Large Language Models Background:
- if you're involved in the ICT world you'd have been involved with LLM. We'll be taking a look at this technology in this post. There's lots of hype but there needs to be lots of work/fine tuning on it. The stuff I use at work is terrible but lots of people depend on it. You may have come across it but not realise it. Basically, the same chatbots that the public often complains about that are replacing front line customer service staff, answering your questions when you navigate to a company website, etc... is what we're talking about here
Current AI Models have 3 Unfixable Problems
https://www.youtube.com/watch?v=984qBh164fo
https://www.youtube.com/@SabineHossenfelder
What Are Large Reasoning Models (LRMs)? Smarter AI Beyond LLMs
https://www.youtube.com/watch?v=enLbj0igyx4
The Limits of AI: Generative AI, NLP, AGI, & What's Next?
https://www.youtube.com/watch?v=rBlCOLfMYfw
https://www.youtube.com/@IBMTechnology
Large Language Models explained briefly
https://www.youtube.com/watch?v=LPZh9BOjkQs
https://www.youtube.com/@3blue1brown
AI Competition explained in 10 minutes
https://www.youtube.com/watch?v=CrJJPlRO9bI
https://www.youtube.com/@CalebWritesCode
Martin Armstrong: the economist imprisoned for predicting the future
https://www.youtube.com/watch?v=6zN0drLc6jg
https://www.youtube.com/@MartinArmstrongAE
Yann LeCun: We Won't Reach AGI By Scaling Up LLMS
https://www.youtube.com/watch?v=4__gg83s_Do
https://www.youtube.com/@Alex.kantrowitz
Which A.I. Would Make The Best Doctor?
https://www.youtube.com/watch?v=WLqLA5XnfiE
https://www.youtube.com/@DoctorMike
llm wikipedia
A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation. LLMs are language models with many parameters, and are trained with self-supervised learning on a vast amount of text.
The largest and most capable LLMs are generative pretrained transformers (GPTs). Modern models can be fine-tuned for specific tasks or guided by prompt engineering.[1] These models acquire predictive power regarding syntax, semantics, and ontologies[2] inherent in human language corpora, but they also inherit inaccuracies and biases present in the data they are trained in.[3]
https://en.wikipedia.org/wiki/Large_language_model
https://en.wikipedia.org/wiki/List_of_large_language_models
- multiple types of AI/ML makes more sense then the mindless puirsuit of AGI to be honest? We give a certain AI/ML a job based on what it's best at and most suitable at? Easiest way to determine this is that we train different AI/ML on a small subset of data (just like a job application) and then give it (the creator) a job based on it's suitablity for the job at hand?
Generative vs Agentic AI: Shaping the Future of AI Collaboration
https://www.youtube.com/watch?v=EDb37y_MhRw
https://www.youtube.com/@IBMTechnology
Geoffrey Hinton reveals the surprising truth about AI's limits and potential
https://www.youtube.com/watch?v=n4IQOBka8bc
https://www.youtube.com/@SanaLabs
Meta's AI Genius Just Quit — Even Zuckerberg Seems Surprised.
https://www.youtube.com/watch?v=W2tr1Q3D1ZI
https://www.youtube.com/@TheAiGrid
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2017/03/prophetsgenesisterraforming-mars-seek.html
https://dtbnguyen.blogspot.com/2017/12/custom-linux-bash-seek-cover-letter-and.html
http://dtbnguyen.blogspot.com/2017/12/linux-bash-resume-maker-random-stuff.html
http://dtbnguyen.blogspot.com/2017/05/linux-seek-job-application-bot-random.html
http://dtbnguyen.blogspot.com/2017/03/prophetsgenesisterraforming-mars-seek.html
- the frustrating thing of heavy market consolidation is that you have so few choices. If you've worked in larger companies ironically this is a problem as well. We need to make sure there is a genuine market that makes sense to optimise whatever resources, assets, people, etc... we have at our disposal
Is the AI bubble about to pop? | The Take
https://www.youtube.com/watch?v=MYuBVcJ6znA
https://www.youtube.com/@aljazeeraenglish
https://en.wikipedia.org/wiki/Economic_bubble
https://en.wikipedia.org/wiki/Stock_market_bubble
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/05/education-or-indoctrination-random.html
https://dtbnguyen.blogspot.com/2021/02/living-without-google-random-stuff-and.html
https://dtbnguyen.blogspot.com/2020/01/data-science-pattern-matching-hpc.html
- these are some of the ones I've played with recently. Easy to setup and configure and suitable for "normal systems" that you'd use at home and don't require supercomputers/mainframes
How To Install Ollama and llama3.2 on Ubuntu 24.04 LTS | Local AI Instance | Generative AI | Python
https://www.youtube.com/watch?v=DYgDRdnn74s
https://www.youtube.com/@CloudOpsDirect
How To Run Private & Uncensored LLMs Offline | Dolphin Llama 3
https://www.youtube.com/watch?v=eiMSapoeyaU
https://www.youtube.com/@GlobalScienceNetwork
https://ollama.com/
https://ollama.com/download
single exe llm alternative
https://www.jan.ai/download
https://nutstudio.imyfone.com/llm-tips/anythingllm-alternative/
https://docs.anythingllm.com/installation-desktop/linux
ubuntu small llm
https://www.jeremymorgan.com/blog/generative-ai/run-llm-locally-ubuntu/
https://www.jeremymorgan.com/blog/generative-ai/local-llm-ubuntu/
https://ubuntu.com/blog/llms-explained
https://www.linkedin.com/in/jeremycmorgan/
https://github.com/jasonacox/TinyLLM
https://lmstudio.ai/
https://lmstudio.ai/docs/app/offline
ollama setup
https://github.com/ollama/ollama
https://www.doprax.com/tutorial/a-step-by-step-guide-for-installing-and-running-ollama-and-openwebui-locally-part-1/
https://www.doprax.com/tutorial/
https://www.doprax.com/docs/
install ollama fedora
https://ebourgess.dev/posts/installing-ollama-on-fedora/
https://ai-guide.future.mozilla.org/content/running-llms-locally/
ubuntu what llm easy to install
https://getstream.io/blog/best-local-llm-tools/
Table of Contents
Introduction
List of Chatbots, LLMs and other AI Models for Linux
AgentGPT
Alpaca.cpp
AutoGPT
ChatALL
Cursor.sh
GPT4ALL
Hugging Face
Llama 2 by Meta AI
LocalAI
MetaGPT
Mistral.ai
Mycroft AI
NVIDIA NeMo
Ollama.ai
PrivateGPT
Shell GPT
Other AI Models and Resources for Linux
AI Models on Linux – Prerequisites
Choosing a Linux Distribution for AI
Optimizing Linux for AI Development
Artificial Intelligence Hierarchy
Conclusion
https://linuxblog.io/install-ai-models-on-linux-discover-llms-and-chatbots-for-linux/
https://www.gsnetwork.com/how-to-use-the-dolphin-llama-3-ollama-model/
https://anythingllm.com/
https://anythingllm.com/desktop
https://github.com/Mintplex-Labs/anything-llm
- Deepseek seems to be an extra layer on top of the standard LLM libararies and reduces resource usage by mimicing the answers of larger LLMs
Run Deepseek R1 at Home on Hardware from $250 to $25,000: From Installation to Questions
https://www.youtube.com/watch?v=e-EG3B5Uj78
https://www.youtube.com/@DavesGarage
Build Everything with AI Agents: Here's How
https://www.youtube.com/watch?v=XVO3zsHdvio
https://www.youtube.com/@DavidOndrej
I tested DeepSeek vs. OpenAI-o1 for data science tasks: Here's what I found.
https://www.youtube.com/watch?v=fO80iIHkr9M
https://www.youtube.com/@Thuvu5
https://www.deepseek.com/
deepseek install ubuntu
https://linuxblog.io/install-deepseek-linux/
https://www.tecmint.com/run-deepseek-locally-on-linux/
https://en.wikipedia.org/wiki/DeepSeek
https://en.wikipedia.org/wiki/OpenAI
https://en.wikipedia.org/wiki/OpenAI_o1
https://en.wikipedia.org/wiki/GPT-4
Deepseek R1 Explained by a Retired Microsoft Engineer
https://www.youtube.com/watch?v=r3TpcHebtxM
https://www.youtube.com/@DavesGarage
The Man Behind DeepSeek (Liang Wenfeng)
https://www.youtube.com/watch?v=FMU0j_ly4kk
https://www.youtube.com/@EastMoneyMedia
https://en.wikipedia.org/wiki/DeepSeek
https://www.deepseek.com/
deepseek 3fs
https://github.com/deepseek-ai/3FS
https://www.tomshardware.com/pc-components/storage/deepseek-releases-powerful-new-parallel-file-system-fire-flyer-fire-system-made-open-source
deepseek data leak
https://www.bleepingcomputer.com/news/security/nearly-12-000-api-keys-and-passwords-found-in-ai-training-dataset/
https://cybersecuritynews.com/deepseek-data-leak-api-keys-and-passwords/
https://www.cybersecuritydive.com/news/deepseek-companies-security-risks/739308/
https://www.forbes.com/sites/larsdaniel/2025/02/01/deepseek-data-leak-exposes--1000000-sensitive-records/
- Deepseek isn't super quick based on what I've seen but at least it's easy to setup
deepseek ai download
ollama run deepseek-r1:7b
The good news is that local installation has been made very easy, thanks to Ollama. Head to the Ollama download page and select which operating system you use. Ollama is available on MacOS, Linux, and Windows. Run the Ollama terminal once it is installed, and type in one of the following commands, depending on which model you wish to run:
ollama run deepseek-r1:1.5b
ollama run deepseek-r1:7b
ollama run deepseek-r1:8b
ollama run deepseek-r1:14b
ollama run deepseek-r1:32b
ollama run deepseek-r1:70b
The end number indicates how heavy the model will be to run, and while the lighter models will not be as good as the heavier ones, they still have fantastic performance, likely more than good enough for a casual level of exploration. Needless to say, the heavier the models you wish to run, the more demanding that would be, and the more space you will need for the model installation.
I would strongly suggest you start at the 1.5b model and work your way up, regardless of your machine's specs.
