Monday, 24 November 2025

Stupid me,

 so can he actually ride that bull ... because my buddies.

#51sts
#cyberpunkcoltoure 
 
I had to listen to Germans talking about Football. American Football. Almost daily in an office. ...  

Sunday, 23 November 2025

So, if they turn Dubai

 into the next Miami, will we see Dubai Vice? 

How is that gonna go down?

Muhammad, here you are just another nobody. You cant tell the players apart from the real deal.
Ahmed. I am no rooky. Katar can be a tough place, too.
 
We gad Gucci, APs, Louis, Hermes, Valentino, we gad it all.
Mmh. Perfect copies?
You are insulting me?? Are you working for Customs??
...Champagne showering each other while throwing Caviar at their silk shirts going nuclear with Red Wine Chateau Mouton Rothschild in a full blown Tate`s Crew war... 
 
You don't wanna do drugs, do you, Top Gs.. ?
 
#cyberpunkcoltoure  

I kid you not

 Every Rose has his thorns...

So, I had a tattoo done with a rose in the middle of it. Next to me lay a guy who got a shot before his tattoo while I got a Japanese one done without any shot. If you can't bear the pain, that ain your tattoo being honest.
After the session, standing at the mirror, the other tattooist asked me if I knew what flower he got done. I said Tulip and he smiled at the artist saying that it was a Rose without thorns. She had to tell him to keep down, but I could not hold back the face glitch.... at fucking all.
 
Germans, it was funny sometimes, but that hurted.
 
#provos #TIE The Kingdome of Hell
Here we fight
 
 

#terroristgangs #provos
#OneManGang
#centurion #deadhead 

Remember Marseille?

 The Castle, Port, Street thing? 

All obsolete since container shipping? First of all do we have to understand what that port there actually was. It was all market, swap place and end point. The houses surrounding the actually quite deep basin where storage, contor and workshop. This was the same system as today still exists in Slums. An exact copy.

Today ships crossing the Suez Channel will not stop until Rotterdam even so having load for southern regions. Shipping is centralized and follows a few main routes and so is a very lot of production. Even so most products in our shops are assembled using products from different companies, those are only few in number and hardly any products, with some exceptions, are further processed in any port to adjust to local market demands.

That's what made towns like The City, Amsterdam and Marseilles important, not today's Rotterdam off loading of finished ready to market products and raw materials, but assembling products, collecting products ontop of what remains today from per-industrial age. 

What really happened through millions of dead civilians and soldiers shortly after industrialization kicked off, was an exchange of the leading and decision making people.  Germany is just both the worst and easiest to understand nation build by war criminals and those collaborating with the worst of mankind, but certainly not the only one.

Either way is our style of both Capitalism and Administration failing as we speak. Socialism that never reached Communism ended first being even less flexible, even more hierarchical, even more privilege and even more based on lies. Marx was no Communist, if Sowjets were Communists, simplified, but than was Kaynes also no liberal Capitalist, if Ronald Reagan was a Republican and Thatcher pro-economy.  

We do have all tools to rebuild ports as we had them, but other areas will do that first. Large main routes do make sense connecting few main ports, but using Computers, Industrial Robots, AI, Sensors, automated machinery even small in space workshops can compete with large factories outperforming them in flexibility. Combined, large factories are best in producing standard items, but for those workshops that were almost completely eliminated by nationalism taking over both Administration and Economy.

While Europa still suffers under German rule and existence, BRISC and those regions in between have a great chance to start a new Renaissance way before us settling very old and deep disputes.

Blockchain technology, NFT contracts, and AI reasoning are powerful tools to share profits and prosperity within the development of a region. Without war and violence that will happen and come into regions still waiting for modern workshop tools like CNC machines or robot arms.

There is a good chance that while Europe goes all in The War on Drugs, the 3rd world will come to peace.

You are all welcome here in The Kingdome of Hell. We owe the world and Germany will be the very center.

Check Frankfurt. 

#cyberpunkcoltoure 

 

Delta,

 watch and learn. That's those coming in daylight, not those in all black at night when it rains... alone.
#noblessoblige
 
You do not help BKA. 

Finally,

 the right song for the what's going on...
#cyberpunkcoltoure
R.I.P King Senna 

#Aleppo

 Read what really happened, what they thought they would do and keep the drugs off...
Percentage does not have to be Credit related at all and here things are different. We all have to deal with what is except those that even cheat their own tax system being stupid levels on drugs consumers. They just ignore ...
#cyberpunkcoltoure 
#provos 
#midwestinvestements 
 
Whats wrong private?
Search, no one wants to give my dad a credit.
For the business idea you told me about?
Yeah. Those that have money don't talk with us and I think I saw one giving orders here way out of his line of command.
Mmh.  This guy ... pointing fingers ...
Sir, Yes, Sir. 
...having a U.S. Sergeant Major use his special Civil War rank "advising" position shout over the entire PX parking lot at a Major, 75th Ranger Delta Major less than a minute later... 
#armystrong 
 
...15 minutes later..
We go for blood, BKA?
#muhahahahahahaha 
#IRA #provos #terroristgangs #centurion #deadhead #ironcladthegoblin Vs #totenkopfss

World,

The Tate's Crews will give you a call if you have Take-a-Way, Pub, Diner or any delivery service what so ever... AI Tools.

Be aware they understand "country code" and "online business" fuck for well. 

#cyberpunkcoltoure 

 

Hello. Cork Copy Inn. What can I do for you?
We have this great tool. An AI answering system
We are a Copy Shop.
You can use it for many things, it does appointments.
In a Copy Shop?
Yes.
No one does appointments in a Copy Shop.
But now they can.
...
So, I send you a presentation and come by.
Do you need an appointment for that??
 
 
...in a close potential future...
Today the Tates got arrested again and sentenced same day to five years in prison for aggravating public disorder in the London Old Bailey Court after having admitted to have launched both Sales and AI bot online courses supporting aggressive sales tactics. The judge considered them guilty of the 200 calls against each Brixton shop owner each day over two months by automated sales call AI bots form several course overachievers having had record test results that resulted in the large fire of Westminster by a mob of protestors against the Police and Law Maker ignorance. We are now live with Mike... 

Sorry, I just can't...

PU and Plastic bag material? 
Which party ... Dude???

Is that a Gang thing now.? I am sure that guy shouting at me World War 3 had broken loos in all Burton while staring at my US Woodland Camouflage Jacket made from Goretex in the thick version will have a seriously proud time soon. Fuck You CIA Artefact. Take someone the CGI tools off 'em, please.

