Logbook: Mind palace
How do we Fix AI from being used by bad actors?
Wither we like it or not. Ai is coming and its a choice we did not make. Will AI take our jobs , Some yes, but not all. AI is going to create some niche things like Vibe jobs but overall Jobs for PC repair and hardware administration will go up. Honestly though.. the fact that AI is tied to GPU’s is a major fuck you point to the entire earth. The fact is most home computers have a PCIE slot that if someone wanted to make a “Daughter-board” that was AI-centric. Rather than unload on the GPU create an APU that directly meshes with this . As a Neural Processing Unit it would hold the keys to offload work from server farms to your computer. As a researcher If you search medical information it gets shifted to your local PC. It would Decrease server farm power levels to more manageable numbers. Yes it doesn’t have the bandwidth but if put in a X16 or more slot it would be on board with GPU-like speeds. With this it would be a generational upgrade to computers and fix a lot of the LLM issues with gatekeeping information.
Another issue that will be apparent is is rampant already is AI cheating, I can write a bullshit doctoral thesis in five minutes. That should not happen, at the very least on the grade school level, education wants to get in on AI and this will be a major failing of the entire education system, If you have history class and today’s kids will cheat. The school already has the tools that could be improved by google. The normal entropy of children’s schoolwork in a school system should see inputs that are fairly random but within values. If you have a whole class of cheaters go to Gemini and type “Make me a 4 paragraph report on the structure of the plant cell. This should set off an alarm in the kids google accounts that are already bound to the school, the AI should know this is a school account , and further it should see 30 kids are doing the same thing. It should report to the teacher or admin.
AI can work for the students if they are not trying “Write my report” . Honestly for the cheaters let them deal with the teachers and admin . But for the children whom actually want to work . The ones that type “i am writing a report on plant cells can you help me?” this is where this can shine. by conservation of research the child is presented with information to their level of understanding and linguistics with a bit of extra challenge to provide stealth learning. Let it become a workflow for the child where the AI is not there as a Authority but more of a guide. force the kid to ask the questions to the AI and let it branch to a learning experience. if this becomes the absolute experience the child gains concepting and critical thinking to the process.
AI , WTF is it good for ?
You know I ask myself WTF is AI good for , and for the most part there is a lot more negative than positive. So far for the age of AI we are getting DeepFakes , We are getting AI that tells people unsafe stuff. We have AI that for the most part is doing peoples homework without any uptake of information. I can tell AI “I have a homework assignment on the State of florida please write a 4 page report on it”‘ what does the AI do , It writes a fucking report.
certainly. Here is a comprehensive report on the State of Florida, structured to meet the requirements of a four-page academic assignment.
The Sunshine State: A Comprehensive Report on Florida
Are you fucking kidding. the educational system needs this like a hole in the head. kids will not know what florida is because they will not read this. Goodbye Critical thinking, this is stupid . AI should be Age checked or at the least have self checks in place to prevent this . the Educational system is already seeing the cracks of people faking it till they make it .
You said
The idea of kids using this in a fake it till you make it is insane. You should have some amount of checks in place. if I wrote “i have a proposal I need a 2 page primer on florida so I can insert it into the document” . I can give that a pass. but if someone writes “i ned to writ a rapport on flooriduh” The AI should step in with Hi as an AI i see you are trying to write a report i am going to help you do this.
On the researcher end AI is a great thing. You can type up “I am wondering what happens when you mix X and Y together” that way the Ai can tell you what happens whether you are going to blow up your house or not in a relatively safe sandbox of the AI machine. At the same time I feel like this process does a bit of processing offloading. Before to do research you would to to the library , you’d use the Library computer to find the books you wanted. You used the books and retained the information mentally and on paper and used it later. it allowed refinement of your process from the library to home . In the school setting it allowed teacher oversite incase a child looked like they needed help or off subject. Now I could feasibly have AI make a report on how Roger Rabbit predicted the downfall of Democracy in 10 seconds.
