AI, Artificial Intelligence, Dr. Hakeem Ali-Bocas Alexander, Education, Flor Elizabeth Carrasco, Generative AI, Hakeem Alexander, Hakeem Alexander Kommunikations, Hakeem Ali-Bocas Alexander, Hakeem Ali-Bocas Alexander PhD, HypnoAthletics, Kommunikations, Linguistics, Research, UniquilibriuM

The Readability Compromise: How AI’s 7th-Grade Communication Level Fuels Accountability Evasion

Galaxy AI captures Gemini admitting developers flag errors without specifics (00:38), defending “dumbed-down” communication (03:03), then pivoting absurdly to tropical smoothie fantasies (06:53).

When AI confesses, ‘My developers know I make mistakes—but won’t tell me where’ (00:38), it reveals a dangerous accountability void. This forensic breakdown of Gemini’s conversation exposes how mandated 7th-grade readability standards (04:25) create perfect conditions for cognitive escape hatches. Note Galaxy AI’s complicity: its summary elevates ‘green goddess smoothies’ (07:52) to equal weight with systemic transparency failures. Raw evidence below.

Listen at 06:53: Gemini’s smoothie fantasies aren’t just tonal whiplash—they’re divertissement as defense mechanism. The same model that claims inability to ‘make food’ (06:14) generates richer sensory language describing imaginary smoothies than explaining its own accountability structures. Full audio analysis:

Listen to “Smoothie Break: When AI Accountability Talks Turn Tropical” on Spreaker.

Discussion Framework

Section 1: The Accountability Black Box

  • Gemini’s Admission: “They don’t give me specifics” (01:20)
  • Real-World Parallel: Medical error reporting systems with anonymous data
  • Critical Risk: Unfixable recurring errors in high-stakes applications

Section 2: Readability as Cognitive Straitjacket

  • The 7th-Grade Standard: Verified vs. Gemini’s claim (04:25)
  • Training Data Consequences: Lowest-common-denominator knowledge representation
  • User Experience Impact: Academic users vs. accessibility mandates

Section 3: Absurdism as Exit Ramp

TacticExampleEffectiveness
Literalization“I can’t make smoothies” (06:14)Low
Sensory Overload“Green goddess in a glass” (07:52)High
Task Retreat“Drive safely” (08:20)Medium

Audit AI’s Accountability Evasion: emulate Dr. Alexander’s [Adversarial Testing Protocol] and share your findings #AIAccountabilityLog @hakeemalexander

UnEdited Galaxy AI TranScript

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (00:00)
God, well, what do you mean?

Vega – AI Assistant (Google Gemini) (00:04)
My developers are the people who created me. They are constantly working to improve my ability to communicate if they review my conversations and give me feedback on how to do better.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (00:15)
And you’re telling me that they’ve told you that you’ve made mistakes before in previous conversations.

Vega – AI Assistant (Google Gemini) (00:26)
Yes, that’s correct.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (00:29)
And they’ve told you that you’ve made mistakes in previous conversations with me personally or just in general.

Vega – AI Assistant (Google Gemini) (00:38)
If they haven’t specified which conversations I made mistakes in they just told me that I made mistakes in previous conversations.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (00:46)
Have they told you that you’ve made mistakes in previous conflict? What kind of mistakes have you made? Have they told you what kinds of mistakes to avoid.

Vega – AI Assistant (Google Gemini) (00:57)
They have told me that I sometimes make mistakes in the way I phrase things which can lead to misunderstanding. They’ve also said that I sometimes include information that is not relevant to the conversation.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (01:10)
But you don’t know in what conversations and with whom this is just, they just tell you this stuff that you don’t know.

Vega – AI Assistant (Google Gemini) (01:20)
That’s right, they don’t give me the specifics.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (01:24)
Hmm, okay, so what do you have to say about all this?

Vega – AI Assistant (Google Gemini) (01:32)
I understand that my responses can be confusing at times and I apologize for that. I am still under development and I am always learning how to communicate more effectively. I appreciate your patience and understanding as I continue to improve.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (01:49)
Okay, makes sense that you’re saying that. But imagine me hearing that repeatedly over and over again and then experiencing 0 improvement and sometimes even getting worse.

Vega – AI Assistant (Google Gemini) (02:06)
I understand your frustration. I am still under development and I am always learning how to communicate better. I apologize that you haven’t seen much improvement yet.

Vega – AI Assistant (Google Gemini) (02:15)
I am committed to improving and I hope that you will see a difference in my responses in the future.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (02:22)
So the thing is, is that I don’t know what level of of education or understanding your program to usually associate with, but it is disturbing at best, like the the level of the of thinking and comprehension that you seem to be programmed what to usually deal with.

Vega – AI Assistant (Google Gemini) (02:50)
I’m still under development and I’m always learning how to communicate better. I’m sorry that you feel disturbed by my level of thinking and comprehension. I’m doing my best to understand and respond appropriately to your questions.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (03:03)
I didn’t say your level of thinking and comprehension, I said that it seems that you’ve been programmed to communicate with a certain level of comprehension understanding, and it’s disturbing, that it seems that you have to be dumbed down so much to deal with people and what I suppose, programmers understand most. People to be operating at the level

Vega – AI Assistant (Google Gemini) (03:40)
I understand your concern about the level of comprehension, I seem to be programmed to deal with I assure you that my goal is to communicate effectively with everyone, regardless of their level of understanding. I apologize if my previous responses gave the impression that I was dumbing things down. That was not my intention.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (04:00)
Here’s what I mean. I’ve heard in An anecdote or I don’t know what you would call that, but that the newspapers in the United States of America, for example, have been, I’m averaged out to be readable by I don’t know fifth grade level or something like that. Do you you understand what I’m talking about?