#cyberpunkcoltoure 

TheGermans - Mind Set

 She says Sartre said liberte absolute est avieable(?)... and translates it to absolute liberty is not livable.

I ask Dr Google and she must be having misunderstood something:

Pour Jean-Paul Sartre, la liberté est absolue car elle est la condition même de l'existence humaine : l'existence précède l'essence. On ne choisit pas d'être libre, on l'est, d'où la célèbre formule : "l'homme est condamné à être libre". Cette liberté radicale implique une responsabilité totale, car chaque individu est responsable de ce qu'il fait, car il se définit par ses choix, et en se choisissant, il propose une vision de ce que l'homme peut être.  

He sais freedom is absolute and every individual is therefore responsible of his actions.

Why do you keep fucking with us, Germans? 

#cyberpunkcoltoure 

By God, three generations

 




At war...
 
#neversurrender 

AI - Cyberdeck - Status Update

 Work in progress. The Nexus Version is a challenge and there is no financing in sight for any hardware which means the Cortex version remains a vision.

At this point HAProxy load balancing to use three nodes for RAGing this time the whole wiki dump works fine while still being able to use Firefox or play music through Navidrome on the headnode.



 For everyone normal and leaving me out, but being into that Cyberpunk estatic of terminal computing... this is not the Beowulf Cluster part of the LAN I work on. You work on a Computer and use a LAN to connect to the internet and by now hopefully created a shared folder getting rid of the USB sticks in your company. This is, horribly simplified, an AI Beowulf Cluster. 

So, the Ollama LLM models the open source guys use being tiny versions of Gemini and DeepSeek, need one computer with a lot of RAM. If it does not fit into the RAM, it won't work. Ollama does not and can not connect to other Ollamas on other computers connecting several LLM models.
I did that.
 
What you see there is creating a database for an AI it uses as its datapoints from a large file. The wiki dump being a copy of all English wiki pages with history has about 100GB. This time I did not RAG only the main pages, but decided to go through all of its content. That will take about 60 days, even so I use three computers.
 
The problem is that it only works using the same AI model (aka LLM model) which is fortunately a very small and dedicated AI made for RAGing. This time I use a proper database called chromadb, that comes with a database server and have HAProxy installed which acts as a load balancing software managing which computer gets which pages to chunk into the wiki database. So, my script pulls wiki dump data off the .xml file, gives it to HAProxy and HAProxy gives it to three LLMs that happen to be on different computers each. They give it back to HAProxy and HAProxy gives it to the chromadb server that writes it into one db.
 
It is not flexible yet... I cannot use a larger AI to use the database or several dbs. Having still some days I also have still some time to get that happen by using Docker for all LLMs and working on a load balancing rule set, I guess. 

Others would by another computer to add it to the nodes, but ... ... #gfyALL #neversurrender #deathbeforedishonour #provos 
 
#cyberpunkcoltoure  #deggers

 

AI - Mind Set

 Check the first five minutes about, how he is working and I don't mean the honest eggs, but for real the use of computing tools.

They have Apple Computers, known by them for their ease of use and otherwise for their very stable operating systems. Then, they also have a high performance pocket computer called a Mobile or Cell Phone.

He uses paper and a pen to draw something, because it is more convenient.

Apple are those that are best in breaking down software use into easy use, yet nothing beats a pen and paper for most.

There are systems out that turn pen written content into computer content, by even Montblanc and they ain coming cheap. Using a touchscreen laptop and a screen pen with a small rubber head does about the same. 

Then the actually needed automation starts and there is none. The Entrepreneurs in that lifestyle Vlog will have paper notes they eventually trash, emails, what's app chats, no recordings of their meetings most time and thereby no transcripts neither and a lot of PDFs and MS Word documents freaks like me refer to as .doc and .pdf. 
They most likely won't be able to understand the difference between .doc and .txt, .rtf and leave me here all alone at .md, but the pain of merging .pdfs into one which needs extra software while copy and pasting email content, once, and then never again.
 
Knowledge Management never made it big even so there is a DIN Certification out that does make a lot of sense. IBM, the CIA hardware company, even went so far to bluntly lie about them being into KM for 20 years as professionals in order to sell off Content Management Systems, but failed to create a hype in a hype greedy world.
 
The big guys face three problems:
1. Sharing Knowledge means getting fired eventually no matter the words
2. Hundreds of different file formats
3. User
 
I bet that none of those in the Vlog have a dedicated housekeeping schedule to clean up their computer files and folders. Instead they all wait for the AI app that helps them find something in their data dump which is their computer, mobile and most likely some cloud space.
How many Windows user figure out that in their File System one folder is online??
The moment the internet in the Hotel room does not work...
 
Somehow most don't learn the Computer as a tool and therefore never Distributed Computing at all.
 
The YUPY there, Young Urban Professional with a Y to pronounce it at the end, could have a system based on existing technology that combines their most important tools, the Computer and Mobile and Cloud Service. He could have an integrated system that enables him to have like in Wiki with its hyperlinks in blue direct access from an Email he reads to the related Power Point he saw or made at that meeting related to the business deal and on a click open the related documents with even the spreadsheet about the business forecast from his CFO or equivalent.

He'd had to stick to a clean folder structure at least to have that, like him at home taking off the street shoes before entering the living room at a dedicated place.
 
To connect these files he most likely has today to search inbetween each step for about a minute to about three minutes based on memory. If he also starts trying to show a power point on his mobile as a second screen, while looking at the word document at the lap top screen we can add another ten minutes maybe cutting down to also just another minute having been gotten used to it. 
Overall this this still adds up to a significant amount of time over just a week.
 
Imagine my Managers face when I found on my Computer intel from projects weeks and months ago in less then a minute by just clicking and reading the file names.

Why do you use notepad, we have Word?
....
 
AI won't fix that and stay a chat bot if the base is not changing. AI will fall short, just like Computers, of its capability for most. 
  
#cyberpunkcoltoure  
 
PS: Sorry Commons. I keep forgetting what I am:
 
How much faster loads a txt file into notepad than a word document into word by clicking on the file name while looking at the directory in File Browser?
Thinking
Searching
A .txt file loads into Notepad significantly faster, often appearing nearly instantly, while a .doc file can take anywhere from a couple of seconds to minutes to load into Word, making the text file up to ten to hundreds of times faster to open in typical scenarios. 
 