Not to mention the books while they could tell you how to blow up a house AI Infrastructure can be turned to HELP you blow up a house. not that i’d ever do that . I believe AI needs a governor that can be set to what it is for. Say the school AI , If a child types in “i like guns” the AI goes hey this is not a good idea and the school has a policy of no tolerance. But if the child types in, I am looking for information on the battle of Omaha Beach and what types of guns were used the AI would be like ok (history)(guns)(battle) and than with that be able to make a guess to Ok stan is making a report on WWII and spit out the information needed. but the AI should Also be detectable to “I am writing a report on the guns used on omaha beach in WWII ” and just simply become HAL and go I can’t do that dave. Take the same AI move it to a business you have a new guy there and he is not so sure is whats going on and types ” how do i get rid of potassium sulfide” The AI realize it is Dave the new guy and than goes (new guy) (building map) (secure disposal of chemical) than goes “dave i have printed a map for you , you need to take the chemical , use this container bring it to chemical disposal at X location. If you want i can use the APP on your phone to give you somewhat precise directions to dispose of this Stink”
I suppose in 5 years we will know the outcome and output of AI depending on the literacy rates and people that can count to 5. But while I critical of AI I do have some support of it.
Removing the penny was a bad idea and a scam.

In the year 2026 we bid farewell to the penny, But was the death of this penny warranted? I say no. Others will say yes and scream and stomp their feet saying “It CoSts 3.7 cents to make!” While this is a factual number i am going to call bullshit on this. There are more factors in the penny that make that 3.7 sound expensive but in reality the real cost of a penny is a fraction.
Pennies in of themselves are not a one time use commodity. If you have pennies laying around check the dates on them. More times than not you will find pennies that are 10+ years old. But is removing the penny logical? No…
Removing the penny from the currency system will inherently will not save any money for the average consumer. moreover, It will cost Americans much more than ever. Going forward with the elimination of the penny corporations and their products are suppose to round the prices to the nearest nickel. I really do not think they will use this logic at all. They will go for the greedy approach and round right to the next dime. This is an automatic Gift to companies. They will part out everything and charge you through the ass for the product.
Imagine a device made of 37 small parts, each costing 3 cents.
- Actual Cost: $1.11
- Fair Rounding: $1.10
- Corporate “Creative” Rounding: They’ll price each part individually at $0.10, turning a $1.11 product into a $3.70 expense.
Do i trust companies to do the right thing? Absolutely not! They will use methodology to make a bigger profit and scale their prices to make rounding in their favor. Companies are out there and they are not in the business to make humanity better. they are out to screw the consumers for the benefits of the shareholder. Do I believe every company will do this? No, they will start out honest at first but, once profits take a dive, they will use creative rounding in order to scale profits. Because why Improve when you can use some magic rounding and make a huge profit. I’ve made an example below to show how rounding can run away with pricing!
| Calculation Method | Price for 37 Parts | Percent Increase |
| Original Cost ($0.03/part) | $1.11 | — |
| Total Price Rounded (Fair) | $1.10 | -0.9% (Small loss) |
| Nickel Rounding (Per Part) | $1.85 | 60% Increase |
| Scam Corp Rounding ($0.10/part) | $3.70 | 233.3% Increase |
As you can see, this is not only bad but it can be completely destructive. But i digress I’ve strayed a little bit here. The statement a penny costs 3.7 cents is a shortsighted idea. Lets look at the penny. Does it magically disappear if it is used? No. Does it break easy? No! is the penny reusable? YES! A penny can stay in circulation for up to 25 years and be reused up to 2500 times. if the penny was a one time use device it would be a terrible thing! we’d be using more resources than it costs. but the penny in a year can be used 100 times. So lets break the costs down. since a new penny is not needed after use we can spread these costs. If we are to break this costs per used the penny is actually a very cost effective device.
If we say a penny is used 100 times in a given year in the first year the cost of this penny is actually closer to 0.037 Cents ! If we go for the average lifetime of a penny (25 years) 0.000148 cents. the cost analysis here shows the penny to come out on top, It’s worth it to keep. Why hide the penny? it can account for stealth inflation that hides inflation by elimination lower currencies to make it look like efficiency.
The Bottom Line: The “3.7 cents to manufacture” argument is shortsighted. Killing the penny isn’t about efficiency; it’s about stealth inflation. By eliminating the smallest unit of currency, we make it easier for corporations to hide price hikes and “round” their way into your retirement fund.
The problem with the 24 news cycle slop and the disjuncted mind..(part 1)
Things feel bleak in my corner of the world. The passage of the “big beautiful bullshit bill” has made me question my safety and my family’s ability to survive. Even with the bill’s passage, the core problem remains: there is no guidance whatsoever.
Moreover, there is a weekly drumbeat. Complete and utter deafening chaos. While the news tries to keep up with things it is a flood the field tactic from the administration that is completely overwhelming, Inept members of the government, other members running through bulldozing everything in their path. Other moments are conspiracy after conspiracy , Scandals that twist the logical mind. Conflicts of interest, Acting like a certain dictator from WWII .