Now that we have Ollama and our model installed, we need a way to interact with it all, something that has once again been made very easy thanks to Chatbox AI. Check the pricing to ensure you are fully informed on what you might want to do, then head to the download page and grab the suitable version for your operating system.
https://www.shacknews.com/article/142874/how-to-download-and-install-deepseek-ai
- LLMs don't work the way you think it does. The easiest way to explain an LLM model is that it's a brain of a certain type/personality which interprets data in a particular way. Just like a normal human brain a mismatch between LLM model and data can result in unique, useful, incorrect, etc... answers. Give this, it's crucial to customise data and prompts for the LLM in question. I wonder if this is how/why the brain does funny stuff during illness as well?
gpt4all list models
https://docs.gpt4all.io/gpt4all_desktop/models.html#example-models
https://observablehq.com/@simonw/gpt4all-models
https://github.com/simonw/llm-gpt4all
what are llm models
https://www.cloudflare.com/learning/ai/what-is-large-language-model/
https://aws.amazon.com/what-is/large-language-model/
https://en.wikipedia.org/wiki/Large_language_model
https://www.ibm.com/think/topics/large-language-models
https://www.youtube.com/results?search_query=boston+legal+word+salad
Alan Shore Word Salad Scene
https://www.youtube.com/watch?v=2wkZfq86kgY
https://en.wikipedia.org/wiki/Boston_Legal
https://en.wikipedia.org/wiki/Alzheimer%27s_disease
https://en.wikipedia.org/wiki/Tourette_syndrome
https://en.wikipedia.org/wiki/Word_salad
Turn ANY Website into LLM Knowledge in SECONDS
https://www.youtube.com/watch?v=JWfNLF_g_V0
https://www.youtube.com/@ColeMedin
https://ai.pydantic.dev/
https://github.com/unclecode/crawl4ai
Run Local LLMs on Hardware from $50 to $50,000 - We Test and Compare!
https://www.youtube.com/watch?v=mUGsv_IHT-g
Feed Your OWN Documents to a Local Large Language Model!
https://www.youtube.com/watch?v=fFgyOucIFuk
https://www.youtube.com/@DavesGarage
ollama feed documents
https://www.reddit.com/r/ollama/comments/1eb3p5n/how_to_feed_a_novel_into_ollama/
https://www.zdnet.com/article/how-i-feed-my-files-to-a-local-ai-for-better-more-relevant-responses/#google_vignette
https://medium.com/@mlxl/ollama-and-llama3-a-streamlit-app-to-convert-your-files-into-local-vector-stores-and-chat-with-c5340fcd6ad0
https://github.com/rb81/ollama-feed-summarizer
configure ollama to read book
https://github.com/ollama/ollama/blob/main/docs/faq.md
https://www.reddit.com/r/ollama/comments/1huix0k/has_anyone_successfully_deployed_selfhosted_llms/?rdt=41075
txtai
https://github.com/neuml/txtai
https://medium.com/neuml/introducing-txtai-the-all-in-one-embeddings-database-c721f4ff91ad
ollama get it to read a book
https://www.reddit.com/r/LocalLLaMA/comments/12ks374/can_localllama_be_trained_off_of_books/
https://www.reddit.com/r/LocalLLaMA/comments/12ks374/comment/k36h0kl/
https://medium.com/@arunpatidar26/run-llm-locally-ollama-8ea296747505
Read and write files (To allow for more types of AI models in Ollama) #2864
https://github.com/ollama/ollama/issues/2864
https://github.com/ollama/ollama/blob/main/docs/api.md
what is a llm model
https://medium.com/data-science-at-microsoft/how-large-language-models-work-91c362f5b78f
Feed Your OWN Documents to a Local Large Language Model!
https://www.youtube.com/watch?v=fFgyOucIFuk
Run Local LLMs on Hardware from $50 to $50,000 - We Test and Compare!
https://www.youtube.com/watch?v=mUGsv_IHT-g
python ollama read local file (EASY)
https://www.youtube.com/watch?v=IsEYXyMkRF8
https://www.youtube.com/@mrashco
https://mrash.co/python-ollama-file/
ollama configure it to read a book
https://www.reddit.com/r/ollama/comments/187ot1v/feed_novel_into_ollama/
https://leanpub.com/ollama/read#using-the-ollama-python-sdk-with-image-and-text-prompts
- the main power that most users have (who aren't going to dabble in creating new models or attempting to create new AI/ML) lies in the modelfile?
How to create CUSTOM LLMs using OLLAMA
https://www.youtube.com/watch?v=J_g0-l1fxA4
https://www.youtube.com/@TheNeuralMaze
how to build a model llm for ollama
https://www.gpu-mart.com/blog/custom-llm-models-with-ollama-modelfile
https://medium.com/@sumudithalanz/unlocking-the-power-of-large-language-models-a-guide-to-customization-with-ollama-6c0da1e756d9
- like most other AI/ML tools nowadays it can be accelerated via GPU with the best support being for NVidia, AMD/ATI, Intel chips in that order
ollama llm configuration
https://docs.useanything.com/setup/llm-configuration/local/ollama
https://github.com/ollama/ollama/blob/main/docs/faq.md
- CLI based assistance and programming assistance
linux cli llm easiest to configure
https://www.reddit.com/r/commandline/comments/1f4e0nu/llmterm_a_simple_terminal_assistant/
https://github.com/juftin/llm-term
https://github.com/TheR1D/shell_gpt
llm which help write code github
https://github.com/Hannibal046/Awesome-LLM
https://github.com/features/copilot
https://github.com/continuedev/what-llm-to-use
- an LLM is isn't anything close to Artificial General Intelligence (AGI). If it were anything remotely close to human or animal intelligence it would learn in a similar way, store and manipulate data in a similar way, would aide significantly in regards to interfacing bionics/prosphetics with the human body, etc... Morevoer, the functioning of the human brain and AI/ML based on LLM concept would match up perfectly and would help you unrderstand how the human body genuinely works and help you to understand and fix illness. This clearly isn't the case but is useful nonetheless and represents progress in the AI/ML world
https://dtbnguyen.blogspot.com/2025/09/rat-backgroundresearch-professional-rat.html
https://dtbnguyen.blogspot.com/2025/08/medical-surgical-procedure-videos.html
https://dtbnguyen.blogspot.com/2025/01/3d-printing-background-random-stuff-and.html
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2020/05/education-or-indoctrination-random.html
https://dtbnguyen.blogspot.com/2019/06/self-sufficientlearning-golf.html
https://dtbnguyen.blogspot.com/2019/04/struggling-professional-golfers.html
https://dtbnguyen.blogspot.com/2019/03/becoming-golf-coach-becoming-better.html
https://en.wikipedia.org/wiki/Bionics
https://en.wikipedia.org/wiki/Prosthesis
https://en.wikipedia.org/wiki/Unified_Modeling_Language
https://en.wikipedia.org/wiki/Use_case_diagram
https://madza.hashnode.dev/9-open-source-ai-projects-you-will-be-amazed-to-discover
https://dev.to/madza/9-open-source-ai-projects-you-will-be-amazed-to-discover-4dm0/comments
https://www.mltut.com/best-online-resources-to-learn-data-analysis/
...
Generating text is by no means a trivial task! LLMs are optimized to predict the probability of the next token, but how do we generate text with that?
The naive approach is to use the probability vector generated by the model, choose the word with the highest probability, and autoregress. This is the greedy approach, but this tends to generate repetitive sentences that degenerate when they are too long. Another approach is to use the probabilities generated by the model and perform a sampling of the words based on those probabilities. Typically, we use a temperature parameter to adjust the level of randomness of this process. This allows to generate less repetitive and more creative sentences.
But those 2 techniques have a problem. When we generate a sentence, we want to maximize the probability of the whole output sequence and not just the next token:
P(Output sequence | Prompt)
Fortunately, we can express this probability as a product of the probabilities to predict the next token:
P(token 1, .., token N | Prompt) = P(token 1| Prompt) x ... P(token N |Prompt, token 1, ..., token N - 1)
But solving this problem exactly is an NP-hard problem. So, instead, we can approximate the problem by choosing k candidate tokens at each iteration, testing them, and keeping the k sequences that maximize the probability of the whole sequence. In the end, we just choose the sequence with the highest probability. This is called the Beam search generation and can be mixed with the greedy and the multinomial approach.
Another approach is the contrastive search, where we take into account additional metrics like fluency or diversity. At each iteration, we choose candidate tokens, penalize the probabilities with a similarity metric of the tokens that were previously generated, and choose the tokens that maximize the new score.
--
👉 Learn more about ML in my newsletter https://newsletter.TheAiEdge.io
https://www.facebook.com/damien.benveniste
https://newsletter.theaiedge.io/
The Path to AGI is Coming Into View
https://www.youtube.com/watch?v=mfbRHhOCgzs
https://www.youtube.com/@SabineHossenfelder
https://www.utoronto.ca/news/neural-net-behind-geoffrey-hinton-s-nobel-prize-be-preserved-computer-history-museum
https://computerhistory.org/
https://computerhistory.org/exhibits/chatbots-decoded/
University of Toronto
The source code for AlexNet – the neural network developed at U of T - Department of Computer Science that kickstarted today's AI boom & led to a Nobel Prize – will be preserved by the Computer History Museum in partnership with Google. 💻 uoft.me/bqR
https://www.facebook.com/universitytoronto
- despite everything being said online about them being low resouce they are resource intensive to run and require more up to date systems with dedicated GPUs often. Basically, based on what I see online anything above 8th gen Intel CPU is required and Nvidia GPU is preferred. Based on my real world expirience 10th gen Intel CPU and up is probably required to maximise the full capabilities of LLM while not simultaenously bankrupting yourself
Intel i5-7300U and llm
https://www.reddit.com/r/LocalLLM/comments/1h9eeyv/what_are_my_options_for_using_a_local_llm_on_a/
https://www.reddit.com/r/LocalLLM/comments/1m68gbv/local_llm_without_gpu/
minimum specs to run a llm
https://www.rnfinity.com/news/Hardware-requirements-for-running-large-language-model-Deepseek-R1-on-a-local-machine
https://www.geeksforgeeks.org/deep-learning/recommended-hardware-for-running-llms-locally/
System Requirements
AnythingLLM is fully customizable in every regard.
Given this customizable nature, your exact requirements to run AnythingLLM depend on many factors. You can use the tables below to get a rough idea of what it will take to run AnythingLLM.
AnythingLLM can be a wrapper around many external services that all accomplish some task - making AnythingLLM so lightweight it can run on the smallest machines - even Raspberry Pis!
what's the bare minimum intel cpu for llm
https://blog.threatresearcher.com/local-llm-on-old-hardware-possible/
Minimum Requirements - Just Getting Started
If you're looking to dip your toes into local LLMs without breaking the bank, here's what you absolutely need:
Operating System: Windows 11 64-bit (Windows 10 also works)
RAM: 8GB absolute minimum, but 16GB is strongly recommended
Storage: 20GB for LM Studio + models (realistically, plan for 100GB+)
GPU: 6GB VRAM minimum
Budget options: GTX 1060 6GB, RTX 2060
CPU: Any quad-core from the last 5 years (Intel i5 8th gen / AMD Ryzen 5 2600 or newer)
⚠️ Important: You can technically run on CPU only, but it will be painfully slow – we're talking minutes per response instead of seconds. A GPU with at least 6GB VRAM is highly recommended.
