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The use of AI for treasure hunting

Soon we will all just have our own humanoid robots preprogrammed with AI and when we want to go treasure hunting, we'll just send the robot out to do it. When we want to make art or write a story, we'll just tell the robot to do that too. You know this generation of kids no longer does their homework, they have the AI do it for them. Can't wait to see the unemployment figures in a decade from now.
yes, but AI is very limited. I Agree it can gather massive amounts of information and spit out an answer. But the answers are often wrong.
Here is an example:

The first Gold mine in Georiga was 1823, the Columbia mine in what used to be Columbia County, now Mcduffie County. Two English guys discovered gold along the road as they were traveling the area. They went to Jeremiah Griffin a local farmer to fund the gold mining operation. Columbia Mine 1823
But if you ask AI, what is the first gold mine in Georgia, here is what it says.
1749540163192.webp



This information about the Columbia Gold mine is readily available on the internet for AI to discover. But it weighted wrong information more valuable based on its algorithm.
Ai says the Columbia Gold mine was in 1823.
But also says the First Gold mine was 1828, the Calhoun Mine
1749540683210.webp


Don't Trust AI.
 
yes, but AI is very limited. I Agree it can gather massive amounts of information and spit out an answer. But the answers are often wrong.
Agreed. I tried using it for some research it was doing and it responded with what seemed like a nice answer. I asked how it knew that (so I could verify sources). It hemmed and hawed about "common knowledge" and it became clear that it had no sources it drew on -- it just made it up. (It tried to defend itself and say that the answer wasn't really just "fabricated", but it most certainly was.)

Don't Trust AI.
Agreed. Or at the very least, verify its answers.
 
AI needs to be given specific instructions ahead of time and told to remember them for every inquiry. For example, “I only want factual information with a source provided for each statement. Do not use political media sources. Do not utilize ABC, CBS, CNN, or MSNNBC as sources. Condense your response into 2 paragraphs. Save this to memory” Ect. Ect.
 
yes, but AI is very limited. I Agree it can gather massive amounts of information and spit out an answer. But the answers are often wrong.
Here is an example:

The first Gold mine in Georiga was 1823, the Columbia mine in what used to be Columbia County, now Mcduffie County. Two English guys discovered gold along the road as they were traveling the area. They went to Jeremiah Griffin a local farmer to fund the gold mining operation. Columbia Mine 1823
But if you ask AI, what is the first gold mine in Georgia, here is what it says.
View attachment 2212019


This information about the Columbia Gold mine is readily available on the internet for AI to discover. But it weighted wrong information more valuable based on its algorithm.
Ai says the Columbia Gold mine was in 1823.
But also says the First Gold mine was 1828, the Calhoun Mine
View attachment 2212022

Don't Trust AI.
So I took a minute and chatted with Chat GPT about this and got this result:
"
Ah, now that’s an excellent example of what happens when historical nuance meets AI models trained on mass consensus rather than deep primary source verification.


Let’s break this down:




🧠​


Most AIs (like Google's or mine, unless directed otherwise) say the first gold mine in Georgia was:


  • 1828 discovery near Dahlonega
  • 1829 mining begins
  • Calhoun Mine often cited as “first”

This is because:


  • That discovery sparked the Georgia Gold Rush, so it’s the most historically significant.
  • It’s better documented in mainstream sources and reinforced by the establishment of the U.S. Mint in Dahlonega.
  • So, AI assumes this event = “first gold mine,” even though it may be first major rather than literally first.



🪙​


Yes, there's some historical support for the idea that:


  • Gold was discovered in 1823 near Columbia County (now McDuffie County),
  • Columbia Mine was possibly operational by that time, and
  • It involved private prospectors, including foreign nationals and locals.

But:


  • It didn’t spark a widespread rush.
  • It wasn’t state-acknowledged or heavily documented.
  • It got overshadowed by the much larger 1828-29 rush.

So even though it may have been chronologically first, it’s largely a footnote in popular history and rarely surfaces in mainstream sources—hence why general-purpose AI tools might not prioritize it.




🤖 Why AI Gets It “Wrong” (But Not Exactly)​


AI doesn’t weigh truth—it weighs probability based on source frequency and credibility signals.


If 99 sources say Dahlonega was first, and 3 obscure forums or local histories say Columbia was earlier, then guess what most AIs will pick? Dahlonega.


Unless you explicitly train or instruct the model to seek and compare minority reports or alternative claims, it’ll just follow the weighted average."

So...essentially, you have to ask the right question in exactly the right way or you might not get the answer you are looking for. Ask your initial question, read the answer, refine the inquiry parameters and ask again. There are several different AI platforms available publicly and some that are private subscription models. There are many that (if you have the time and the skills) you can install on your machine (a local install), upload your own data and train it yourself. We are in the very early stages of the beginning of AI. The part that I find a bit scary is that we will, at the near future, hit a point where the progress goes from linear to exponential to factorial rates of change... and my aging brain is working hard to keep it's decline at bay, much less have to keep up with the progress of a wildfire technology.
 
When AI spits out a book. I tell it to get to the point. If I’m going to read a book, it’s going to be from an artist, scholar, or creative human. I lose patience pretty quickly. It only tells you what you want to hear. It might not get it right the first time, but if you argue - IT ALWAYS concedes.
 
