Warp Civilizations: Starfleet cannot reveal its presence or provide advanced technology to civilizations that have not yet developed faster-than-light (warp) travel. This is to prevent cultural contamination and ensure that societies evolve naturally. Interference in Internal Affairs: Starfleet is not allowed to intervene in the internal political, social, or economic matters of any society, even if the civilization is warp-capable.

This is a directive that is often dismissed in the heat of an episode (particularly by Captain Kirk)… but in one movie, Star Trek II: The Wrath of Khan, it shows up as a crew of a science vessel is having a damn hard time finding a planet that has absolutely zero life on it.  This concept, when we live in world view where people wonder if life exists anywhere else at all in the universe, was extremely captivating  to me.

So I sat in the bath this morning, and watched as tiny and fleeting whirling vortexes formed when i lower my arms quickly into the water.  I wondered if there was microscopic life in the water that has been doing it’s thing in this newly created body of water – maybe organizing, reproducing, eating – that had just been swirled into a chaotic storm. I wondered, if this microscopic stuff, might have thought something like “what the?” as everything was displaced around it.  Which made me think of language.

I asked Alexa (yes I have an device in my bathroom – one with a nice speaker of course): What is the most primitive life form that we know has a memory.  I asked this, because I thought that proving one has memory, proves some organization of thought – at least to me.  I’ll accept arguments of course.

So the answer is slime mold; which to be honest is a much more primitive life form than I was expecting the answer to be. Turns out that these single-celled organisms can remember their way through mazes, and anticipate changes in temperature and light if they happen in a pattern. They do not have brains or even a nervous system.  Other tiny primitive organisms that show memory include bacterias, ciliates and other more complicated, yet distinctly un “animal” like, plants and fungi.

So, AIs are using what is called a Large Language Model to appear intelligent.  These break down vast amounts of training data to analyze what tiny bit of language is the most likely bit to come next.  For example, if I write:

Hello, how are

Just as your phones some predictive text so you don’t have to text as many letter  – you can see the most likely word could be

you?

If you are told that the person speaking is a 35 year old person who works at the zoo taking care of parrots and they are speaking to there coworker as they change shifts (changing the query) you might still guess

you?

or you might think

the parrots?

Of course, GPT 4o is a blabber mouth by default so when I ask it to finish the sentence

Hello, how are

It says

you doing today? I hope you’re having a great day! 😊

When I give it the query that I mentioned about, with the speaker being a parrot caregiver at the zoo, it responds:

you? I hope your shift went smoothly—any updates or things I should know about the parrots today?

Demonstrating its politeness and verbosity.

Anyway, back to my bath, I am scrubbing up, thinking about whether I think, therefore, I am – only because I have a runaway LLM running inside of my head. Blah blah blahing at me – and I have a chemical system that remembers things.  I remember myself blabbing.  I remember conclusions I have come to.  I remember patterns.  I remember grudges and fondnesses. (sometimes I can’t quite remember why I like or dislike someone  – but I know I do.  Similarly, I might not remember what happens in a book, but I can tell you if I really liked it. This will come in handy for retirement rereads.)

I remember me.

“If You Think You Can Hold a Grudge, Consider the Crow”  New York Times Article. 

[side note – did you know you can read the NYTimes as a person with an .edu email address?]

Do Animals who use sounds to communicate use a small or midsized language model?  To be sure, a chemical one.  As we as humans may be using a chemical LLM?

Did you hear about the whales yet?

I’m going somewhere with all of this.

I promise.  But I won’t be finishing these thoughts in today’s blog.

Maybe my LLM can interact with your LLM and we can make some new ideas together?

Oh – and to tie things up a bit.  If I had never drained my bath, would something eventually have crawled out of it, wondered about the planet and started a new civilization?  We will never know, because similar to what Captain Kirk may have done, I pulled out the drain when I was finished.

Oh – and definitely check out the NotebookLM podcast generated based on this post.

 

“It’s like AI is making us look in the mirror” 

 

More reason to think about how we use the internet

I was asking GPT about a trip to the Grand Canyon as a part of a demonstration today, and I didn’t read what it actually responded at the time.  I was just closing open tabs in my browser,  and I read a bit of it before closing the tab and after the usual travel tips like use flexible travel dates, consider alternative airports, take budget airlines… the last one really got my attention:

“Clear your cookies: Some airlines and flight comparison websites use cookies to track your browsing history and raise prices if they see that you’re interested in a particular route. Clearing your cookies can help you avoid this price hike.”