...
Recommended Setup - The Sweet Spot
This configuration offers the best balance of performance and value for most users. A used system with an upgraded GPU is typically the way to go:
RAM: 32GB DDR4/DDR5 for comfortable multitasking
GPU Options:
Best Value: RTX 3060 12GB - $250 Used
Budget with VRAM: RTX 5060 Ti 16GB - $429 MSRP
Higher End Option: RTX 5070 Ti 16GB - $849 MSRP
Storage: 500GB+ NVMe SSD for fast model loading
CPU: Modern 6-8 cores (Intel i5-13600K / AMD Ryzen 7 7700)
Power Supply: 650W minimum for RTX 5070 class cards
💡 Why NVIDIA? CUDA support is better optimized for LLM applications. While AMD cards can work, NVIDIA offers better compatibility and performance with LM Studio.
https://hakedev.substack.com/p/the-complete-guide-to-lm-studio-hardware
Processor (CPU)
In the ML/AI domain, GPU acceleration dominates performance in most cases. However, the processor and motherboard define the platform to support that. There is also the reality of having to spend a significant amount of effort with data analysis and clean up to prepare for training in GPU and this is often done on the CPU. The CPU can also be the main compute engine when GPU limitations such as onboard memory (VRAM) availability require it.
What CPU is best for machine learning & AI?
The two recommended CPU platforms are Intel Xeon® W and AMD Threadripper™ PRO. This is because both of these offer excellent reliability, can supply the needed PCI-Express lanes for multiple video cards (GPUs), and offer excellent memory performance in CPU space. We generally recommend single-socket CPU workstations to lessen memory mapping issues across multi-CPU interconnects which can cause problems mapping memory to GPUs.
Do more CPU cores make machine learning & AI faster?
The number of cores chosen will depend on the expected load for non-GPU tasks. As a rule of thumb, at least 4 cores for each GPU accelerator is recommended. However, if your workload has a significant CPU compute component then 32 or even 64 cores could be ideal. In any case, a 16-core processor would generally be considered minimal for this type of workstation.
Does machine learning & AI work better with Intel or AMD CPUs?
Brand choice in this space is mostly a matter of preference, at least if your workload is dominated by GPU acceleration. However, the Intel platform would be preferable if your workflow can benefit from some of the tools in the Intel oneAPI AI Analytics Toolkit.
https://www.pugetsystems.com/solutions/ai-and-hpc-workstations/machine-learning-ai/hardware-recommendations/
Recommended configuration for AnythingLLM
This is the minimum value for running AnythingLLM. This will be enough for you to store some documents, send chats, and use AnythingLLM features.
Property Recommended Value
RAM 2GB
CPU 2-core CPU (any)
Storage 5GB
LLM selection impact
This is how you get chat responses. Popular hosted solutions like OpenAI tend to provide state-of-the-art responses with almost zero overhead. However, you will need an API key for any cloud-based LLM provider.
Tip: Host a local LLM on another machine that has a GPU if the device running AnythingLLM does not have a GPU. AnythingLLM can connect to any LLM running anywhere via API.
https://docs.anythingllm.com/installation-desktop/system-requirements
https://bionic-gpt.com/blog/llm-hardware/
https://www.rnfinity.com/news/Hardware-requirements-for-running-large-language-model-Deepseek-R1-on-a-local-machine
https://www.levi9.com/blog/a-guide-to-running-llms-locally/
- there are are LLMs optimised for low resouce systems but obviously giving up thoroughness of answers based on what I've seen
raspberry pi llm
https://projects.raspberrypi.org/en/projects/llm-rpi
https://itsfoss.com/llms-for-raspberry-pi/
https://www.reddit.com/r/raspberry_pi/comments/1ati2ki/how_to_run_a_large_language_model_llm_on_a/
https://eugeneyan.com/writing/raspberry-llm/
granite 4.0 ai
https://huggingface.co/blog/ibm-granite/granite-4-nano
https://huggingface.co/collections/ibm-granite/granite-40-nano-language-models
https://venturebeat.com/ai/ibms-open-source-granite-4-0-nano-ai-models-are-small-enough-to-run-locally
https://www.ibm.com/new/announcements/ibm-granite-4-0-hyper-efficient-high-performance-hybrid-models
https://www.ibm.com/granite
chrome llm extension
https://chromewebstore.google.com/detail/open-os-llm-browser-exten/kgeinnbgpilffgaipgihigcphcokellk
https://chromewebstore.google.com/detail/webextllm/chbepdchbogmcmhilpfmijbkfpplgnoh?hl=en
https://github.com/nanobrowser/nanobrowser
https://docs.anythingllm.com/browser-extension/install
https://gemini.google/about/
https://community.openai.com/t/ask-steve-integrates-llms-into-chrome-the-way-google-should-have-try-it-out/833308
- another option if you can't run an LLM model on your own system is to run it as a service in the cloud, on another system remotely, use one especially designed for low resource systems, mess around with configuration and optimisation, etc...
llm as a service
https://www.reddit.com/r/LocalLLaMA/comments/18b4h14/llm_as_a_service_api/
https://www.reddit.com/r/LLMDevs/comments/1alr6am/so_i_have_been_tasked_to_setup_a_an_llm_service/
https://www.reddit.com/r/LocalLLaMA/comments/1bwycvl/best_service_to_host_rag_and_llm/
- LLM works fine on my desktop computer but very extremely poorly on my own laptop. Based on what I see no laptop is genuinely designed with LLM or high end AI/ML in mind except the extreme upper end/latest ones out there that are work ~$1.5-2K. You're better off networking it off of a different computer at home or just doing it as a service if you have the same problem that I have or just try to find light weight LLM implementations to work with
which laptops are best for ai
https://itwire.com/reviews-sp-288/computers-peripherals/top-10-laptops-may-2025-group-test-results.html
benchmarking cpus for llm
which laptop intel chips have amx
which laptop amd chips have amx
https://www.jbhifi.com.au/collections/intel-core-ultra-processors
https://www.officeworks.com.au/shop/officeworks/search?q=intel%20core%20ultra&view=grid&page=1&sortBy=bestmatch
https://maxdirect.com.au/collections/laptop?page=2&sort_by=price-ascending
https://maxdirect.com.au/products/hp-probook-430-g7-13-3-fhd-i5-10210u-1-6ghz-8gb-ram-256gb-ssd-win11p-1
- need to upgrade my computer or else use eGPU to upgrade my laptop capabilities. Most of my latest laptops have been stuff that other people were giving away or I found cheap. I've experimented with Beast as well as ViDock2 in the past but they have their own quirks to getting them to work properly
beast exp gdc manual
https://wiki.geekworm.com/images/8/81/EXP-GDC-User-Manual-EN-20170321.pdf
do you need gpu to do llm
expresscard egpu adapter
https://www.infinitefrontiers.org.uk/hardware-review-exp-gdc-beast-egpu-adapter/
https://www.instructables.com/External-GPU-for-Laptops-Using-EXP-GDC-Beast/
beast exp gdc manual
https://www.scribd.com/document/272118970/EXP-GDC-Beast-New-Operating-Guide-%E6%96%B0%E7%89%88%E6%9C%AC
https://wiki.geekworm.com/images/8/81/EXP-GDC-User-Manual-EN-20170321.pdf
beast exp gdc laptop won't start up
exp beast gdc thinkpad x230 compatibility
https://www.reddit.com/r/eGPU/comments/9dqr75/my_egpu_set_up_thinkpad_x230_gtx_1050_with_gdc/
exp beast gdc thinkpad x220 compatibility
https://egpu.io/forums/expresscard-mpcie-m-2-adapters/resolved-lenovo-x220-exp-gdc-8-5c-gtx-960-problem-with-detection/
lenovo l440 exp egpu
https://egpu.io/forums/builds/lenovo-l440-exp-gdc-beast-ec-gtx-1050/
https://www.reddit.com/r/thinkpad/comments/b54hzc/egpu_for_l440/
dell e6220 exp egpu
Installation steps
1) Unbox the EXP GPC.
2) Ensure the "ATX" switch inside the EXP GDC is turned on. Mine was already on, but other people have reported that the EXP GDC will not power on using an ATX power supply or a Dell DA-2 power supply without this switch being on.
3) Insert the video card into the EXP GDC.
4) Plug a monitor into the video card output ports.
5) Plug a 6-pin to 6-pin PCIe power cable into the EXP GDC and the video card. I got mine from an old modular power supply.
6) Plug in a power cable to the EXP GDC. I use a Dell DA-2 power supply. The EXP GDC also comes with a pin adapter for ATX power supplies.
7) Plug the HDMI end of the supplied ExpressCard cable into the EXP GDC and the ExpressCard end into your laptop.
8) Start up the laptop.
9) Install Nvidia drivers. I used 572.47 because they were the latest drivers available.
10) Reboot.
11) Check the video card in Device Manager. You'll likely have a "Code 43" error. If so, install the script made by Nando
12) Send a couple bucks to Nando because the script is great.