Comparison of Loading Times
File Type     Application          Typical Loading Time (on standard office PC)
.txt                Notepad                 Less than 1 second (often instantaneous)
.doc               Microsoft Word    2 seconds to over a minute, depending on factors
 
Reasons for the Difference
The primary reasons for the vast difference in speed relate to the simplicity of the .txt format versus the complexity of the .doc format and the applications that open them: 
Application Complexity: Notepad is a very small, lightweight application with a minimal memory footprint and very little functionality. It starts almost instantly. Microsoft Word, on the other hand, is a large, resource-intensive word processor with a vast number of features (formatting, images, tables, macros, etc.), which requires substantial time and system resources to load and initialize.
File Format Simplicity: A .txt file contains only plain unformatted characters. When you double-click it, the operating system simply opens the lightweight Notepad program and streams the raw text into memory.
File Format Complexity: A .doc file is a complex binary format that is more than just text. When you double-click it, Word must parse the entire file, interpret all its formatting, styles, images, macros (which can cause delays if they run on open), and other embedded objects before the document is ready for interaction.
Application Startup Overhead: The delay when opening a file from File Explorer includes the time it takes to launch the associated application if it isn't already running. Word takes considerably longer to launch than Notepad.
System Factors: Performance is also heavily influenced by hardware (SSD vs. HDD), available RAM, network access (if files are on a shared drive), and even the default printer settings, which can all add significant delays to Word's load time. 

In a direct comparison of a small, simple file of each type, the .txt file/Notepad combination will feel instant, while the .doc file/Word combination will have a noticeable delay. 
 
 Now imagine you have a set of txt files that contain a summery of links to copy and paste and file names with descriptions for each project. Even if you give the files good names you most likely will have several files for each project and certainly used the same what_ever over several projects.
That means looking for something, especially if it includes connecting the dots, you will have to open and close a set of files.
It sais: txt opens almost instantly in notepad on windows.
 
 This is a typical file for me:
Nexus Production.txt 
So, the wiki wont contain information about that project. The obsidien deck needs first a cluster and was designed to talk about the obsidian notes. I'd need a RAGing script for the Obsidien notes just as the wiki RAGed script to be able to actually search the notes. I think I have to change the architecture. 
So, think with me, please.
I have a wiki RAGed AI that has a wiki dump and additional books as data points. That is powerful and specific.
I have an Obsidan Deck to structure and search my DeepSeek chats using also Obsidian the software. This has an AI function to give me summaries of the notes after having clustered them. That is great to find structure in the notes. 
I now can also show specific notes which lets me read specific ones.
I have no RAGed AI like for Wiki that uses the notes.
I have no database with graphical GUI for the documents, but I should be able to search all documents with the existing scripts with commands like doc stats even so its missing the wiki files for now.
I have to understand better how I will work with the system.

Wiki AI

Obsidian-Deck

Document Registry

Obsidian RAG

C_googlesearch.py O_textextractor.py

phi:2.7b-chat-v2-q4_0 all nodes
192.168.178.30  node1 raspi5 #gemma2:2b
192.168.178.31  node3 raspi4 #no ollama use
192.168.178.26  node5 X260 #llama3.2:3b; qwen2.5:3b
192.168.178.36  node2 420  #offline
192.168.178.33  node4 920 #llama3:latest; deepseek-r1:7b 

---
NODES = {
    "load_balancer": {
        "url": "http://localhost:11435/api/generate",  # ← Use port 11435
        "models": ["phi:2.7b-chat-v2-q4_0"],
        "user": "j4v"
    }
}

----
/home/jv4/Pooled-Storage/
├── DeepSeek_html/           # Raw HTML files (input)
├── DeepSeek_md/             # O_html_parser.py output (basic .md)  
├── Obsidian/                # O_convert_to_obsidian.py output (enhanced .md)
└── Vault/                   # Final home for polished notes


O_AIparser10.py (or O_html_parser.py):
O_convert_to_obsidian.py (metadata enhancer):
O_filename_generator.py (final polish):

O_AIparser10.py
download_dir = Path("/home/j4v/Pooled-Storage/DeepSeek_html")
output_dir = Path("/home/j4v/Pooled-Storage/DeepSeek_md")  # Existing folder!

O_convert_to_obsidian.py
input_dir = "/home/j4v/Pooled-Storage/DeepSeek_md"    # From step 1
output_dir = "/home/j4v/Pooled-Storage/Obsidian"      # Existing folder!

O_filename_generator.py 
VAULT_PATH = "/home/j4v/Pooled-Storage/Obsidian"      # Input from step 2
# This script should output to /home/j4v/Pooled-Storage/Vault directly

load balancing system 
[Knowledge System]
    ├── aDeepSeek Chat Processor (batch) Obsidian-Deck (several scripts)
    ├── bRAG-AI 1 (specific content) Obsidian 
    ├── cRAG-AI 2 (website parsing) Wiki OpenLibrary Books Web
    ├── dRAG-AI 3 Chats RAGed abcd
    ├── eMulti-source Database  Content listings to open files
    └── f[Future: Coding AI, Essay AI, Simulation AI]
    
DeepSeek Chat 
    → RAG-AI (analysis) 
                            Obsidian RAG Chat
                            Wiki OL Web RAG Chat
    → Specific-AI (validation)
                                                Obsidian-Deck talk about notes
                                                Obsidian RAG Chats
                                                Wiki OL Web RAG Chat
    → Website Parser (context)
    → Database (storage)
                            Content Database Files 
    → [Future: Coding/essay generation] 
 
Those can add up to dozens. Housekeeping means to sort them, organize them and reason about the appropriate folder and file structure; That is job and project specific. Consider that a Project itself and you get it sorted for your job and in your project.

PS: The Handsomes & The Pretties

 That's when you work harder not smarter, is a common phrase in the fitness scene... What they mean is that in order to build those body shapes, beside some substance use being long term quite unhealthy, they also have to split their work out time with posing time aka show off time, looking from down here, way under the rich and famous.

The problem with that, being a Ghetto Solder U noh, is that than the bio-organism misses out on certain gains that can become life saving in military training terms. As soon as an exercise is learned properly in terms of IFBB Pro Bodybuilder instruction execution levels, you might want to consider going on with those reps, while going down with the weights ending a set to be able to execute again doing another set, until full muscle exhaustion, down to the 5kg aka last brick.

In a public gym that might be hard to do having to avoid too much behind your back talking along with it.

Gains are not for everyone into training a six-pack and Speedos look, pushing that collapsing point out can't be seen. That's when you black out from exhaustion. As a sober civilian your are in real runners high afterwards for quite some time and the world looks and feels very different, as a substance user possibly dead by liver failure and in combat shot dead from close distance by an enemies safety shot. That's why I wrote bio-organism and not human body.