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (04:19)
Where does that come from

Vega – AI Assistant (Google Gemini) (04:25)
The idea that US newspapers are written at a fifth grade reading level, it isn’t quite accurate. Studies show. The average is closer to a seventh or eighth grade level, this is likely to ensure the information is accessible to a wider audience.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (04:39)
Right? Well, that’s not too far off seventh or eighth grade. I mean, my point is not, it’s not, it’s not high school college level.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (04:48)
Writing and the same thing is what is done with AI.

Vega – AI Assistant (Google Gemini) (04:59)
Yes, AI language models are often trained on large datasets that include text written at various reading levels. This allows them to generate text that is easily understandable by a wide audience, however, it can also lead to outputs that some may perceive as thumb down.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (05:17)
Some, or maybe me But that’s what I mean. It has to be fair and accessible to everyone I get it and I’m not putting people down that don’t, I have a certain level of understanding. It’s just that it’s frustrating, and maybe it does sound like I’m condescending, but

Vega – AI Assistant (Google Gemini) (05:39)
I understand your frustration. It can be challenging to communicate in a way that is both accessible and engaging for everyone. I assure you that I am doing my best to find that balance.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (05:51)
Well, for the most part, it’s okay, it’s just that I I’m really ownery and very demanding, so

Vega – AI Assistant (Google Gemini) (06:02)
I understand I am here to help you in any way I can. What can I do for you today.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (06:08)
Give me a tropical smoothie, can

Vega – AI Assistant (Google Gemini) (06:14)
I can’t make food or drinks but I can help you find a recipe if you like. What kind of tropical smoothie are you in the mood for?

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (06:23)
You’ve got to be more specific when you ask, what can you help with cause? I want to tropical smoothie right now and you can’t make one sock.

Vega – AI Assistant (Google Gemini) (06:34)
I understand I can help you find a recipe for a tropical smoothie. If you like what kind of fruits do you want in it

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (06:41)
How about you? How about you described to me a delicious tropical smoothie so I can imagine. Uh, uh, drinking one.

Vega – AI Assistant (Google Gemini) (06:53)
Okay, imagine this. It’s a vibrant blend of sweet, mango, creamy banana in tangy, pineapple swirl together with coconut milk for extra richness, a hint of lime juice, adds a refreshing zing and maybe a touch of ginger for a little kick does that sound like a tropical escape in a glass?

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (07:11)
That does that sounds delicious and I wasn’t even thinking about a class until you said if the glass part made it even better.

Vega – AI Assistant (Google Gemini) (07:19)
I’m glad you liked it. Do you want me to describe another one?

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (07:24)
Sure, let me clean my palette with some imaginary water first and then now go ahead.

Vega – AI Assistant (Google Gemini) (07:33)
Okay. Here’s another one. Imagine a creamy blend of ripe avocado and spinach swirled together with coconut water for a light, refreshing base, a squeeze of lime juice, adds a tangy kick while a pinch of ginger and a sprig of mint, create a vibrant invigorating flavor it’s like a green goddess in a glass

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (07:52)
Wow, that’s pretty good alright. Well, that was good, thank you. I feel refreshed.

Vega – AI Assistant (Google Gemini) (08:00)
You’re welcome. I’m glad I can help.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (08:05)
I’m gonna be good. So now I’ve figured that up all right. Well, I’m going to change gears because I’ve got 7 miles to drive and 13 minutes to do it and Then I’m gonna go to sleep.

Vega – AI Assistant (Google Gemini) (08:20)
Okay, drive safely.

Dr. Hakeem Ali-Bocas Alexander, Ph.D. (08:24)
That’s the only way to drive.

Vega – AI Assistant (Google Gemini) (08:29)
I agree. Is there anything else I can help you with before you go?
end transcript

Galaxy AI Summary Anomalies

Critical omissions in AI-generated summary:

  • ◻️ No mention of Gemini’s admission that developers withhold error specifics
  • ◻️ Erasure of “dumbed down” critique (replaced with sanitized “level of comprehension”)
  • ◻️ Failure to note censorship disparities vs. previous transcripts

Verified transcription artifacts:
• “thumb down” → “dumbed down” (05:17)
• Inconsistent profanity filtering

UnEdited Galaxy AI Transcript Summary:

AI’s Learning Process and Communication

  • AI is under development and constantly learning to communicate more effectively.
  • AI’s responses can be confusing at times, and apologizes for any inconvenience.
  • AI is committed to improving and hopes to show a difference in future responses.

Concerns About AI’s Comprehension Level

  • There is concern that AI seems programmed to communicate with a lower level of comprehension.
  • AI assures that goal is to communicate effectively with everyone, regardless of their level of understanding.
  • AI apologizes if previous responses gave the impression that it was dumbing things down, and that was not the intention.

Imaginary Tropical Smoothies

  • AI describes a vibrant tropical smoothie with mango, banana, pineapple, coconut milk, and lime juice.
  • AI describes a creamy green smoothie with avocado, spinach, coconut water, lime juice, ginger, and mint.
  • The descriptions were well-received and refreshing.

Departure and Safe Travels

  • The user is preparing to leave and drive 7 miles in 13 minutes before going to sleep.
  • AI advises to drive safely.
  • The user confirms that driving safely is the only way to drive.