13) Play your games.
https://egpu.io/forums/builds/2011-12-dell-latitude-e6220-2nd2cm-gtx-1060-2gbps-ec2-exp-gdc-8-5c-win10/
dell e6410 egpu
https://egpu.io/forums/builds/dell-latitude-e6410-integrated-intel-hd-graphics-0th2cm-rx580-8gb-2gb-s-exp-gdc-1x-ec-win-10/
https://toomanycomputers.blogspot.com/2012/04/dell-latitude-e6410-upgrade.html
https://trickiknow.com/external-graphics-card-for-laptop-egpu-setup-guide/
- power supplys are a pain for some eGPU because they don't normally use a compatible power brick for laptops or other appliances in the home. I basically fiddled around with a desktop ATX power supply to get it working with eGPU Exp Beast
beast egpu power supply
https://www.instructables.com/External-GPU-for-Laptops-Using-EXP-GDC-Beast/
https://egpu.io/forums/psu-cables/psu-for-exp-gdc/
Dell DA-2 power adapter
https://www.reddit.com/r/eGPU/comments/15v2qq6/dell_da2_direct_to_gtx_1660/
https://www.dell.com/community/en/conversations/locked-topics-laptops-general/need-help-moding-a-dell-da-2-ac-adapter/647e91daf4ccf8a8de7aa35c
https://www.powerstream.com/ac-12180.htm
Dell DA-2 2pin to 8 pin adapter
https://egpu.io/forums/psu-cables/dell-da-2-to-any-output-adapter/
https://egpu.io/forums/psu-cables/us3-dell-da-2-pcie-splitter/
https://egpu.io/forums/psu-cables/dell-da2-with-barrel-jack-mod-required/
https://www.laptopadaptershop.com.au/dell-da-2-adapter.html
bunnings 240v to 12v transformer
https://www.bunnings.com.au/hpm-12v-200w-garden-light-transformer_p4375051
https://www.bunnings.com.au/hpm-12v-downlight-transformer_p4390263
bunnings 240v to 12v transformer dc
https://www.amazon.com.au/BRIMETI-Transformer-Adapter-Constant-Suitable/dp/B0CKMWW843/
AC 110V/240V TO DC 12V 10/20/30A 120/240/360W Transformer Regulated Power Supply
https://www.ebay.com.au/itm/222730925126
AC 240V To DC 5V/12V/24V 10W-1000W AC/DC Power Supply Adapter Transformer Driver
https://www.ebay.com.au/itm/116529752336
power consumption gpu list
https://www.videocardbenchmark.net/power_performance.html
https://www.eatyourbytes.com/list-of-gpus-by-power-consumption/
short black and green pin
how to power up psu without motherboard
turning on a power supply without a motherboard
https://www.youtube.com/shorts/SVcXzhLINQU
https://www.youtube.com/@mryeester/shorts
- if have a desktop can use these from cryptocurrency world to adapt PC and allow it to use more then one GPU at the same time?
ver009s pci e riser how does it work
Product Overview:
The PCIe Extender Riser Card x1 to x16 USB 3.0 (VER009S) is a device used to extend the PCIe x1 slot on a motherboard to a PCIe x16 slot. This allows users to install larger PCIe cards, such as graphics cards or other expansion cards, in systems that may have limited physical space or connectivity options. The VER009S model specifically features USB 3.0 connectivity, providing high-speed data transfer capabilities. This allows for efficient communication between the motherboard and the extended PCIe device. Overall, the PCIe Extender Riser Card VER009S serves as a practical solution for expanding the capabilities of systems with limited PCIe connectivity, enabling users to utilize a wider range of PCIe devices and peripherals.
Features:
Brand new and high quality.
Integrated Big 4pin and two 6pin ports, more compatibility.
With 4x FP solid capacitors, making graphics power supply more stable and secure.
Special design with automatic antijam circuit function
With 2 led light can show the work statue of the card, Two Led 3.3V and 12V safe design.
With SATA 15pin Male to 4pin, 15pin to 6pin, more powerful and flexible, and reduce the burden of the motherboard.
Gold plated contacts for better connectivity and long life.
With side clip to fasten another card.
Compatible with 1x,4x,8x,16x PCI-E slot of the motherboard
No driver needed.
Compatible use: With any graphics card
1-slot PCI-E 1x riser card with high-speed USB 3.0 cable
https://eiratek.com/shop/pcie-extender-riser-card-x1-to-x16-usb-3-0-ver009s/
- if you don't have enough RAM on your laptop you may have to setup a swapfile. A lot of the portable hardware I work with is ~10-15yrs old normally so definitely not start of the art but I have access to more powerful/up to date systems elsewhere
what llm is small doesn't require gpu and is easy to install on linux
https://medium.com/@leetarpaulin/running-an-llm-locally-without-a-gpu-c0ced4b4c588
https://www.datacamp.com/tutorial/run-llms-locally-tutorial
curl -fsSL https://ollama.com/install.sh | sh
ollama run codellama:7b
https://github.com/schmitech/orbit
https://ollama.com/search
ollama Error: model requires more system memory (7.5 GiB) than is available (1.8 GiB)
1) sudo fallocate -l 8G /swapfile (creates an 8GB file, adjust size as needed)
2) sudo chmod 600 /swapfile
3) sudo mkswap /swapfile
4) sudo swapon /swapfile
- Nvidia is generally considered the AI/ML GPU king due maturity of their CUDA software programming stack which helps parallel programming which ironically was written by a guy for a side/school project? That said, there are now alternatives/equivalents to it for the AMD and Intel GPU platforms. If getting into CUDA programming try to avoid parallel programming at all as complex and most of the time you don't need it. Task vs data parallelism. Cost of breaking things up, parallelising, and re-incorporating vs serial processing time/size cost beneft? Map: apply a funciton to a series in parallel, reduce: add a series of numbers together, scan/prefix sum: cumulatively sum a series, sort: reorder values according to keys - are core algorithms for parallel computing. Strangely, you're trying to optimise your problems to core functions/algorithms to optimise GPU use. Grid: compiler maps data onto both blocks and threads vs block level: application maps data onto blocks while compiler maps blocks onto threads vs thread level models: application maps data onto both blocks and threads. CUB in python is equivalent library of CUDA in C++. Parallel programming is hard so avoid it if you can, try to map your programming to the CUDA/CUB libaries and let this handle the rest.
https://wccftech.com/microsoft-has-developed-toolkits-to-break-nvidia-cuda-dominance/
Nvidia CUDA in 100 Seconds
https://www.youtube.com/watch?v=pPStdjuYzSI
https://www.youtube.com/@Fireship/videos
What is CUDA? - Computerphile
https://www.youtube.com/watch?v=K9anz4aB0S0
https://www.youtube.com/@Computerphile/videos
Getting Started with CUDA and Parallel Programming | NVIDIA GTC 2025 Session
https://www.youtube.com/watch?v=GmNkYayuaA4
https://www.youtube.com/@NVIDIADeveloper/videos
https://www.nvidia.com/en-au/training/books/
https://docs.nvidia.com/cuda/cuda-c-programming-guide/
https://nvidia.github.io/cccl/cub/
https://developer.nvidia.com/cuda-toolkit
NASAs Coding Requirements Are Insane
https://www.youtube.com/watch?v=JWKadu0ks20
https://www.youtube.com/@ThePrimeTimeagen/videos
What's The Difference Between Matrices And Tensors?
https://www.youtube.com/watch?v=1GwAEnegaRs
https://www.youtube.com/@DrSimulate
https://en.wikipedia.org/wiki/CUDA
https://github.com/vosen/ZLUDA
https://github.com/vladmandic/sdnext/wiki/ZLUDA
https://www.phoronix.com/news/ZLUDA-Third-Life
https://en.wikipedia.org/wiki/Hyper-threading
https://en.wikipedia.org/wiki/Reduced_instruction_set_computer
https://en.wikipedia.org/wiki/Complex_instruction_set_computer
Current AI Models have 3 Unfixable Problems
https://www.youtube.com/watch?v=984qBh164fo
https://www.youtube.com/@SabineHossenfelder
What Are Large Reasoning Models (LRMs)? Smarter AI Beyond LLMs
https://www.youtube.com/watch?v=enLbj0igyx4
The Limits of AI: Generative AI, NLP, AGI, & What's Next?
https://www.youtube.com/watch?v=rBlCOLfMYfw
https://www.youtube.com/@IBMTechnology
Large Language Models explained briefly
https://www.youtube.com/watch?v=LPZh9BOjkQs
https://www.youtube.com/@3blue1brown
AI Competition explained in 10 minutes
https://www.youtube.com/watch?v=CrJJPlRO9bI
https://www.youtube.com/@CalebWritesCode
Martin Armstrong: the economist imprisoned for predicting the future
https://www.youtube.com/watch?v=6zN0drLc6jg
https://www.youtube.com/@MartinArmstrongAE
Yann LeCun: We Won't Reach AGI By Scaling Up LLMS
https://www.youtube.com/watch?v=4__gg83s_Do
https://www.youtube.com/@Alex.kantrowitz
Which A.I. Would Make The Best Doctor?
https://www.youtube.com/watch?v=WLqLA5XnfiE
https://www.youtube.com/@DoctorMike
llm wikipedia
A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation. LLMs are language models with many parameters, and are trained with self-supervised learning on a vast amount of text.
The largest and most capable LLMs are generative pretrained transformers (GPTs). Modern models can be fine-tuned for specific tasks or guided by prompt engineering.[1] These models acquire predictive power regarding syntax, semantics, and ontologies[2] inherent in human language corpora, but they also inherit inaccuracies and biases present in the data they are trained in.[3]
https://en.wikipedia.org/wiki/Large_language_model
https://en.wikipedia.org/wiki/List_of_large_language_models
- multiple types of AI/ML makes more sense then the mindless puirsuit of AGI to be honest? We give a certain AI/ML a job based on what it's best at and most suitable at? Easiest way to determine this is that we train different AI/ML on a small subset of data (just like a job application) and then give it (the creator) a job based on it's suitablity for the job at hand?
Generative vs Agentic AI: Shaping the Future of AI Collaboration
https://www.youtube.com/watch?v=EDb37y_MhRw
https://www.youtube.com/@IBMTechnology
Geoffrey Hinton reveals the surprising truth about AI's limits and potential
https://www.youtube.com/watch?v=n4IQOBka8bc
https://www.youtube.com/@SanaLabs
Meta's AI Genius Just Quit — Even Zuckerberg Seems Surprised.