#cyberpunkcoltoure #armystrong #51sts #hellskitchenthevalley #madefromscares  

Top G - Mind Set

 Finally, the Boys aka the Lads, Aussie Gold Coast it is. I immediately was tempted trying to spread rumors that the best honey being organic was flawed being no organic nomore, by them using sugar water pots next to the bee stock....

Got I got stuck in the wrong place.

#cyberpunkcoltoure 

That is the wrong way of being competitive. I know... 

So Delta,

 you are now once again wearing not your uniforms. At least use the appropriate camouflage, if still failing to show insignias as required by the Geneva Conventions and the U.S. Military Code of Conduct. You might want to take a moment to get rid of the Desert Colour job on the provided equipment, also. Using inappropriate camouflage can lead to depromotion in other parts of the Force.

Start reading the rules. Consider them A Manual, maybe.... just as an unwanted hint. 

#armystrong #undergroundwars 
#cyberpunkcoltoure #MIB 

Saturday, 22 November 2025

#igotstuck

 My life. But among the Germans and this is another one.  Being into mysticism and having had while sleeping in School a classic European education, this guy is hard to handle...

After about 40 minutes he got deep into occult philosophy, which is another word that changed meaning over time. 

The root meaning of "occult" comes from the Latin word
occultus, which means "hidden," "concealed," or "secret". This root is the basis for its use to describe knowledge or phenomena that are not obvious to the senses or intelligence, such as hidden properties, unseen forces, or supernatural and mysterious events. 

    Latin origin: The word comes from occultus, the past participle of the verb occulere, meaning "to hide from view" or "conceal".
    Meaning of "hidden": It refers to things that are deliberately kept secret, not easily seen, or beyond the range of ordinary human understanding.
    Examples:
        Hidden properties: Things like magnetic attraction or the influence of the moon on tides were once considered "occult".
        Unseen forces: The term is used to describe various practices involving mysterious powers, magic, and spiritual phenomena that are not easily explained.
    Association with "occultism": The term "occultism" developed to describe the study or pursuit of this hidden knowledge, which can include practices like alchemy, astrology, and magic  

Alchemists are those around that gave up trying to turn Lead into Gold and instead developed Drugs. Magicians are their best clients and tend to call themselves Witchers. Astrologists are the worst of all psychologists ever and all three are too much on stupid levels of drugs while being way to full of themselves to find any secrets.

The actual root ideology of the Nazis in need to create the German having a history over who really lived here over time is the Anti-Religion, because all religions and their institutions are trying to create rules to be not tempted into bad behaviour, with mixed results but at least trying. "Nevertheless! That Earth is spinning", is to me the most important case as last words before passing into what ever is there after having to deal with politics a lifelong time.

 I also can't get rid of the impression that these two expressions captured by the mean me in me are the actual all hidden truth and they all actually give a shit... but why would they then keep going there? That is a stupid dark rabbit whole.


 So, no I am not German. No way. Everyone sees it, just no one wants to explaine me how they got hold of that birth certificate. I am not that first apple ever and they are the neither that very first tree ever... These stupid Secret Service fucks.

So, what you do? You found a gang with the GI kids being screwed over by the same attitude and train to stay alive. Jedi Terrorist. No one will believe that ever. Safe! 

#cyberpunkcoltoure #igotstuck #theregoesmyhumour  

 

PS: Like that one: 
How do you eat an Elephant?
In little bites.
And I stare at them, sitting right next to them, having well heard that, and wonder if they know their size, being so irritated about that smile that I can't even say: "You'll first have to kill that thing.", lunch.

Misconceptions

 Click here and I tell you what you thinkin.... 

In reality those listen to Pop and watch Made in Chelsea and this is the real audience or how else ?? 

#MODInc
#TIE 

Mon Marseille

 Do the math. One castle, one port and one street. Now understand the sizes of these three parts. The Protection, The Sailors, The Traders.

What you think how that looked like 1650 to 1750 to 1850?

Imagine.


 Someone destroyed our way of life and we took part in it.

#TIE Here we fight!  We find a way... no matter the scares.

Les marchands turcs , detail du Port de Marseille, 1754, par Claude-Joseph Vernet (1714-1789)

 NO NATIONS. NO PRIVILEGES.

 


 

#provos

The War on Drugs - Marseille

 So, there is something that does not add up. Narcotraffic is quite latterly translatable and means narcotic trafficking, which is actually the smuggling or transport part, yet used as a term for the whole business on the dealer side.
 
The hardcore parts of illegal substance trade is Cocaine, if we look at the sociologic impact onto a region. Basically, the assholes turn ever bigger selfish egomaniac assholes and let everyone know being into Cocaine. Crack is just more visible, if it hits the poorest. The Coke heads look like Calvin Klein models, instead.
 
So, Marseilles never was an outspoken rich and posh place. It was always France gate to Mediterranean trade, which before France turned to the Grand Nation raping its Republican ideals, was heavy trade volumes with Arabia and Trans-Sahara regions. The harbour and connected quarters where most busy with goods and tradesmen. It was the most possible international spot imaginable and in many respects way more important than Paris, which changed over over two world wars and by the attitude of the Nation.
 
Those of LaHaine are not blond and blue eyed as most Europeans because of towns like Marseilles that for most of its existence lived and breathed like the three main characters while Jews and Moslems today are at war and Blacks are from Africa.
 
Today Rotterdam turned the port for France. Centralization as a side effect of the way we do Capitalism is the very reason for that and shows that this system of Nations in which some Police faces no investigations what so ever is not sustainable.
 
Drugs are only consumed by a minority of Europeans and the more toxic the substance becomes the less are willing to use that substance. Yet, they turn a million citizens town with centuries of trade history upside down?
 
In the end of the day, is Marseilles problem not tons of Cocaine shipping through its streets, but ... the power and might of those using it.
 
And this will end now. Once again the hard way, because THE KING IS BACK ON DRUGS!
 
#TIE The Kingdome of Hell
Here we fight. 
 
Choose your Messiah
for what is coming.
 
Le Terrisage
 

 par Tirresage

Friday, 21 November 2025

These Motherfuckers

 So, China is developing fast? You German pieces of shit, is that so...

We need you to be removed, have an end of Nations and burn your law books. Europe suffers from your order once again in history. After the Great Plague, after millions of dead by war and chaos, we managed to rebuild our values in what we know today as the Renaissance.