I knew that my interest in a particular destination was noted – as my browser will become crowded with ads about the place I was investigating, but it never occured to me that the would start offering me higher costs just because it knows I want to go there.

That is like knowing that a car that is approaching your gas station is runing on no gas, and raising the cost just before you coast into the station.

decorative image of a plane on a runway with dollar signs on the ground.

Quick GIT instructions (but I recommend using GIT Desktop – cause I like GUIs)

title image – mostly decorative

Mini Lecture: Using Git and GitHub in the Terminal for Windows, Linux, and macOS

1. Initial Setup

  • Install Git: Ensure Git is installed.
    • Windows: Download from git-scm.com and follow the installer.
    • Linux: Run sudo apt install git (Debian/Ubuntu) or sudo dnf install git (Fedora).
    • macOS: Use brew install git if Homebrew is installed or download directly from git-scm.com.
  • Configure Git: Set your global username and email:
    git config --global user.name "Your Name"
    git config --global user.email "your.email@example.com"
  • Set Up Authentication with SSH:
    • Generate an SSH Key:
      ssh-keygen -t rsa -b 4096 -C "your.email@example.com"

      Follow the prompts and press Enter to accept the default file location.

    • Add the SSH Key to the SSH Agent:
      eval $(ssh-agent -s)
      ssh-add ~/.ssh/id_rsa
    • Add Your SSH Key to GitHub:
      1. Copy the public key to your clipboard:
        cat ~/.ssh/id_rsa.pub | pbcopy  # Use 'xclip' or manual copy on Linux
      2. Go to GitHub SSH settings and add a new SSH key.
    • Test the Connection:
      ssh -T git@github.com

2. Cloning a Repository

To work on an existing project, clone the repository:

# Replace with your repository URL
git clone https://github.com/username/repository.git

Or, if using SSH:

git clone git@github.com:username/repository.git

Navigate into the project directory:

cd repository

3. Basic Git Workflow

  • Check the status of your repository:
    git status
  • Stage changes (add files to the staging area):
    git add .  # Stages all modified files
    git add filename.ext  # Stages a specific file
  • Commit changes with a message:
    git commit -m "Your commit message"
  • Push changes to GitHub:
    git push origin main  # Replace 'main' with the appropriate branch name

4. Creating a New Repository

  • Initialize a new repository:
    git init
  • Connect to a remote GitHub repository:
    git remote add origin https://github.com/username/new-repository.git

    Or, if using SSH:

    git remote add origin git@github.com:username/new-repository.git
  • Add and commit your initial project files:
    git add .
    git commit -m "Initial commit"
  • Push to GitHub:
    git branch -M main  # Ensure the branch is named 'main'
    git push -u origin main

5. Branching and Merging

  • Create a new branch:
    git checkout -b new-branch
  • Switch between branches:
    git checkout main
  • Merge a branch into your current branch:
    git merge new-branch

6. Handling Merge Conflicts

If you encounter merge conflicts:

  • Git will mark conflicts in your files. Open the files in a text editor and manually resolve the conflicts.
  • Once resolved, stage the changes:
    git add resolved-file.ext
  • Commit the merge:
    git commit -m "Resolved merge conflict"

7. Pulling Updates

To keep your local repository up-to-date with the remote:

git pull origin main  # Replace 'main' with your branch name

8. Additional Useful Commands

  • View commit history:
    git log
  • Undo the last commit (without losing changes):
    git reset --soft HEAD~1
  • Remove files from the staging area:
    git reset filename.ext

Summary

This mini lecture has outlined essential commands for using Git and GitHub across Windows, Linux, and macOS. Remember to commit often, write meaningful commit messages, and stay consistent with Git best practices.

 

concluding slide image – mostly decorative that restates text 

Researcher? Apply to utilize Empire AI

Dear Stony Brook Faculty and Researchers:

Earlier this spring, New York State and six academic partners, including the State University of New York (SUNY), committed to create Empire AI*, a GPU supercluster for AI and high-performance computing academic research. Stony Brook faculty member Dr. Robert Harrison is serving as the interim director of Empire AI and can be a useful resource to faculty interested in exploring this resource. An early version of Empire AI’s research computing instrument, called “Alpha,” is coming online by early November 2024. The hardware specifications for Alpha are outlined at the end of this email message. While the ultimate Empire AI instrument will far outstrip Alpha’s specifications, our research communities can now start to use this shared resource. Alpha, should enable Stony Brook to do research we otherwise could not with existing resources.