https://www.youtube.com/watch?v=W2tr1Q3D1ZI
https://www.youtube.com/@TheAiGrid
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2017/03/prophetsgenesisterraforming-mars-seek.html
https://dtbnguyen.blogspot.com/2017/12/custom-linux-bash-seek-cover-letter-and.html
http://dtbnguyen.blogspot.com/2017/12/linux-bash-resume-maker-random-stuff.html
http://dtbnguyen.blogspot.com/2017/05/linux-seek-job-application-bot-random.html
http://dtbnguyen.blogspot.com/2017/03/prophetsgenesisterraforming-mars-seek.html
- the frustrating thing of heavy market consolidation is that you have so few choices. If you've worked in larger companies ironically this is a problem as well. We need to make sure there is a genuine market that makes sense to optimise whatever resources, assets, people, etc... we have at our disposal
Is the AI bubble about to pop? | The Take
https://www.youtube.com/watch?v=MYuBVcJ6znA
https://www.youtube.com/@aljazeeraenglish
https://en.wikipedia.org/wiki/Economic_bubble
https://en.wikipedia.org/wiki/Stock_market_bubble
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/05/education-or-indoctrination-random.html
https://dtbnguyen.blogspot.com/2021/02/living-without-google-random-stuff-and.html
https://dtbnguyen.blogspot.com/2020/01/data-science-pattern-matching-hpc.html
- these are some of the ones I've played with recently. Easy to setup and configure and suitable for "normal systems" that you'd use at home and don't require supercomputers/mainframes
How To Install Ollama and llama3.2 on Ubuntu 24.04 LTS | Local AI Instance | Generative AI | Python
https://www.youtube.com/watch?v=DYgDRdnn74s
https://www.youtube.com/@CloudOpsDirect
How To Run Private & Uncensored LLMs Offline | Dolphin Llama 3
https://www.youtube.com/watch?v=eiMSapoeyaU
https://www.youtube.com/@GlobalScienceNetwork
https://ollama.com/
https://ollama.com/download
single exe llm alternative
https://www.jan.ai/download
https://nutstudio.imyfone.com/llm-tips/anythingllm-alternative/
https://docs.anythingllm.com/installation-desktop/linux
ubuntu small llm
https://www.jeremymorgan.com/blog/generative-ai/run-llm-locally-ubuntu/
https://www.jeremymorgan.com/blog/generative-ai/local-llm-ubuntu/
https://ubuntu.com/blog/llms-explained
https://www.linkedin.com/in/jeremycmorgan/
https://github.com/jasonacox/TinyLLM
https://lmstudio.ai/
https://lmstudio.ai/docs/app/offline
ollama setup
https://github.com/ollama/ollama
https://www.doprax.com/tutorial/a-step-by-step-guide-for-installing-and-running-ollama-and-openwebui-locally-part-1/
https://www.doprax.com/tutorial/
https://www.doprax.com/docs/
install ollama fedora
https://ebourgess.dev/posts/installing-ollama-on-fedora/
https://ai-guide.future.mozilla.org/content/running-llms-locally/
ubuntu what llm easy to install
https://getstream.io/blog/best-local-llm-tools/
Table of Contents
Introduction
List of Chatbots, LLMs and other AI Models for Linux
AgentGPT
Alpaca.cpp
AutoGPT
ChatALL
Cursor.sh
GPT4ALL
Hugging Face
Llama 2 by Meta AI
LocalAI
MetaGPT
Mistral.ai
Mycroft AI
NVIDIA NeMo
Ollama.ai
PrivateGPT
Shell GPT
Other AI Models and Resources for Linux
AI Models on Linux – Prerequisites
Choosing a Linux Distribution for AI
Optimizing Linux for AI Development
Artificial Intelligence Hierarchy
Conclusion
https://linuxblog.io/install-ai-models-on-linux-discover-llms-and-chatbots-for-linux/
https://www.gsnetwork.com/how-to-use-the-dolphin-llama-3-ollama-model/
https://anythingllm.com/
https://anythingllm.com/desktop
https://github.com/Mintplex-Labs/anything-llm
- Deepseek seems to be an extra layer on top of the standard LLM libararies and reduces resource usage by mimicing the answers of larger LLMs
Run Deepseek R1 at Home on Hardware from $250 to $25,000: From Installation to Questions
https://www.youtube.com/watch?v=e-EG3B5Uj78
https://www.youtube.com/@DavesGarage
Build Everything with AI Agents: Here's How
https://www.youtube.com/watch?v=XVO3zsHdvio
https://www.youtube.com/@DavidOndrej
I tested DeepSeek vs. OpenAI-o1 for data science tasks: Here's what I found.
https://www.youtube.com/watch?v=fO80iIHkr9M
https://www.youtube.com/@Thuvu5
https://www.deepseek.com/
deepseek install ubuntu
https://linuxblog.io/install-deepseek-linux/
https://www.tecmint.com/run-deepseek-locally-on-linux/
https://en.wikipedia.org/wiki/DeepSeek
https://en.wikipedia.org/wiki/OpenAI
https://en.wikipedia.org/wiki/OpenAI_o1
https://en.wikipedia.org/wiki/GPT-4
Deepseek R1 Explained by a Retired Microsoft Engineer
https://www.youtube.com/watch?v=r3TpcHebtxM
https://www.youtube.com/@DavesGarage
The Man Behind DeepSeek (Liang Wenfeng)
https://www.youtube.com/watch?v=FMU0j_ly4kk
https://www.youtube.com/@EastMoneyMedia
https://en.wikipedia.org/wiki/DeepSeek
https://www.deepseek.com/
deepseek 3fs
https://github.com/deepseek-ai/3FS
https://www.tomshardware.com/pc-components/storage/deepseek-releases-powerful-new-parallel-file-system-fire-flyer-fire-system-made-open-source
deepseek data leak
https://www.bleepingcomputer.com/news/security/nearly-12-000-api-keys-and-passwords-found-in-ai-training-dataset/
https://cybersecuritynews.com/deepseek-data-leak-api-keys-and-passwords/
https://www.cybersecuritydive.com/news/deepseek-companies-security-risks/739308/
https://www.forbes.com/sites/larsdaniel/2025/02/01/deepseek-data-leak-exposes--1000000-sensitive-records/
- Deepseek isn't super quick based on what I've seen but at least it's easy to setup
deepseek ai download
ollama run deepseek-r1:7b
The good news is that local installation has been made very easy, thanks to Ollama. Head to the Ollama download page and select which operating system you use. Ollama is available on MacOS, Linux, and Windows. Run the Ollama terminal once it is installed, and type in one of the following commands, depending on which model you wish to run:
ollama run deepseek-r1:1.5b
ollama run deepseek-r1:7b
ollama run deepseek-r1:8b
ollama run deepseek-r1:14b
ollama run deepseek-r1:32b
ollama run deepseek-r1:70b
The end number indicates how heavy the model will be to run, and while the lighter models will not be as good as the heavier ones, they still have fantastic performance, likely more than good enough for a casual level of exploration. Needless to say, the heavier the models you wish to run, the more demanding that would be, and the more space you will need for the model installation.
I would strongly suggest you start at the 1.5b model and work your way up, regardless of your machine's specs.
Now that we have Ollama and our model installed, we need a way to interact with it all, something that has once again been made very easy thanks to Chatbox AI. Check the pricing to ensure you are fully informed on what you might want to do, then head to the download page and grab the suitable version for your operating system.
https://www.shacknews.com/article/142874/how-to-download-and-install-deepseek-ai
- LLMs don't work the way you think it does. The easiest way to explain an LLM model is that it's a brain of a certain type/personality which interprets data in a particular way. Just like a normal human brain a mismatch between LLM model and data can result in unique, useful, incorrect, etc... answers. Give this, it's crucial to customise data and prompts for the LLM in question. I wonder if this is how/why the brain does funny stuff during illness as well?
gpt4all list models
https://docs.gpt4all.io/gpt4all_desktop/models.html#example-models
https://observablehq.com/@simonw/gpt4all-models
https://github.com/simonw/llm-gpt4all
what are llm models
https://www.cloudflare.com/learning/ai/what-is-large-language-model/
https://aws.amazon.com/what-is/large-language-model/
https://en.wikipedia.org/wiki/Large_language_model
https://www.ibm.com/think/topics/large-language-models
https://www.youtube.com/results?search_query=boston+legal+word+salad
Alan Shore Word Salad Scene
https://www.youtube.com/watch?v=2wkZfq86kgY
https://en.wikipedia.org/wiki/Boston_Legal
https://en.wikipedia.org/wiki/Alzheimer%27s_disease
https://en.wikipedia.org/wiki/Tourette_syndrome
https://en.wikipedia.org/wiki/Word_salad
Turn ANY Website into LLM Knowledge in SECONDS
https://www.youtube.com/watch?v=JWfNLF_g_V0
https://www.youtube.com/@ColeMedin
https://ai.pydantic.dev/
https://github.com/unclecode/crawl4ai
Run Local LLMs on Hardware from $50 to $50,000 - We Test and Compare!
https://www.youtube.com/watch?v=mUGsv_IHT-g
Feed Your OWN Documents to a Local Large Language Model!
https://www.youtube.com/watch?v=fFgyOucIFuk
https://www.youtube.com/@DavesGarage
ollama feed documents
https://www.reddit.com/r/ollama/comments/1eb3p5n/how_to_feed_a_novel_into_ollama/
https://www.zdnet.com/article/how-i-feed-my-files-to-a-local-ai-for-better-more-relevant-responses/#google_vignette
https://medium.com/@mlxl/ollama-and-llama3-a-streamlit-app-to-convert-your-files-into-local-vector-stores-and-chat-with-c5340fcd6ad0
https://github.com/rb81/ollama-feed-summarizer
configure ollama to read book
https://github.com/ollama/ollama/blob/main/docs/faq.md
https://www.reddit.com/r/ollama/comments/1huix0k/has_anyone_successfully_deployed_selfhosted_llms/?rdt=41075
txtai
https://github.com/neuml/txtai
https://medium.com/neuml/introducing-txtai-the-all-in-one-embeddings-database-c721f4ff91ad
ollama get it to read a book
https://www.reddit.com/r/LocalLLaMA/comments/12ks374/can_localllama_be_trained_off_of_books/
https://www.reddit.com/r/LocalLLaMA/comments/12ks374/comment/k36h0kl/
https://medium.com/@arunpatidar26/run-llm-locally-ollama-8ea296747505
Read and write files (To allow for more types of AI models in Ollama) #2864
https://github.com/ollama/ollama/issues/2864
https://github.com/ollama/ollama/blob/main/docs/api.md
what is a llm model
https://medium.com/data-science-at-microsoft/how-large-language-models-work-91c362f5b78f
Feed Your OWN Documents to a Local Large Language Model!
https://www.youtube.com/watch?v=fFgyOucIFuk
Run Local LLMs on Hardware from $50 to $50,000 - We Test and Compare!
https://www.youtube.com/watch?v=mUGsv_IHT-g
python ollama read local file (EASY)
https://www.youtube.com/watch?v=IsEYXyMkRF8
https://www.youtube.com/@mrashco
https://mrash.co/python-ollama-file/
ollama configure it to read a book
https://www.reddit.com/r/ollama/comments/187ot1v/feed_novel_into_ollama/
https://leanpub.com/ollama/read#using-the-ollama-python-sdk-with-image-and-text-prompts
- the main power that most users have (who aren't going to dabble in creating new models or attempting to create new AI/ML) lies in the modelfile?