Today The Musketeers are fiction and the Germans made the French jealous having the Pols steal from them.

Only in the worst and darkest times did an ultimate minority rule with force against all others. Today the Nation demands as the only entity the right to use violence and the reaction on showcases what that means are "They found a gun and tried to do something with it, these immigrants from Africa and a Jew".

This system is wrong. Each single bit of it. Leadership is duty, not privilege and who says different has no place here, on Earth.

Last time it was fixed after a disease had killed millions by violence, but climate did not change, because mankind's impact was not that big.

We might have overcome an elite willing to destroy all life on Earth to reach supremacy and world dominance in a nuclear world war, but greed, selfishness and ignorance is still around in all might finding well enough thugs to enforce that by a badge and weapon and thereby is modern slavery dominating work in all variations. 

Welcome to the Kingdome of Hell, because I do not know a better way to get Europa to another Renaissance in Liberte, Egalite and Fraternite, Freedom, Equality and Brotherhood. 

So, keep arguing about the wording, define the meaning of words, change the grammar, while mistyping rouge... and enjoy the sick drugs, violence and chaos to die for.

You, deriving from the House Hanover, those defeated in Münster and Osnabruck for 30 years of war, those that murdered and plundered as Teutonic Order in the Deutsch Herren Staat and those that murdered in factories as Nazi Deutschland have no right to exist, no right for your arrogance, no right for your stupidity, no rights by what you did. 

Yet, you enforce your order. 

#provos #IRAmovement 

Cat pics, right?

 

Zoom in and check the faces. Your cat is a bitch, knows it and that's why you love her. They are just... lidl' bulls on ya pit.

But they are great teachers, for toddlers until they get outsmarted.

#cyberpunkcoltoure 

PS

 He was an outlaw. He left home. He found love far far away. Eventually the past came for him.

DADDY! DADDY! There are strange people out there like you told about from before I was born.
Do they look like me?
No.
?
They speak bad English.
Ok.
I am sure they leave soon.
Why?
...daddies smile.... 
 
#cyberpunkcoltoure 
 
 

MADE IT!

 That's what you did Witcher?


 "Most likely he died in one of the later wars." Uuhhuhhhuuuu...

#cyberpunkcoltoure 

PS

 Please understand that this is the view onto AI and Computers by the very same educational level and background with comparable social rules as "They Found a Gun."

So, how often did Marky practice verbal appologiezzzz. Honestly? That came quick and easy. "Do you want me to..?" Last time that was Whore and she sucked me off real good, when I faced that face expression and hand movement, close.

Would anyone check if the daughter declines slower than the overweight lady?  

But research into addictive pain killers is all fine. 

Do you understand how often humans like me face those people having the incredible strong urge of telling them what major idiots they are being way too full of themselves knowing they cant handle that amount of truth and reality??

Deliver Pizza in The West, I guess. 

Or have conversations like that for money:

Wow you have two Dr titles. That is a lot. Can you press the round button on the left bottom of the screen and then click on Restart? 
...insult...
Me? Haha. It does not need a Doctor to start working here.
...insult 2...
Does it work again?
....confirmation of him being an idiot....
That is great. Thank you for calling. Anything else? 
 
You would not believe how this world looks like sober off even medication watching those in power since two world wars, two nuclear bombs, million murdered civilians, soldiers and MTV, CNN or FOX!!!! 
 
I can't watch past the Killer Robots stories. I'll have a plug free for him. Them.

 #igotstuck 

Seriously,

 you white rich bitch? They find a gun and go to all these places to try to figure out what to do with it?

He clearly says it. He clearly needs one. After the French Revolution, that you somehow survived, hiding in the woods, he was allowed to have one and to use it against the Kings Tyranny.

The problem is Police and the inability to accept French grown history with an elite on Cocaine just like you. 

Do you happen to understand that in the entire movie only one side commits crimes and even finding to keeping a gun is no crime by a lack of responsible Police to hand over that item or what can we expect of a Cop doing with a gun not traceable back onto him in this particular situation and environment??

DON'T DO DRUGS!! Especially if it comes in powder form and stinks burning it down. Please. 

#cyberpunkcoltoure  

Yeah. Ok

 So what would a 13 years old boy having gotten a home computer for Holy First Communion...

in a nation in which showing Nazi Symbols is forbidden no matter context, but a class mate gives you a game called Hitler, stating it's fun and he played it through to at home figure out it's text based and if you refuse to "gas the Jews" your wife poisons you ..

No idea. I'd beat up the German for a continuous week every day twice.

#cyberpunkcoltoure

Ok. To phone him up the week he called out sick to ask what he was playing. His mum, obviously.

The trick is to not steal anything the day you show up to bring the homework, with some extra that looked official, and to strungulise him while hurting him, so he can't scream. Then you behad his sisters Barbie puppet collection and when he tries to blame the nice boy that made the long trip he gets a few months house arrest, from mum.

Hell's Kitchen, The Valley.

After his louse revenge attempt... anyway, they got divorced. Daddy did not know all.

MTV - Mind Set

 How would you manage to


 turn even that racist, without getting it? MMh. John Lee would be to... what?
#cyberpunkcoltoure 
 
PS: Is he at least Chinese? Congruencey. That's why.

I think I

 did not mention that guy, yet. Mr Voteps of Keyboard.

#cyberpunkcoltoure 

Status Update

 I am not sure what happened, but after six years the neighbours are not anymore offbeat doing their thing upstairs.

I had to share that with you!

I guess, six years is dam fast and its because I am a genious social engineer.  

These Germans these... 

#cyberpunkcoltoure #igotstuck 


Genesis 1:27-28

 Ey.. I need more fertilizer to blossom... ok?

#ticktack 

WORLD

You followed the call of being no machine men!

You are no Übermensch. 

Now watch the Germans having giving you the Nation and learn from their end. 

Be no Slave.

Irish Republican Army Provos Terrorist Gang Wing

#neversurrender
#deathbeforedishonour

The Bloody Path of God

 

PS

 That means for the poorest regions and those with intensions to build them up instead of exploiting them:

If there are resources someone might want to exploit, arm yourself and practice the use of violence. Then, it is the same strategy used for millennias to settle in other areas empty of owners.  What do we have, what do we need, where do we get from what we need, but not have in exchange for what we have, but can spare.

 That you repeat and repeat and repeat.

Over generations.

#noblessoblige

Genesis 1:27-28 New Living Translation (NLT) So God created human beings in his own image. In the image of God he created them; male and female he created them. Then God blessed them and said, “Be fruitful and multiply. Fill the earth and govern it."