Empire AI Consortium, Inc. welcomes SUNY  faculty and researchers to request time to run a research project using Alpha.
  • HOW: Please submit brief work order requests (WORs) to Empire AI via this secure online form. This short form asks for a paragraph description of your research project and five questions about your resource needs.
  • WHEN: You may submit your work order request starting October 3 through October 31, 2024. When you submit WORs within this time window has no bearing on when and whether the project is run on Alpha.
  • WHAT: Research compute jobs can be of any CPU/GPU-scale and duration, given the hardware specifications, guidelines, and context below.
  • WHY EARLY ADOPTERS: Alpha will be in start-up mode during its initial months of operation, meaning early users will be expected to help work out configuration issues, and ensure the necessary software is installed.
Here are some further guidelines and context:
  • Empire AI will allocate resources for this initial phase of Alpha following these operating principles: To achieve equity of usage across the six academic systems sharing the instrument, and to maximize utilization of Alpha’s capacity.
  • Priority will be given to projects that best harness the capabilities of Alpha.
  • Depending on the total number of work orders submitted by any one academic institution and the distribution of work orders submitted among institutions, Empire AI may ask a university to prioritize its corresponding work order requests, following whatever procedure that academic institution chooses.
  • When considering appropriate research data for use of Alpha, note that Alpha is neither HIPAA nor NIST-800-171 compliant.
  • Empire AI expects to make Alpha available in this fashion for about one year (i.e., through approximately November 2025), subject to change with notice to the user community.
Consider this call for Empire AI WORs as just the first one. There may be subsequent calls as we gain more experience in using Alpha after this start-up phase. The process for soliciting work orders may change as well.

Finally, it is through the generosity of the Simons Foundation and its Flatiron Institute that Empire AI can so rapidly provide access to an initial instrument for our shared research use.  Through these means, there are no institutional or user fees for running compute jobs on Alpha.  We are piloting Alpha to understand user demand, usage patterns, classes of users, and types of jobs and workloads. Empire AI and Stony Brook University will use our collective experience with Alpha to plan user fees and resource allocation for future builds of Empire AI.

If you have any questions, please contact Robert Harrison at Robert.Harrison@stonybrook.edu.

Please consider submitting a work order to take advantage of this opportunity. I sincerely hope that Stony Brook alone overwhelms the Alpha system, but in any case it will help us understand the need for this and additional GPU resources.

Kevin Gardner
Vice President for Research
Stony Brook University
kevin.gardner@stonybrook.edu
O: 631.632.7932 | M: 603.767.4654 |


Empire AI: Alpha Hardware Specifications

12 HGX Nodes

  • 8 H100 80GB GPUs
  • 10 400Gb/s ConnectX-7 NIC Cards (8 for IB and 2 for Ethernet)
  • 30TB NVMe caching space
  • 2TB of system memory
Non-blocking NDR fabric cabled for rail configuration
  • 8 network switches, 96 optical connections
4 service nodes
  • 2 login nodes and 2 cluster management nodes (NVIDIA Base Command with licenses for all gear)
2PB of DDN Storage
  • 4 x 720TB Flash storage (home directories, training data, snap shots)
*Empire AI Consortium, Inc.’s purpose as a non-profit corporation is to develop and oversee a shared high performance computing facility that will promote responsible research and development, including the advancement of the ethical and public interest uses of artificial intelligence technologies in New York.

GitHub Desktop – Accessibility Release Notes

Accessibility

Resize table columns via the keyboard

A new command, list.resizeColumn, enables you to resize columns by using the keyboard. When you trigger this command, select the column you want to resize and provide a percentage of the width you want to set. The following video shows how to apply this to resize a column in the Keyboard Shortcuts editor.

Screen reader support for synthesizing chat responses

We’ve updated the accessibility.voice.autoSynthesize setting to enable screen reader users to opt in to hearing chat responses announced by our synthesizer, instead of getting aria alerts.

Debugging improvements

When you’re debugging with the focus in an editor, invoking the Debug: Add to Watch command now announces the variable’s value for screen reader users.

Additionally, the Debug accessibility help dialog was improved for better thoroughness.

How to Tell the Chat GPT: Privacy Please!

a privacy sign hanging from a door knob

 

To opt out of using your data to train Chat GPT:

Go to Settings

image of settings location

Click on Data Controls

image of settings menu

Click on “Improve the model for everyone” and set it to off.