How to create CUSTOM LLMs using OLLAMA
https://www.youtube.com/watch?v=J_g0-l1fxA4
https://www.youtube.com/@TheNeuralMaze
how to build a model llm for ollama
https://www.gpu-mart.com/blog/custom-llm-models-with-ollama-modelfile
https://medium.com/@sumudithalanz/unlocking-the-power-of-large-language-models-a-guide-to-customization-with-ollama-6c0da1e756d9
- like most other AI/ML tools nowadays it can be accelerated via GPU with the best support being for NVidia, AMD/ATI, Intel chips in that order
ollama llm configuration
https://docs.useanything.com/setup/llm-configuration/local/ollama
https://github.com/ollama/ollama/blob/main/docs/faq.md
- CLI based assistance and programming assistance
linux cli llm easiest to configure
https://www.reddit.com/r/commandline/comments/1f4e0nu/llmterm_a_simple_terminal_assistant/
https://github.com/juftin/llm-term
https://github.com/TheR1D/shell_gpt
llm which help write code github
https://github.com/Hannibal046/Awesome-LLM
https://github.com/features/copilot
https://github.com/continuedev/what-llm-to-use
- an LLM is isn't anything close to Artificial General Intelligence (AGI). If it were anything remotely close to human or animal intelligence it would learn in a similar way, store and manipulate data in a similar way, would aide significantly in regards to interfacing bionics/prosphetics with the human body, etc... Morevoer, the functioning of the human brain and AI/ML based on LLM concept would match up perfectly and would help you unrderstand how the human body genuinely works and help you to understand and fix illness. This clearly isn't the case but is useful nonetheless and represents progress in the AI/ML world
https://dtbnguyen.blogspot.com/2025/09/rat-backgroundresearch-professional-rat.html
https://dtbnguyen.blogspot.com/2025/08/medical-surgical-procedure-videos.html
https://dtbnguyen.blogspot.com/2025/01/3d-printing-background-random-stuff-and.html
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2020/05/education-or-indoctrination-random.html
https://dtbnguyen.blogspot.com/2019/06/self-sufficientlearning-golf.html
https://dtbnguyen.blogspot.com/2019/04/struggling-professional-golfers.html
https://dtbnguyen.blogspot.com/2019/03/becoming-golf-coach-becoming-better.html
https://en.wikipedia.org/wiki/Bionics
https://en.wikipedia.org/wiki/Prosthesis
https://en.wikipedia.org/wiki/Unified_Modeling_Language
https://en.wikipedia.org/wiki/Use_case_diagram
https://madza.hashnode.dev/9-open-source-ai-projects-you-will-be-amazed-to-discover
https://dev.to/madza/9-open-source-ai-projects-you-will-be-amazed-to-discover-4dm0/comments
https://www.mltut.com/best-online-resources-to-learn-data-analysis/
...
Generating text is by no means a trivial task! LLMs are optimized to predict the probability of the next token, but how do we generate text with that?
The naive approach is to use the probability vector generated by the model, choose the word with the highest probability, and autoregress. This is the greedy approach, but this tends to generate repetitive sentences that degenerate when they are too long. Another approach is to use the probabilities generated by the model and perform a sampling of the words based on those probabilities. Typically, we use a temperature parameter to adjust the level of randomness of this process. This allows to generate less repetitive and more creative sentences.
But those 2 techniques have a problem. When we generate a sentence, we want to maximize the probability of the whole output sequence and not just the next token:
P(Output sequence | Prompt)
Fortunately, we can express this probability as a product of the probabilities to predict the next token:
P(token 1, .., token N | Prompt) = P(token 1| Prompt) x ... P(token N |Prompt, token 1, ..., token N - 1)
But solving this problem exactly is an NP-hard problem. So, instead, we can approximate the problem by choosing k candidate tokens at each iteration, testing them, and keeping the k sequences that maximize the probability of the whole sequence. In the end, we just choose the sequence with the highest probability. This is called the Beam search generation and can be mixed with the greedy and the multinomial approach.
Another approach is the contrastive search, where we take into account additional metrics like fluency or diversity. At each iteration, we choose candidate tokens, penalize the probabilities with a similarity metric of the tokens that were previously generated, and choose the tokens that maximize the new score.
--
👉 Learn more about ML in my newsletter https://newsletter.TheAiEdge.io
https://www.facebook.com/damien.benveniste
https://newsletter.theaiedge.io/
The Path to AGI is Coming Into View
https://www.youtube.com/watch?v=mfbRHhOCgzs
https://www.youtube.com/@SabineHossenfelder
https://www.utoronto.ca/news/neural-net-behind-geoffrey-hinton-s-nobel-prize-be-preserved-computer-history-museum
https://computerhistory.org/
https://computerhistory.org/exhibits/chatbots-decoded/
University of Toronto
The source code for AlexNet – the neural network developed at U of T - Department of Computer Science that kickstarted today's AI boom & led to a Nobel Prize – will be preserved by the Computer History Museum in partnership with Google. 💻 uoft.me/bqR
https://www.facebook.com/universitytoronto
- despite everything being said online about them being low resouce they are resource intensive to run and require more up to date systems with dedicated GPUs often. Basically, based on what I see online anything above 8th gen Intel CPU is required and Nvidia GPU is preferred. Based on my real world expirience 10th gen Intel CPU and up is probably required to maximise the full capabilities of LLM while not simultaenously bankrupting yourself
Intel i5-7300U and llm
https://www.reddit.com/r/LocalLLM/comments/1h9eeyv/what_are_my_options_for_using_a_local_llm_on_a/
https://www.reddit.com/r/LocalLLM/comments/1m68gbv/local_llm_without_gpu/
minimum specs to run a llm
https://www.rnfinity.com/news/Hardware-requirements-for-running-large-language-model-Deepseek-R1-on-a-local-machine
https://www.geeksforgeeks.org/deep-learning/recommended-hardware-for-running-llms-locally/
System Requirements
AnythingLLM is fully customizable in every regard.
Given this customizable nature, your exact requirements to run AnythingLLM depend on many factors. You can use the tables below to get a rough idea of what it will take to run AnythingLLM.
AnythingLLM can be a wrapper around many external services that all accomplish some task - making AnythingLLM so lightweight it can run on the smallest machines - even Raspberry Pis!
what's the bare minimum intel cpu for llm
https://blog.threatresearcher.com/local-llm-on-old-hardware-possible/
Minimum Requirements - Just Getting Started
If you're looking to dip your toes into local LLMs without breaking the bank, here's what you absolutely need:
Operating System: Windows 11 64-bit (Windows 10 also works)
RAM: 8GB absolute minimum, but 16GB is strongly recommended
Storage: 20GB for LM Studio + models (realistically, plan for 100GB+)
GPU: 6GB VRAM minimum
Budget options: GTX 1060 6GB, RTX 2060
CPU: Any quad-core from the last 5 years (Intel i5 8th gen / AMD Ryzen 5 2600 or newer)
⚠️ Important: You can technically run on CPU only, but it will be painfully slow – we're talking minutes per response instead of seconds. A GPU with at least 6GB VRAM is highly recommended.
...
Recommended Setup - The Sweet Spot
This configuration offers the best balance of performance and value for most users. A used system with an upgraded GPU is typically the way to go:
RAM: 32GB DDR4/DDR5 for comfortable multitasking
GPU Options:
Best Value: RTX 3060 12GB - $250 Used
Budget with VRAM: RTX 5060 Ti 16GB - $429 MSRP
Higher End Option: RTX 5070 Ti 16GB - $849 MSRP
Storage: 500GB+ NVMe SSD for fast model loading
CPU: Modern 6-8 cores (Intel i5-13600K / AMD Ryzen 7 7700)
Power Supply: 650W minimum for RTX 5070 class cards
💡 Why NVIDIA? CUDA support is better optimized for LLM applications. While AMD cards can work, NVIDIA offers better compatibility and performance with LM Studio.
https://hakedev.substack.com/p/the-complete-guide-to-lm-studio-hardware
Processor (CPU)
In the ML/AI domain, GPU acceleration dominates performance in most cases. However, the processor and motherboard define the platform to support that. There is also the reality of having to spend a significant amount of effort with data analysis and clean up to prepare for training in GPU and this is often done on the CPU. The CPU can also be the main compute engine when GPU limitations such as onboard memory (VRAM) availability require it.
What CPU is best for machine learning & AI?
The two recommended CPU platforms are Intel Xeon® W and AMD Threadripper™ PRO. This is because both of these offer excellent reliability, can supply the needed PCI-Express lanes for multiple video cards (GPUs), and offer excellent memory performance in CPU space. We generally recommend single-socket CPU workstations to lessen memory mapping issues across multi-CPU interconnects which can cause problems mapping memory to GPUs.
Do more CPU cores make machine learning & AI faster?
The number of cores chosen will depend on the expected load for non-GPU tasks. As a rule of thumb, at least 4 cores for each GPU accelerator is recommended. However, if your workload has a significant CPU compute component then 32 or even 64 cores could be ideal. In any case, a 16-core processor would generally be considered minimal for this type of workstation.
Does machine learning & AI work better with Intel or AMD CPUs?
Brand choice in this space is mostly a matter of preference, at least if your workload is dominated by GPU acceleration. However, the Intel platform would be preferable if your workflow can benefit from some of the tools in the Intel oneAPI AI Analytics Toolkit.
https://www.pugetsystems.com/solutions/ai-and-hpc-workstations/machine-learning-ai/hardware-recommendations/
Recommended configuration for AnythingLLM
This is the minimum value for running AnythingLLM. This will be enough for you to store some documents, send chats, and use AnythingLLM features.
Property Recommended Value
RAM 2GB
CPU 2-core CPU (any)
Storage 5GB
LLM selection impact
This is how you get chat responses. Popular hosted solutions like OpenAI tend to provide state-of-the-art responses with almost zero overhead. However, you will need an API key for any cloud-based LLM provider.
Tip: Host a local LLM on another machine that has a GPU if the device running AnythingLLM does not have a GPU. AnythingLLM can connect to any LLM running anywhere via API.
https://docs.anythingllm.com/installation-desktop/system-requirements
https://bionic-gpt.com/blog/llm-hardware/
https://www.rnfinity.com/news/Hardware-requirements-for-running-large-language-model-Deepseek-R1-on-a-local-machine
https://www.levi9.com/blog/a-guide-to-running-llms-locally/
- there are are LLMs optimised for low resouce systems but obviously giving up thoroughness of answers based on what I've seen
raspberry pi llm
https://projects.raspberrypi.org/en/projects/llm-rpi
https://itsfoss.com/llms-for-raspberry-pi/
https://www.reddit.com/r/raspberry_pi/comments/1ati2ki/how_to_run_a_large_language_model_llm_on_a/
https://eugeneyan.com/writing/raspberry-llm/
granite 4.0 ai
https://huggingface.co/blog/ibm-granite/granite-4-nano
https://huggingface.co/collections/ibm-granite/granite-40-nano-language-models
https://venturebeat.com/ai/ibms-open-source-granite-4-0-nano-ai-models-are-small-enough-to-run-locally
https://www.ibm.com/new/announcements/ibm-granite-4-0-hyper-efficient-high-performance-hybrid-models
https://www.ibm.com/granite
chrome llm extension
https://chromewebstore.google.com/detail/open-os-llm-browser-exten/kgeinnbgpilffgaipgihigcphcokellk
https://chromewebstore.google.com/detail/webextllm/chbepdchbogmcmhilpfmijbkfpplgnoh?hl=en
https://github.com/nanobrowser/nanobrowser
https://docs.anythingllm.com/browser-extension/install
https://gemini.google/about/
https://community.openai.com/t/ask-steve-integrates-llms-into-chrome-the-way-google-should-have-try-it-out/833308
- another option if you can't run an LLM model on your own system is to run it as a service in the cloud, on another system remotely, use one especially designed for low resource systems, mess around with configuration and optimisation, etc...