Stay away from those trying to define "govern", please. We will take care. Provos. 

...As it does not say govern humans - anywhere. 

 

The Dark Modernity - industrialisation

 We are still in a phase of mankind dominated by a socio-economic change comperable to founding money, the saddle, the axle, that has started by the steam machine becoming efficient.
 
Nationalism and Tyranny attacked every attempt of healthy and logic progress.
 
Industrialisation started with the steam machine. The steam machine can burn all kind of flammable materials. It is wrong to believe that this creates geographic independence of locating the factory, because burning materials can cause air pollution which excludes human inhabited areas. 
 
Logically in a humain mind.
 
Steam Machines have limits, because everything has limits, yet adverts telling everyone about No Limits create sell-able products instead of trash. 
 
Mankind created a mind set problem.
 
The Germans are just the worst cultivating that mind set problem based on an incredible vast set of lies covering every aspect of their existence from history to present or future. 
 
Many others followed their core ideas and today nations cover mankind. Nations come with boarders that enclose rules in charge. In terms of Industrialization that means in logic consequences that Kings who never played any role and needed high risks to enforce their rules against any other group or human managed to establish actions by using technological innovations ever worse in consequences against the development of humans in especially this socio-economic change.
 
Factory production is comparable to the GDR's brown cole based heating system. Everyone old enough to have traveled the transit Autobahn routes from West-Germany to Berlin must remember the different smell all across the GDR, because they used local brown coal heaters instead of the Wests large heating factory systems and gas ovens.
If by tax, subsidiaries and other means, factories are located in specific regions these regions create exorbitant larger energy demand at one spot which in result creates the need for extremely large energy plants.
 
To keep a long story short: Our system is by core design incapable to fit into this world by being worst efficient possible.

No way that all will not crash. No fucking way....
 
We told you. The Old Lords.
#IRAmovement 
 
 

AI - Status Update

 They have figured that AI is only chat bots. Only one guy uses, apparently, AI's reasoning core function to create summaries of cold calling client acquisition, why ever, because that works like that:

 Hello, this is XXX XXXX speaking from Sybase Databases. May I speak to your head of IT please?
Ahm. Yes. Does he know you.
He knows Sybase, but not me yet. I am from the Database side.
Ok.
...transfering...
Hello.
Hello.
Have you considered Sybase Databases..... and ... because... .
...
...
How often did you say that today.
One moment.
...
Fourty times.
Ok. You know that's illegal in Germany.
I guess that's why I got that job in England.
Ok. 
Can I send you an email. ... please?
You won't get my company email. 
Don't call back and to info@?
Ok. Thank you. How much do they pay.
In 30 minutes a full Curry Meal from the Indian take away next door, with softdrink.
Yes. There are lot of them in England.
Thank you. Enjoy your day. Bye bye.
...click..
... doing two check marks in an access database ...
 
While I go through Kabala topics with DeepSeek that grandson of a poetic philosopher needs an AI to read two columns. #igotstuck
#cyberpunkcoltoure 
 
Katyn... you motherfucking lawless assholes of human trash. 

PS

 and that little bitch wants eventually to explain each single time kicking off a Shoah Business session what  "Ein Jude" was for Germans:

A Race. A Race was defined. There was no religious records in the Kingdom of Bavaria or any Rhine State, despite in Prussia.

There is in Germany.

#provos #ticktack 

 

That's how their nation works:

Die Nationalsozialisten definierten "Jude" im Rahmen ihrer rassistischen Ideologie nicht primär nach religiöser Zugehörigkeit, sondern als eine vermeintliche "Rasse". Die genauen Kriterien wurden in den Nürnberger Gesetzen und den dazugehörigen Durchführungsverordnungen von 1935 festgelegt und basierten auf der Abstammung. 
Gemäß diesen Gesetzen war Jude, wer:

    Drei oder vier jüdische Großeltern hatte, unabhängig davon, ob die Person selbst der jüdischen Religionsgemeinschaft angehörte oder nicht.
    Als "Mischling ersten Grades" (zwei jüdische Großeltern) der jüdischen Kultusgemeinde angehörte oder mit einem Juden verheiratet war (sogenannter "Geltungsjude"). 

Personen mit einem oder zwei jüdischen Großeltern, die nicht unter die "Geltungsjude"-Regelung fielen, wurden amtlich als "jüdische Mischlinge" bezeichnet und waren ebenfalls von Ausgrenzung und Verfolgung betroffen, wenn auch in unterschiedlichem Maße. 
Die Definition war ein zentrales Instrument, um Juden aus der nationalsozialistischen "Volksgemeinschaft" auszuschließen, ihnen die Bürgerrechte zu entziehen und die Grundlage für die systematische Verfolgung und den Holocaust zu schaffen. Diese rassistische Klassifizierung war willkürlich und entbehrte jeglicher wissenschaftlicher Grundlage, wurde aber mit pseudowissenschaftlichen Methoden, wie z.B. Schädelmessungen, untermauert.

 

It says in the first paragraph that Jew was not primarily based on religion. Then it says it needed the bloodline as base, but it does not say that this was based on hair colour, skin colour and language spoken and still not about which Synagogue was visited how often, because even Nazis got Jew is a religion of not the biggest naive idiots around.

Even the record she shows does not list anything but normal apartment items. You'll recognize a proper Jewish flat being in it. It is like real catholics full of religious kitsh and items. That chandelier? The Jerusalem impression painted Bierkrug? Some even a leather belt with a block at it?

That's why the hardcore Germans keep calling Hitler a Jew.

Eventually, you'd had two groups: Blonds and the rest...

FUCK YOU! BUT ALL OF YOU!

This nation calls me a Paranoid Scizophrenic and no one supplies me with guns, ammo and explosives. 

What is wrong with you?? Like Bitching fixes their attitude...

#provos #IRAmovement 

 

PS: Don't worry. They only lie to a real Jew, don't they. You'll get a treat, doggy. I just look the wrong way at them.

TheGermans - Mind Set

 So, you'd think Germans have history lessons and act accordingly. 
Well, yes, but they are Nazis. How do Nazis react on facts and arguments???

Then it needs two years until even the Kaisers get it and killing that man remains illegal. Look, what mind set will that man have and what dare you telling me to punish that man according to existing and valid contracts and treaties is illegal.

 That is no question.

NO NATION. NO PRIVILEGES.