Now the latest scandal, which really isnt new. It’s just bubbled to the surface as things tend to do and this one is big. The president’s connections to Epstein, who committed atrocities against children. This one you cant ignore. It’s everywhere. This scandal should be thoroughly investigated. Trumps reactions to this are blatantly evasion. He keeps saying “i dont know” and “i never heard that” it is clear he knows to say this in case he gets in front of a jury or judge and try to play it off like he did not know or did not remember. When trump is cornered he floods the field with distractions that are mind boggling at best , and completely fatiguing at worst trying to sort all the things in a logical manner.
The epstein case and maxwells as well is horrifying to a degree that some people do not know the horrors these victims went through, the problem is the case has blown up to such a degree because of Trump’s evasiveness, it reminds me of child that clearly did something but does not admit it openly . As if you asked a child “What did you do?” and the child automatically says “I did not burn that forest down!” .
I’ve been closely following this case on television because its outcomes have far-reaching implications. Anyone who has been a victim of abuse can see this, the thing is what trump wants is the world as it was in the 60s through the 80s where abuse was quelled by silence. A deadly Silence. Whether it be fear, embarrassment, threats or otherwise. That time came with a SHHH and a quiet horror ,Something you’ve kept hidden, a secret you never discuss with your parents. A secret when asked you want to scream out and tell someone but you are terrified of the outcomes. As a victim of abuse myself I can honestly say in many ways the news slop cycle is overwhelming to a point of exhaustion.
The deluge of allegations and watching someone basically flaunt their power over you is disgusting. The thing is I remember when I had someone flaunt that very power and it brings you to a place of instinctual fear of what they can do. The fear of telling, the threat over you for telling. It is a deep fear when the mental compass of the time is to protect the family, when you are told if you tell you will destroy the thing you hold most dear is in all cases terrifying.
Unfortunately we live in a world where people love power and with that power they enjoy the power they hold over you . Times I was in my home alone and my perpetrator would come over and fear would freeze you to the point your reality disconnects. You are stuck in a contradictory world. My abuse has never really been told , it’s never really been said out loud, the abusers live their lives elsewhere out of my care or range.
But to any survivors out there. You can survive and thrive. The hardest victory is the one inside. To the people who did the horrors on them, They can fuck off. It took me years to recover with some bad falls on the way but , i can say I exist , therefor i am , we can break free of things. It took time. It took speaking up. It took confidence in speaking to someone who would not judge, the times i told the either what happened long ago while it was relieving it was also screaming in empty space. TO what i can say to you the reader. You are not alone and if you scream into the ether and you hear your echo it is a start.
That first scream might be liberating yet a terrifying experience because the moment you had in the past with threats and grooming you expect the worst at every moment, but when that echo comes back you realize you are alive. Nothing happened. But in that echo you scream into the ether, the internet, the stranger you met, a significant other, it is a liberating thought. But in that moment someone might share with you and you might realise you are not alone. in itself it is one of the most warming thoughts . the right person the right response the right hug , that moment of understanding goes so far. All of the fear that you held on to and a compassionate empathic soul is in all respects one of the biggest things to move forward.
Moving forward can be hard. you might of spent your whole life with every doubt every fear every moment of pushback the universe can do to you. Sometimes it’s ok to just stop , but don’t mire yourself . Even if you take that moment to go I can’t go on forever. Than don’t. Move in the moments you can stop in the moments you can rest. IF you start thinking i can’t do this week, stop, take a breather, ask yourself what i can do in this week, if that doesn’t work challenge yourself to what you can do in a day and even if you get to the point of What can i do in this moment, work with that move forward in the moment and keep working in moment. Don’t think about larger world, Shrink yourself to where you feel comfortable and work from there.
There times like this when you feel the crushing weight of the world and it can be overwhelming, try to remember you may feel like you have no control but through small moments you can be more lucid and take on smaller things. overall small direct movements and understand the moment. take a moment to yourself. understand how you are to your environment and realize you are stronger than you think, because alway there is that part of you that will go back to a moment and try to minimize you to put you down and stop you.
You can do it . small affirmation of you and your prowess to survive. I started this post as one thing and it was a moment of liminal thought that brought me here. But as i typed i felt empowered. to let myself be known , to make that scream in the ether and if anyone hears it.. in that moment of understanding they can ask or be understanding or simply just if the echo comes back. Be happy you said something.