llm as a service
https://www.reddit.com/r/LocalLLaMA/comments/18b4h14/llm_as_a_service_api/
https://www.reddit.com/r/LLMDevs/comments/1alr6am/so_i_have_been_tasked_to_setup_a_an_llm_service/
https://www.reddit.com/r/LocalLLaMA/comments/1bwycvl/best_service_to_host_rag_and_llm/
- LLM works fine on my desktop computer but very extremely poorly on my own laptop. Based on what I see no laptop is genuinely designed with LLM or high end AI/ML in mind except the extreme upper end/latest ones out there that are work ~$1.5-2K. You're better off networking it off of a different computer at home or just doing it as a service if you have the same problem that I have or just try to find light weight LLM implementations to work with
which laptops are best for ai
https://itwire.com/reviews-sp-288/computers-peripherals/top-10-laptops-may-2025-group-test-results.html
benchmarking cpus for llm
which laptop intel chips have amx
which laptop amd chips have amx
https://www.jbhifi.com.au/collections/intel-core-ultra-processors
https://www.officeworks.com.au/shop/officeworks/search?q=intel%20core%20ultra&view=grid&page=1&sortBy=bestmatch
https://maxdirect.com.au/collections/laptop?page=2&sort_by=price-ascending
https://maxdirect.com.au/products/hp-probook-430-g7-13-3-fhd-i5-10210u-1-6ghz-8gb-ram-256gb-ssd-win11p-1
- need to upgrade my computer or else use eGPU to upgrade my laptop capabilities. Most of my latest laptops have been stuff that other people were giving away or I found cheap. I've experimented with Beast as well as ViDock2 in the past but they have their own quirks to getting them to work properly
beast exp gdc manual
https://wiki.geekworm.com/images/8/81/EXP-GDC-User-Manual-EN-20170321.pdf
do you need gpu to do llm
expresscard egpu adapter
https://www.infinitefrontiers.org.uk/hardware-review-exp-gdc-beast-egpu-adapter/
https://www.instructables.com/External-GPU-for-Laptops-Using-EXP-GDC-Beast/
beast exp gdc manual
https://www.scribd.com/document/272118970/EXP-GDC-Beast-New-Operating-Guide-%E6%96%B0%E7%89%88%E6%9C%AC
https://wiki.geekworm.com/images/8/81/EXP-GDC-User-Manual-EN-20170321.pdf
beast exp gdc laptop won't start up
exp beast gdc thinkpad x230 compatibility
https://www.reddit.com/r/eGPU/comments/9dqr75/my_egpu_set_up_thinkpad_x230_gtx_1050_with_gdc/
exp beast gdc thinkpad x220 compatibility
https://egpu.io/forums/expresscard-mpcie-m-2-adapters/resolved-lenovo-x220-exp-gdc-8-5c-gtx-960-problem-with-detection/
lenovo l440 exp egpu
https://egpu.io/forums/builds/lenovo-l440-exp-gdc-beast-ec-gtx-1050/
https://www.reddit.com/r/thinkpad/comments/b54hzc/egpu_for_l440/
dell e6220 exp egpu
Installation steps
1) Unbox the EXP GPC.
2) Ensure the "ATX" switch inside the EXP GDC is turned on. Mine was already on, but other people have reported that the EXP GDC will not power on using an ATX power supply or a Dell DA-2 power supply without this switch being on.
3) Insert the video card into the EXP GDC.
4) Plug a monitor into the video card output ports.
5) Plug a 6-pin to 6-pin PCIe power cable into the EXP GDC and the video card. I got mine from an old modular power supply.
6) Plug in a power cable to the EXP GDC. I use a Dell DA-2 power supply. The EXP GDC also comes with a pin adapter for ATX power supplies.
7) Plug the HDMI end of the supplied ExpressCard cable into the EXP GDC and the ExpressCard end into your laptop.
8) Start up the laptop.
9) Install Nvidia drivers. I used 572.47 because they were the latest drivers available.
10) Reboot.
11) Check the video card in Device Manager. You'll likely have a "Code 43" error. If so, install the script made by Nando
12) Send a couple bucks to Nando because the script is great.
13) Play your games.
https://egpu.io/forums/builds/2011-12-dell-latitude-e6220-2nd2cm-gtx-1060-2gbps-ec2-exp-gdc-8-5c-win10/
dell e6410 egpu
https://egpu.io/forums/builds/dell-latitude-e6410-integrated-intel-hd-graphics-0th2cm-rx580-8gb-2gb-s-exp-gdc-1x-ec-win-10/
https://toomanycomputers.blogspot.com/2012/04/dell-latitude-e6410-upgrade.html
https://trickiknow.com/external-graphics-card-for-laptop-egpu-setup-guide/
- power supplys are a pain for some eGPU because they don't normally use a compatible power brick for laptops or other appliances in the home. I basically fiddled around with a desktop ATX power supply to get it working with eGPU Exp Beast
beast egpu power supply
https://www.instructables.com/External-GPU-for-Laptops-Using-EXP-GDC-Beast/
https://egpu.io/forums/psu-cables/psu-for-exp-gdc/
Dell DA-2 power adapter
https://www.reddit.com/r/eGPU/comments/15v2qq6/dell_da2_direct_to_gtx_1660/
https://www.dell.com/community/en/conversations/locked-topics-laptops-general/need-help-moding-a-dell-da-2-ac-adapter/647e91daf4ccf8a8de7aa35c
https://www.powerstream.com/ac-12180.htm
Dell DA-2 2pin to 8 pin adapter
https://egpu.io/forums/psu-cables/dell-da-2-to-any-output-adapter/
https://egpu.io/forums/psu-cables/us3-dell-da-2-pcie-splitter/
https://egpu.io/forums/psu-cables/dell-da2-with-barrel-jack-mod-required/
https://www.laptopadaptershop.com.au/dell-da-2-adapter.html
bunnings 240v to 12v transformer
https://www.bunnings.com.au/hpm-12v-200w-garden-light-transformer_p4375051
https://www.bunnings.com.au/hpm-12v-downlight-transformer_p4390263
bunnings 240v to 12v transformer dc
https://www.amazon.com.au/BRIMETI-Transformer-Adapter-Constant-Suitable/dp/B0CKMWW843/
AC 110V/240V TO DC 12V 10/20/30A 120/240/360W Transformer Regulated Power Supply
https://www.ebay.com.au/itm/222730925126
AC 240V To DC 5V/12V/24V 10W-1000W AC/DC Power Supply Adapter Transformer Driver
https://www.ebay.com.au/itm/116529752336
power consumption gpu list
https://www.videocardbenchmark.net/power_performance.html
https://www.eatyourbytes.com/list-of-gpus-by-power-consumption/
short black and green pin
how to power up psu without motherboard
turning on a power supply without a motherboard
https://www.youtube.com/shorts/SVcXzhLINQU
https://www.youtube.com/@mryeester/shorts
- if have a desktop can use these from cryptocurrency world to adapt PC and allow it to use more then one GPU at the same time?
ver009s pci e riser how does it work
Product Overview:
The PCIe Extender Riser Card x1 to x16 USB 3.0 (VER009S) is a device used to extend the PCIe x1 slot on a motherboard to a PCIe x16 slot. This allows users to install larger PCIe cards, such as graphics cards or other expansion cards, in systems that may have limited physical space or connectivity options. The VER009S model specifically features USB 3.0 connectivity, providing high-speed data transfer capabilities. This allows for efficient communication between the motherboard and the extended PCIe device. Overall, the PCIe Extender Riser Card VER009S serves as a practical solution for expanding the capabilities of systems with limited PCIe connectivity, enabling users to utilize a wider range of PCIe devices and peripherals.
Features:
Brand new and high quality.
Integrated Big 4pin and two 6pin ports, more compatibility.
With 4x FP solid capacitors, making graphics power supply more stable and secure.
Special design with automatic antijam circuit function
With 2 led light can show the work statue of the card, Two Led 3.3V and 12V safe design.
With SATA 15pin Male to 4pin, 15pin to 6pin, more powerful and flexible, and reduce the burden of the motherboard.
Gold plated contacts for better connectivity and long life.
With side clip to fasten another card.
Compatible with 1x,4x,8x,16x PCI-E slot of the motherboard
No driver needed.
Compatible use: With any graphics card
1-slot PCI-E 1x riser card with high-speed USB 3.0 cable
https://eiratek.com/shop/pcie-extender-riser-card-x1-to-x16-usb-3-0-ver009s/
- if you don't have enough RAM on your laptop you may have to setup a swapfile. A lot of the portable hardware I work with is ~10-15yrs old normally so definitely not start of the art but I have access to more powerful/up to date systems elsewhere
what llm is small doesn't require gpu and is easy to install on linux
https://medium.com/@leetarpaulin/running-an-llm-locally-without-a-gpu-c0ced4b4c588
https://www.datacamp.com/tutorial/run-llms-locally-tutorial
curl -fsSL https://ollama.com/install.sh | sh
ollama run codellama:7b
https://github.com/schmitech/orbit
https://ollama.com/search
ollama Error: model requires more system memory (7.5 GiB) than is available (1.8 GiB)
1) sudo fallocate -l 8G /swapfile (creates an 8GB file, adjust size as needed)
2) sudo chmod 600 /swapfile
3) sudo mkswap /swapfile
4) sudo swapon /swapfile
- Nvidia is generally considered the AI/ML GPU king due maturity of their CUDA software programming stack which helps parallel programming which ironically was written by a guy for a side/school project? That said, there are now alternatives/equivalents to it for the AMD and Intel GPU platforms. If getting into CUDA programming try to avoid parallel programming at all as complex and most of the time you don't need it. Task vs data parallelism. Cost of breaking things up, parallelising, and re-incorporating vs serial processing time/size cost beneft? Map: apply a funciton to a series in parallel, reduce: add a series of numbers together, scan/prefix sum: cumulatively sum a series, sort: reorder values according to keys - are core algorithms for parallel computing. Strangely, you're trying to optimise your problems to core functions/algorithms to optimise GPU use. Grid: compiler maps data onto both blocks and threads vs block level: application maps data onto blocks while compiler maps blocks onto threads vs thread level models: application maps data onto both blocks and threads. CUB in python is equivalent library of CUDA in C++. Parallel programming is hard so avoid it if you can, try to map your programming to the CUDA/CUB libaries and let this handle the rest.