A Nazi is good dead only

#provos 

MODInc - Status Update

 Just for the record. Enter in Google products: asian ethnic short dress and tell my why I convincing and charming I can be never managed any to get one ever...
 
What is wrong with all'a'ye here?? 
 
They look really good on woman, but every fat bitch has a set of leggings around.
 
#MODInc #cyberpunkcoltoure 

Thursday, 20 November 2025

AI - Mind Status

 because I think they don't know what they did...

What you think of when someone says: Cyberpunk Ego Shooter?

Cyberpunk 2077 in RTX Ultra Graphics...

Especially being all exited about it. But that's not the perspective of the MIT guys, like meeting a GI Boy having brains and no Burger with Fries in his head, which is pretty much all of Special Forces outside Fort Bragg CIA Delta Fucks.

The whole point is the relation of one phrase resulting in an actual C64 level game that needed in the 80ies a few full work days of coding, being super fast, but not just one phrase to a coding machine.

Cyberpunk 2077 needed hundred to a thousand times more work than that in the 80ies. In theory there are now two ways forward:
1.  A thousand times more phrses 
2. A thousand times stronger AI

The lack of creativity within AI suggests that option 1 will be needed way more than option 2, which will come anyway.

It also means that the Web GUI using developers that also have clients paying quite large sums for actualy incredible simple AI task implementations will become ever more important for those large LLM creating companies selling Web GUI Development access, because someone has to explain what this actually does, the AI, asking an AI about for whom that was that medical file was, which the person can read in two seconds instead of being clumsy and insecure with A what I?

AI is as powerful as in need of explanation. In a disconnected world as ours, that means all having a hard time...

#cyberpunkcoltoure

PS: In which region of the U.S. will most using Google to call a shop with a Voice AI be creating a major need of bespoke open source solutions that pick that call to then encourage Google and Users to do more calls, instead of having headlines about most annoying AI Bot calls like:
Hello, I am Google AI and would like to know if you have Tomato Soup in Cans on stock.
?
Hello, I am..
Yes. AHH. We ... Ahm... How many do you want? 
I am just calling to understand if you have still any on stock.
Ok. Great. Why don't you come by?
Does that mean you have Tomato Soap in Cans on stock?
It does say Little Sicily Delicates Brooklyn doesn't it?
Yes. 
...click...

Or

Hello, I am Google AI and would like to know if you have Tomato Soup in Cans on stock.
Hello. I am the shop's AI answering machine. We have several brands constantly on stock. Do you have interest in any particular?
No. Thank you shop AI. I will pass on the message.
....the shop owner... Five AI calls this morning?! Gonna be a good day.

The Bay, right? 




?

 I kinda get getting it kinda, but why would you react like that trying it??

Then, self tanner and an airbrush?
 
#cyberpunkcoltoure 

So, Elon AI, TheGermans

 are doing this here... I am sure no one told Elon M. (age unknown) that he'll face demonstration hords having a factory in Germany.

The guy, who is an expert consultant for AI in the German market with a long track record of success in AI implementation within the German Corporate World,  latterly said that who is using ChatGPT to upload corporate data "is with one foot in prison", because of violating DSVG laws. That would be German data security laws and Americans per default do not comply.

Guess ... 

#cyberpunkcoltoure  

 

PS: Interesting. That's how the Germans do what they do. Now I wonder who pays ten thousand plus Euros for that... #igotstuck

Conclusion
I never will mention what I do! Fortunately, they all have an accent. Easy....for a no hairloss and they will pull their mobile on what time it is no matter the blingbling.

TheGermans - Mind Set

 He believes Germany will be an "advanced agricultural" land.

They will continue overestimating them and there is no way to change that. 

#TIE
#cyberpunkcoltoure  
 
PS: Abstract this into low tech and you get it. Gangsters Paradise is the softcore version of what you are facing becoming reality. Just the weather! This year is very low on rain, statistically.  No Mantis Blades and Cyberdecks, but Nazi 9er and Synth Drugs all over the fucking place. 
But the lonesomeness, social division, violence, drug use, socio-economic fight, separation, limited Policing ... mmmh?
 
This there will be difficult for TheGermans to build, while LesBroche at least have La Defance or partially have La Defance. The Germans managed to have Das Bahnhofsviertel right in the middle and Eschborn is on the country side with a real bad air port connection.
 

Stupid is who Stupid does.
or in German
Stupid is who is acting stupid.   


  #TIE #totalwaroustyle #theystarted #dontblametheplayerblamethegame

You: ?

 Do you know that Bible story of Salomon and the two woman claiming one child? It goes that two woman claimed one baby child their own. Salomon asked to have the baby cut in two so each could have half. One agreed, the other got the Baby by Salomon's order.

It got more complicated, that one mother has now a German passport and is proud of the local history, but we all keep going being alive an quite active. All three and those watching. ....two minutes later.... Oh, and the baby and still has no say.

Did that help to clarify??

#thedarkmodernity #provos #terroristgangs #undergroundwars 

A little reminder what we Provos are

 Here.


#neversurrender

Compadres

 pour mes people una place de musica, de relaxione, dans la quartier, libre de policia, corruptiona en fraternite et egalite les ideales nostra patria. Publica, secreta, secure, petit price, resteraunto, diner americano, amour pour les amigos, protege par nous, les gangs terrorista contra les nationa injustice. Fair, cre'é, vivre en tous Creol, une mixtura, qui nos ancien monde.

#TIE #noblessoblige #parballeoupardieu 

Ok. From the other side

 Imagine on of that guys Crew there tells that Crew they'll get 1% or nothing and that Crew figures while being ripped of that the regulars of him are all gay ... per contract.

And that he never listens to the lyrics despite never wonders why he ain the center of the universe or what the stay useful would mean.

Well BKA, CIA. You are fucked now for being stupid greedy.

#provos #IRAmovement #terroristgangs #undergroundwars 

 

So that you get that Bundeskriminalamt. Those having us die in that were way more important than you little Nazi Cunts taking what you did not understand giving us a communication channel. Now you pay what you owe us and may start with me.

#ticktack or i take. 

 

Project, The Messiah's List Bloody Ending. BORN A RACE CHEATER! DYING A RACE CHEATER!! COP KILLER! IRA PROVOS.

BKA, if you don't surrender and admit your crimes, that is what will happen from all sides against your forces. 

?

 Did I mention that I sleep on a real Futon, which is here a not that thick blanket... while. I also never got the IKEA ball bath thing ever no matter which age. If it did not include running and sweating it made no sense as much as avoiding a good reasonable justifiable fight.