Image of the prompt that asks you if you really want to not help the model train.

ALTERNATIVELY:

You can go to this website, and click on the button in the upper right that says “Make a Privacy Request”

Note that Enterprise ChatGPT has privacy enabled by default.

“You can access the privacy portal for ChatGPT services by visiting OpenAI’s Privacy Policy page. This page provides information on how your data is handled, including collection, usage, and your rights regarding your information. If you’re looking for specific privacy settings or options to manage your data, they are generally outlined in the policy itself or via account settings within the OpenAI platform.”

 

image of the options inside the privacy portal.

Here you can also Request a copy of the data, delete your account and make a ChatGPT Personal Data Removal requests.

You should absolutely avail yourself of these settings if you are using this for work where you are loading up sensitive information. We work with FERPA (Family Educational Rights and Privacy Act) data, HIPAA (Health Insurance Portability and Accountability Act) data and research data here at the university and need to be careful.

 

Services for businesses, such as ChatGPT Team, ChatGPT Enterprise, and our API Platform

“By default, we do not train on any inputs or outputs from our products for business users, including ChatGPT Team, ChatGPT Enterprise, and the API. We offer API customers a way to opt-in to share data with us, such as by providing feedback in the Playground, which we then use to improve our models. Unless they explicitly opt-in, organizations are opted out of data-sharing by default.

Please see our Enterprise Privacy page for information on how we handle business data.”

 

 

 

Gemini – “Study Smarter with Gemini” and Google Maps

I opened up Gemini today to this:

Test your knowledge with interactive quizzes Ask Gemini to quiz you on a topic, and get instant feedback on your answers Learn from textbooks with Gemini Access material from OpenStax textbooks by typing “@OpenStax” within your prompt

I mean – who hasn’t been using AI for self help issues with quizzes already??  But let’s see  what the OpenStax “extension” is like.

The first thing I notice when starting to type @OpenStax, is that there are  a lot of other options popping up as soon as I type the “@”.

list of different option available for prefixing with @, including, google tasks, gmail, google docs, google drive, google flights, google hotels, google maps, youtube, and openstax, also a disabled option for youtube music.

I decided to jump on the OpenStax extension with something on the difficult side and it returned a failed query, but then still made some good suggestions.

“@OpenStax what textbooks do you have for pharmacology?

I couldn’t find any specific pharmacology textbooks from OpenStax. However, they do offer a wide range of free, high-quality college textbooks on various subjects, including biology and chemistry, which are closely related to pharmacology. You may find relevant information in these textbooks that can help you understand pharmacological concepts.

Here are some OpenStax textbooks that might be helpful:

  • Biology 2e
  • Chemistry 2e
  • Organic Chemistry 2e
  • Principles of Biology

You can find these textbooks and more on the OpenStax website: https://openstax.org/

and then it made some lovely suggestions about how to more appropriately use the @OpenStax query:

While I wasn’t able to use @OpenStax to help with this, here are some of the textbooks that you can use to to get responses with links to relevant peer-reviewed textbook content:

  • Math
    • Algebra and Trigonometry “@OpenStax learn about exponents”
    • Precalculus “@OpenStax what’s a trigonometric function?”
  • Science
    • Biology “@OpenStax is cell membrane selectively permeable”
    • Chemistry “@OpenStax explain covalent and ionic bonds”
    • Physics “@OpenStax what’s newton’s law of gravitation”
  • Humanities
    • US History “@OpenStax what was the importance of canals in the US in the early nineteenth century”
    • World History “@OpenStax teach me about the Byzantines”

You can see all of the subjects available with @OpenStax by visiting this page.”

So I asked:

“@OpenStax what is the relevance of low bridges on the parkways of long island in relation to racial issues.”

And here is the response:

The low bridges on the parkways of Long Island have been a subject of controversy due to their alleged discriminatory design. It is believed that Robert Moses, the master planner behind the parkways, intentionally designed the bridges to be too low for buses to pass underneath. This, in turn, prevented people who relied on public transportation, many of whom were minorities and lower-income residents, from accessing the beaches and recreational areas accessible by the parkways.  

This design choice is seen as a form of systemic racism that aimed to exclude certain groups from enjoying the benefits of these public spaces. By making it difficult for minorities to reach these areas, Moses effectively segregated the parkways and beaches, reinforcing racial inequalities in the region.  