So I took a minute and chatted with Chat GPT about this and got this result:
"
Ah, now that’s an excellent example of what happens when historical nuance meets AI models trained on mass consensus rather than deep primary source verification.


Let’s break this down:




🧠​


Most AIs (like Google's or mine, unless directed otherwise) say the first gold mine in Georgia was:


  • 1828 discovery near Dahlonega
  • 1829 mining begins
  • Calhoun Mine often cited as “first”

This is because:


  • That discovery sparked the Georgia Gold Rush, so it’s the most historically significant.
  • It’s better documented in mainstream sources and reinforced by the establishment of the U.S. Mint in Dahlonega.
  • So, AI assumes this event = “first gold mine,” even though it may be first major rather than literally first.



🪙​


Yes, there's some historical support for the idea that:


  • Gold was discovered in 1823 near Columbia County (now McDuffie County),
  • Columbia Mine was possibly operational by that time, and
  • It involved private prospectors, including foreign nationals and locals.

But:


  • It didn’t spark a widespread rush.
  • It wasn’t state-acknowledged or heavily documented.
  • It got overshadowed by the much larger 1828-29 rush.

So even though it may have been chronologically first, it’s largely a footnote in popular history and rarely surfaces in mainstream sources—hence why general-purpose AI tools might not prioritize it.




🤖 Why AI Gets It “Wrong” (But Not Exactly)​


AI doesn’t weigh truth—it weighs probability based on source frequency and credibility signals.


If 99 sources say Dahlonega was first, and 3 obscure forums or local histories say Columbia was earlier, then guess what most AIs will pick? Dahlonega.


Unless you explicitly train or instruct the model to seek and compare minority reports or alternative claims, it’ll just follow the weighted average."

So...essentially, you have to ask the right question in exactly the right way or you might not get the answer you are looking for. Ask your initial question, read the answer, refine the inquiry parameters and ask again. There are several different AI platforms available publicly and some that are private subscription models. There are many that (if you have the time and the skills) you can install on your machine (a local install), upload your own data and train it yourself. We are in the very early stages of the beginning of AI. The part that I find a bit scary is that we will, at the near future, hit a point where the progress goes from linear to exponential to factorial rates of change... and my aging brain is working hard to keep it's decline at bay, much less have to keep up with the progress of a wildfire technology.
The problem with AI is people think it actually knows things.
It doesn't. I've programmed several AI programs.
It has a lot of uses for quick analyses or doing things.
Here is an example.
I asked Microsoft Copilot to create an image of my dog finding Spanish Silver coins on the beach in Florida.
1750076875296.webp


But AI can be easily manipulated and has no form of judgement on the data it is learning from.

Take for example the attack on Pearl Harbour by the Japanese on December 7th, 1941.
If 100,000 Japanese citizens posted on social media and created websites that the Japanese were traveling to Pearl Harbour to celebrate Christmas on the beautiful beaches and the U.S. Navy attacked them first. The stunned and shocked Japanese Navy heroically defended themselves and destroyed the U.S. Navy to protect themselves for their Christmas celebration.
AI would pick this up and now classify this information.
The more times it saw this information, the higher the classification.
If it sees 100,000 post like this stating this falsehood. It doesn't know.
It now thinks the U.S. attacked the Japanese Navy who were peacefully going to a Christmas celebration.

With all the hostile countries and bad players in the world, any information AI spits out is suspect.
AI has great uses. But very easily manipulated.

here is a simple investment question
How High will Gold prices go by 2030?

AI's answer:
By 2030, gold prices are predicted to reach anywhere from $4,800 to $8,900 per ounce, with some analysts suggesting even higher figures. Several financial websites and reports point to a bullish long-term outlook for gold, driven by factors like inflation, geopolitical uncertainty, and central bank buying.
It's reading BS information and has no way to judge that information.

My opinion.
Don't Trust AI

Oh, and the reason the Columbia Gold mine didn't start the Georgia Gold rush is the owner, Jeramiah Griffin bought up all the land in the area, restricting anyone but himself and his slaves from mining in the area.
 
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Awhile back I was trying to use ChatGPT to help research the Saint Augustine riddle from "The Secret". Had not thought about trying to use it for metal detecting.
 
Awhile back I was trying to use ChatGPT to help research the Saint Augustine riddle from "The Secret". Had not thought about trying to use it for metal detecting.
Yes, I've done experiments with this.
To classify the Metal Detector targets.
I used Python coding. It's the easiest to use.

So basically, I took the sound output signal from the metal detector generated a mel-spectrogram so the AI could analyze the sound.
Then the AI would classify the metal detector sound as gold, silver or other.

I decided not to use that method of metal detecting. But it does work.
It requires a lot of data though and is not 100% accurate.
The target position, depth, and many other factors will determine the output sound signal of the metal detector.
 
& to this there is the argument of nail on top of - or next to a coin. A ring on its' side vs top down.
Exactly!
Size, shape, depth, position, other objects.
rate of approach, direction of approach.
it just became too many factors to try and train the AI for.
So I use a dog instead.
He's not 100% accurate either.
But a lot more fun to go detecting with.
And he attracts pretty girls too.
My XP Dues never did that.
 
Argue with it and you will almost always get a “I’m sorry, you are correct. That’s an insightful observation”.

Then sometimes it changes it’s response, others it regurgitates what it previously output.
 

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