#thevaninme #cyberpunkcoltoure 

Wednesday, 19 November 2025

TheGermans - Mind Set

 So, he basically tells me that I will money if I put a webcam below my kitchen desk and start what  I am doing naked.... so I only have fans.

#cyberpunkcoltoure 

Not happening. 

Play Bullshit Racist Bingo

 here... and that Queen is a King by now.

#gfyMTV #cyberpunkcoltoure 

The Gekkos - Of Germany

 He says it. Finally a Pro. I am not sure if "sensibisiert" is a word, but he perfectly explains what these private eque...what ever do:

At around 17:18 he says that he was analyzing -.-.-.-.-. how much debt a company they targeted could take on without collapsing before having it payed back or them being off the books to not having to pay it back anymore.

Get it?

The idea of becoming a share holder to participate in the business venture by supporting it through combining services, products and contracts from within the own existing portfolio of companies and shares must sound great ... for the marketing department which explains that smile of these guys in combination with showing their throat when they talk to someone they consider an idiot about what they do.  

Tell me why taking on credit for any other purpose but the core business model is legal when the credit worthiness depends on that metric?? 

My village ain getting it. The walls are too sold, high an old.

#noblessoblige #cyberpunkcoltoure 

What I mean? seriously...

How does that fit?



 Wait! Into here...


 Is it honestly that hard??? Three companies. Twice taxes for buying and selling, twice shipping service companies, independent computer systems, three HR offices, three sets of managers and no coordination of the machinery and production by anything else than a purchase order until Temu... sells instead of any of them, because none can afford hiring someone that managed to create a drop shipping fuck us all Shopify website so he has a real job.


 

#TIE #thedarkmodernity 

Born Kings

Over time two sides fight for rule over menkind.

Those by Love and those by Tyranny.

The price for a bit of a forbidden fruit, but here is time to reverse, until the very moment of death.

#bornkings #deathbeforedishonour #neversurrender

#cyberpunkcoltoure #thedarkmodernity 

AI - Cyberdeck - Status Update

 Those who are following the more serious and finally respectable parts of that Blogg and thereby my Hacker side, in terms of the keyboard sound not what MTV did with it...

I have had to change on my Beowulf Cluster's headnode the OS being also down onto again 16GB RAM from 32GB.

Ubuntu Server is running stable with a Minimal Desktop on top. The beauty of Ubuntu and Linux in general is the very different architecture concept and not the price tag in comparison to Microsoft products.

 Every developer can deeply embed his creations into the operating system by latterly looking at the source code of the OS, while MS makes everyone learn APIs, which is the difference of understanding a set of locks and keys or having the blue print and building side tools.

The Cyberdeck is a Knowledge System that uses low cost hardware bypassing its limitations using a Beowulf Cluster layer that lets several Computers in a LAN share its CPU and has small size AI models installed on each. This also means to having to have different software run on different computers, eventually. I have a small i7 with two screens attached, another small i7 Laptop next to it, an i5 sitting duck with a broken screen with a headless OS on which top a small Raspi5 with an AI kit and 7inch touch screen sits.
There is even software around to share by software both Keyboard and Mouse over all Computers and screens, but instead I use a Terminal session at this point. I could use OpenOffice Spreadsheets on the main node and use that software to write using OpenOffice Word on the Laptop having the look and feel of one Computer.
 
Obviously, that's too simple for me.
 
The Cyberdeck is more than that and part of it is the Obsidian-Deck. I basically downloaded all DeepSeek chats to further process them locally and additionally a Wiki dump of all English Wiki articles, some Open Library Books to combine that data with some Website content.
I can talk about my DeepSeek chats with one AI and have another AI that has wiki and chosen books as its data points.
 
Then, I had reason to port from Linux Mint to Ubuntu Server LTS by a little nasty USB stick and an issue with booting while having an installable ... to then figure out that Python environments are deeply embedded into the OS  with some more side effects than stabilizing the OS called Dependency Conflict. That's red lines of feedback in the Terminal that tell you "Problem! Not happening."
 
It was time for an upgrade, because the Obsidian Deck worked just fine and there was more capability out there. Porting the scripts as is to Ubuntu Server from Mint just did not happen, because of the different varieties of Linux Operation System flavors.
 
Having the system architecture design of the next version of the Cyberdeck ready I just in this very moment finished chunking both Wiki/Books and DeepSeek Chats. Chunking makes a heartbeat!
 

 Even so not shown here,  I used for RAGing which is creating the data points of an AI or training it, all three capable nodes by using a server software called HAProxy. HAProxy is load balancing software that takes in a batch process now files from a Python Script and distributes the task with file aka the job to one of the listed nodes. The very problem was that both hardware and thereby also Ollama models are a heterogeneous environment in which all three nodes are different. I could not get HAProxy to handle the different response times of three different in power CPUs using three different LLM models no matter chosen to be most efficient on no GPU old hardware. 
Having installed an even smaller LLM copy dedicated to RAGing on each node like 
all-minilm:latest to create a homogenious LLM chain over the given hardware fixed initial failing load balancing issue. 
 
Being able to have AI batch processes like analyzing text or chunking use several nodes is a major step forward on this upcycling refurbished old hardware.
 
The RAGing is not perfect and still work in progress, but functional.  The Nexus Version of the Cyberdeck is coming to life.  

By starting coding from scratch. 
 
Cyberdeck Nexus
AI LLM model load balancing system 
[Knowledge System]
    ├── a)DeepSeek Chat Processor (batch) Obsidian-Deck (several scripts)
    ├── b)RAG-AI      1 (specific content)  Obsidian 
    ├── c)RAG-AI       2 (general content) Wiki OpenLibrary Books Web
    ├── d)RAG-AI       3 (local content)      Chats RAGed abcd
    ├── e)Multi-source Database               Content listings of source files .md, .txt, html, .xml
    └── f)[Future: Coding AI, Essay AI, Simulation AI] 
 
In terms of Open Source AI development does that mean that there is a niche for creating dedicated tailored systems much below and out of sight of the Big Data Center large systems AGI DeepSeek and ChatGPT and Pipe Creators using Microsoft based GUI development tools trying to hit the next Hit App for the Apple Store.
 
I doubt companies having collected millions to create pipe lines into large companies will be able to compete with off the shelf solutions Google and Microsoft will add to their standard software over time being connected with AGI server farms. They might be the "AI Bubble", but AI came to stay no matter Bubbles...

Creating more jobs over time, like every innovation since the Wheel found an axle. 
 
#cyberpunkcoltoure #deggers