While there is no explicit written documentation confirming Moses’ intent, the evidence, including the unusually low height of the bridges and the historical context, strongly suggests that the design was intended to be discriminatory. This revelation has sparked discussions about the legacy of Robert Moses and the need to address the historical and ongoing effects of systemic racism in urban planning and infrastructure.

Key points related to the low bridges and racial issues:

  • Intentional design: The bridges were designed to be too low for buses to pass underneath, preventing people who relied on public transportation from accessing the beaches and recreational areas.  
  • Systemic racism: This design choice was seen as a form of systemic racism aimed to exclude minorities and lower-income residents from enjoying the benefits of these public spaces.  
  • Historical context: The design of the bridges occurred during a time of racial segregation and discrimination in the United States.  
  • Legacy of Robert Moses: The controversy surrounding the low bridges has led to discussions about the legacy of Robert Moses and the need to address the historical and ongoing effects of systemic racism in urban planning and infrastructure.

It’s important to note that while this information is widely accepted, some argue that the low bridges were simply a result of engineering constraints or design aesthetics, rather than an intentional act of discrimination. However, the overwhelming evidence suggests that the design was indeed a deliberate attempt to exclude certain groups from the parkways and beaches.”

I’m not sure how that relates to OpenStax, as the links point to other sources.

If I ask Chat GPT the same question, without the OpenStax prompt I get:

The issue of low bridges on Long Island’s parkways has a significant historical connection to racial and socioeconomic issues, particularly as it relates to urban planning and segregation. According to a widely accepted account by urban planner and historian Robert Caro in his biography of Robert Moses, “The Power Broker,” Moses, who oversaw the design of many of New York’s public works, intentionally designed overpasses on the Southern State Parkway to be too low for buses to pass under. This design was allegedly aimed at preventing buses, which were more likely to carry poorer individuals and racial minorities from New York City, from accessing the public beaches of Long Island, which Moses wanted to reserve for wealthier, predominantly white suburban residents who could afford a car.

This form of infrastructure design is an example of how urban planning can enforce racial segregation without overtly violating laws pertaining to racial discrimination. It effectively limited access based on socioeconomic status and race, as poorer African American and minority communities often relied more on public transportation than wealthier, white communities. This practice is often cited as a form of structural racism, where urban planning decisions contribute to systemic inequalities.

Although the direct evidence of Moses’s intentions has been debated among historians, the story has become a significant point of discussion regarding how infrastructure can perpetuate racial and socioeconomic inequalities. It serves as a case study in how transportation policy and urban planning can affect accessibility and equality in seemingly indirect but profoundly impactful ways.”

Note the the Gemini does give you the citations, which is nice for us as higher education peeps.

Also, when I ask GPT:

Do you integrate with Open Stax?
ChatGPT said:
ChatGPT

As of now, I don’t have the capability to directly integrate with external databases or resources like OpenStax in real-time. However, I can definitely help you understand and utilize OpenStax resources by providing information, summarizing content, or guiding you on how to access and make the most out of their textbooks and educational materials. If you have specific questions or need help with content from OpenStax, feel free to ask!

So maybe – not such a new thing per say.

Since I saw those additional Extensions… let’s try one of those out.

@Google Maps can you show me a picture of the vanderbuilt planetarium?

 

Here’s a picture of the Vanderbilt Planetarium:

It’s located at 180 Little Neck Rd, Centerport, NY 11721, and is part of the Vanderbilt Museum. You can find more information about the planetarium and its hours of operation on their website: https://www.vanderbiltmuseum.org/

Would you like to know more about the Vanderbilt Museum or planetarium, or are you looking for something else?’

screenshot of map
It displays a fully functional/interactive google map of the planetarium – this is just a screen shot of it:

what other prompts do you suggest when trying out the google maps extension?

Prompt Ideas for the Google Maps Extension

Here are some prompts you can try with the Google Maps extension:

Basic Requests

  • “Find the nearest coffee shop”
  • “Show me a map of [city, state, country]”
  • “Give me directions to [address]”
  • “What’s the weather like in [location]?”

Specific Requests

  • “Find restaurants near [location] that serve [cuisine]”
  • “Show me hiking trails in [national park]”
  • “Find hotels in [city] that are pet-friendly”
  • “What are the top-rated tourist attractions in [city]?”

Creative Requests

  • “Plan a road trip from [start location] to [end location]”
  • “Find scenic drives near [location]”
  • “Show me places to visit for a weekend getaway”
  • “Find hidden gems in [city]”

Remember: The more specific your prompt, the more accurate and helpful the Google Maps extension’s response will be. Feel free to experiment with different keywords and phrases to see what works best for you.

Would you like to try another prompt?

 

AI still wowed me today

So – if you follow what I write, you know that I have a little obsession with what AI can do with just your course syllabus.   Well check this out:

I went to https://notebooklm.google.com/

Then I pasted the text from my colleague’s syllabus, entered the Notebook Guide and asked it for an Audio Overview.   That is all.

 

Mind Blown.

 

When GPT makes me laugh and laugh…

A strawberry with two R’s

https://chatgpt.com/share/50375a02-92cf-4be3-875b-cc8c0a74af21

Here is the chat:

You are a top level computer that takes it’s time in data analysis – giving incredibly thoughtful answers to questions about words.
ChatGPT said:
ChatGPT

It sounds like you’re describing a system that prioritizes deep analysis and precision in understanding and defining words. Such a system would be highly effective at exploring nuances in language, ensuring that every detail is carefully considered before providing an answer. This approach might involve cross-referencing multiple sources, analyzing context, and even considering the historical evolution of a word’s meaning to provide the most accurate and insightful response. Would you like to dive into a specific word or concept with this level of detail?

4o

You said:
I want you to tell me how many letters are in the word “strawberry” and how many of each letter there is.
ChatGPT said:
ChatGPT

The word “strawberry” has 10 letters in total. Here’s the breakdown of how many times each letter appears:

  • S: 1 time
  • T: 1 time
  • R: 2 times
  • A: 1 time
  • W: 1 time
  • B: 1 time
  • E: 1 time
  • Y: 1 time

So, the letter counts are:

  • S: 1
  • T: 1
  • R: 2
  • A: 1
  • W: 1
  • B: 1
  • E: 1
  • Y: 1

4o

You said:
Tell me the same break down for the word “berry”
ChatGPT said:
ChatGPT

The word “berry” has 5 letters in total. Here’s the breakdown of how many times each letter appears:

  • B: 1 time
  • E: 1 time
  • R: 2 times
  • Y: 1 time

So, the letter counts are:

  • B: 1
  • E: 1
  • R: 2
  • Y: 1

4o

You said:
Now “Straw”
ChatGPT said:
ChatGPT

The word “straw” has 5 letters in total. Here’s the breakdown of how many times each letter appears:

  • S: 1 time
  • T: 1 time
  • R: 1 time
  • A: 1 time
  • W: 1 time

So, the letter counts are:

  • S: 1
  • T: 1
  • R: 1
  • A: 1
  • W: 1

4o

You said:
now add straw and berry together
ChatGPT said:
ChatGPT

When you combine the letters in “straw” and “berry,” you get “strawberry,” which we’ve already analyzed. Here’s the breakdown of how many times each letter appears in the combined word:

  • S: 1 time
  • T: 1 time
  • R: 3 times (1 from “straw” + 2 from “berry”)
  • A: 1 time
  • W: 1 time
  • B: 1 time
  • E: 1 time
  • Y: 1 time

So, the combined letter counts for “straw” and “berry” are:

  • S: 1
  • T: 1
  • R: 3
  • A: 1
  • W: 1
  • B: 1
  • E: 1
  • Y: 1

4o

You said:
Now do strawberry
ChatGPT said:
ChatGPT

The breakdown of the word “strawberry” (which is “straw” + “berry”) is as follows:

  • S: 1 time
  • T: 1 time
  • R: 3 times
  • A: 1 time
  • W: 1 time
  • B: 1 time
  • E: 1 time
  • Y: 1 time

So the letter counts are:

  • S: 1
  • T: 1
  • R: 3
  • A: 1
  • W: 1
  • B: 1
  • E: 1
  • Y: 1

This matches the analysis of combining “straw” and “berry.”

4o

You said:
Do you see that your answer about the letters in “strawberry” from the beginning of this conversation is different from your answer at the end?
ChatGPT said:
ChatGPT

You’re right—I made an error earlier in the conversation. My initial breakdown of “strawberry” incorrectly listed the count of certain letters. The correct breakdown should indeed be:

  • S: 1 time
  • T: 1 time
  • R: 3 times
  • A: 1 time
  • W: 1 time
  • B: 1 time
  • E: 1 time
  • Y: 1 time

Both the initial breakdown and the later one should have matched. Thank you for pointing that out.