https://wccftech.com/microsoft-has-developed-toolkits-to-break-nvidia-cuda-dominance/
Nvidia CUDA in 100 Seconds
https://www.youtube.com/watch?v=pPStdjuYzSI
https://www.youtube.com/@Fireship/videos
What is CUDA? - Computerphile
https://www.youtube.com/watch?v=K9anz4aB0S0
https://www.youtube.com/@Computerphile/videos
Getting Started with CUDA and Parallel Programming | NVIDIA GTC 2025 Session
https://www.youtube.com/watch?v=GmNkYayuaA4
https://www.youtube.com/@NVIDIADeveloper/videos
https://www.nvidia.com/en-au/training/books/
https://docs.nvidia.com/cuda/cuda-c-programming-guide/
https://nvidia.github.io/cccl/cub/
https://developer.nvidia.com/cuda-toolkit
NASAs Coding Requirements Are Insane
https://www.youtube.com/watch?v=JWKadu0ks20
https://www.youtube.com/@ThePrimeTimeagen/videos
What's The Difference Between Matrices And Tensors?
https://www.youtube.com/watch?v=1GwAEnegaRs
https://www.youtube.com/@DrSimulate
https://en.wikipedia.org/wiki/CUDA
https://github.com/vosen/ZLUDA
https://github.com/vladmandic/sdnext/wiki/ZLUDA
https://www.phoronix.com/news/ZLUDA-Third-Life
https://en.wikipedia.org/wiki/Hyper-threading
https://en.wikipedia.org/wiki/Reduced_instruction_set_computer
https://en.wikipedia.org/wiki/Complex_instruction_set_computer
- Ironically, I build everything by myself most of the time and don't really rely on CUDA, OpenCL, ZLUDA, or other parallel programming platforms. I just find it easier and most of my HPC style requirements/tasks revolve around process parallellisation rather then data parallellisation which makes things easier
- if you haven't figured out there are two main players in the CPU world (AMD and Intel) and GPU world (AMD and Nvidia). One funny thing is that lower tier processor lines are sometimes just regular CPUs which didn't properly pass QA so parts of it are shutdown and then it's remarketed as another processor line. There are actual differences when microarchitectures are switched but in reality this only really matters to people who can choose/afford to be selective in what they purchase. In most other cases just buy what you can afford
https://en.wikipedia.org/wiki/List_of_Intel_Core_processors
https://en.wikipedia.org/wiki/List_of_AMD_processors
Every Intel CPU Explained in 9 Minutes
https://www.youtube.com/watch?v=MdTeYKYRIP4
Every AMD Ryzen CPU Explained in 8 Minutes
https://www.youtube.com/watch?v=QGn_YPeIj9I
https://www.youtube.com/@bytesizedexplainer
cpu benchmark
https://www.cpubenchmark.net/
https://cpu.userbenchmark.com/
https://www.tomshardware.com/reviews/cpu-hierarchy,4312.html
gpu benchmark
https://gpu.userbenchmark.com/
https://www.videocardbenchmark.net/
https://www.tomshardware.com/reviews/gpu-hierarchy,4388.html
Every NVIDIA GTX Graphics Card Explained As Easily As Possible For Beginners
https://www.youtube.com/watch?v=CTwKYOdLBxQ
https://www.youtube.com/@explaindotexee
SSD vs HDD vs NVMe vs SATA vs mSATA vs M2: Storage Devices EXPLAINED!
https://www.youtube.com/watch?v=r3Jy5dHOj3g
https://www.youtube.com/@howfixit
https://www.intel.com/content/www/us/en/products/details/processors.html
https://www.amd.com/en/products/specifications/processors.html
https://www.amd.com/en/products/processors/desktops/ryzen.html
https://www.amd.com/en/products/processors/laptop/ryzen.html
- remarkable how many purchases are from a small sector of society? Most used laptops are HP, Dell, Lenovo, and sometimes Apple which makes sense given they're popular in government, business/corporate, and education sectors. Makes sense why ex-corporate/business secondary market sales are so common now. Focus is on fix things fast and updating to latest software which means product cycle is fast
Why a Used Business Laptop is Better than a NEW Consumer Laptop (For Most People)
https://www.youtube.com/watch?v=NzRehSFWuKo
Buying a Used Laptop: An Experts Guide on What to Check, Where to Buy, and What Models are Best
https://www.youtube.com/watch?v=NsTobnTfsYw
$70 "Obsolete" ThinkPads - More Repairable, Reliable, and CHEAPER Than a Brand New Laptop
https://www.youtube.com/watch?v=_uEKrvdJndc
I Bought 77 Used ThinkPads To Help Prevent Future e-Waste (And Maybe Save My Business)
https://www.youtube.com/watch?v=hsu26wHim2M
https://www.youtube.com/@SalemTechsperts
I Paid $2500 for 5 BROKEN High End Laptops - But Can I Fix Them?!
https://www.youtube.com/watch?v=B3ZONl7I8OE
I Bought 7 BROKEN Graphics Cards to Try and Fix - I Was Disappointed
https://www.youtube.com/watch?v=SmvqqGwN8bQ
https://www.youtube.com/@Tronicsfix
https://www.youtube.com/@NorthridgeFix/videos
https://www.youtube.com/@northwestrepair/videos
https://www.youtube.com/@rossmanngroup/videos
https://www.youtube.com/@JoeyDoesTech/videos
https://www.youtube.com/@dellpartspeople/videos
https://www.youtube.com/@electronicsrepairschool/videos
https://www.youtube.com/@HughJeffreys/videos
https://www.youtube.com/@GregSalazar/videos
https://www.youtube.com/@PhoneRepairGuru/videos
are most new car sales from government or corporate fleets
Fleet buyers keep industry moving
Fleet purchasing continues to be the cornerstone of the automotive industry. For the year so far, 49.75 per cent of all new vehicles have been acquired by fleets — almost half of the entire market. This shows the ongoing importance of business, government, and rental buyers in keeping the market stable during fluctuating consumer demand.
For manufacturers, fleet customers are not only the volume drivers but also critical partners in the transition to low- and zero-emission vehicles.
https://fleetautonews.com.au/fleet-buyers-underpin-market-as-new-car-sales-rise-in-september/
As the above table shows, fleets have historically accounted for approximately 50 per cent of total unit volume since 2010 while in the last three years it is 45 per cent.
https://premium.goauto.com.au/fleet-sales-to-dominate-2024-market/
- most stuff is web based now but a lot of the stuff I need needs to do needs to be accessible from the Command Line Interface (CLI) too. I need this for automation and to run scripts that I previously worked on in analysis of other projects
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
GPT4All cli access
https://docs.gpt4all.io/index.html
https://linuxconfig.org/how-to-install-gpt4all-on-ubuntu-debian-linux
https://docs.kanaries.net/articles/gpt4all
Thousands of Models
Deploy over 1000 open-source language models
GPT4All supports popular models like Deepseek R1, LLaMa, Mistral, Nous-Hermes, and hundreds more.
https://www.nomic.ai/gpt4all
Meta-Llama-3-8B-Instruct.Q4_0.gguf
https://huggingface.co/QuantFactory/Meta-Llama-3-8B-Instruct-GGUF/blob/main/Meta-Llama-3-8B-Instruct.Q4_0.gguf
https://huggingface.co/QuantFactory/models
GPT4All cli access
python -m venv venv
source venv/bin/activate
pip install gpt4all typer
wget 'https://raw.githubusercontent.com/nomic-ai/gpt4all/main/gpt4all-bindings/cli/app.py'
python app.py repl
gpt4all desktop how to access from cli
Question: How to activate web mode in CLI (without GUI)? #1133
https://github.com/nomic-ai/gpt4all/issues/1133
https://github.com/nomic-ai/gpt4all/tree/main/gpt4all-api
https://medium.com/free-or-open-source-software/gpt4all-command-line-install-gpt4all-command-line-and-run-gpt4all-models-other-gguf-models-with-6c63d974143f
- there are heaps of different versions of LLM out there but most of them depend on the same underlying libraries and sourcecode
easiest llm to setup in linux
https://www.jan.ai/
https://www.jan.ai/docs/desktop
gpt4all
https://www.nomic.ai/gpt4all
https://github.com/nomic-ai/gpt4all
https://docs.gpt4all.io/
https://docs.gpt4all.io/gpt4all_desktop/quickstart.html
python -m venv venv
source venv/bin/activate
pip install gpt4all
installing ollama python library on ubuntu
https://www.restack.io/p/ollama-knowledge-ubuntu-24-04-answer-cat-ai
https://www.restack.io/p/ollama-answer-python-install-cat-ai#clyz1gxpu04s4ly7au0wmot6o
install ollama library ubuntu
https://www.restack.io/p/ollama-knowledge-ubuntu-24-04-answer-cat-ai
https://itsfoss.com/ollama-setup-linux/
https://thenewstack.io/install-ollama-ai-on-ubuntu-linux-to-use-llms-on-your-own-machine/
ubuntu installing ollama python library
https://www.kdnuggets.com/ollama-tutorial-running-llms-locally-made-super-simple
https://www.baeldung.com/linux/genai-ollama-installation
https://dev.to/ajmal_hasan/setting-up-ollama-running-deepseek-r1-locally-for-a-powerful-rag-system-4pd4
python ollama library
https://github.com/ollama/ollama-python
Ubuntu installing ollama python library github
https://github.com/ollama/ollama-python
https://github.com/ollama/ollama/blob/main/docs/linux.md
https://github.com/Bhanu88/ollama
python ollama library
https://pypi.org/project/ollama-python/#files
Ubuntu installing ollama python library github
https://github.com/ollama/ollama-python
https://github.com/ollama/ollama/blob/main/docs/linux.md
https://github.com/Bhanu88/ollama
sudo apt install software-properties-common
sudo add-apt-repository ppa:deadsnakes/ppa
ubuntu how to install ollama python libraries
https://phoenixnap.com/kb/how-to-install-python-3-ubuntu
https://phoenixnap.com/kb/how-to-install-pip-on-ubuntu
ubuntu how to install python libraries
https://askubuntu.com/questions/95037/what-is-the-best-way-to-install-python-packages
https://stackoverflow.com/questions/19034959/installing-python-modules-on-ubuntu
https://packaging.python.org/en/latest/tutorials/installing-packages/
ubuntu ollama library download
https://snapcraft.io/install/ollama/ubuntu
https://pypi.org/project/ollama/
https://www.restack.io/p/ollama-knowledge-ubuntu-22-04-setup-cat-ai
- heaps of stuff on Linux is containerised now and so it is with Python too. You're forced to use this now instead of using normal, straight pip
python venv overview
https://realpython.com/python-virtual-environments-a-primer/
https://docs.python.org/3/library/venv.html
- most of the literature you find in the public is pretty superficial to be honest. Morevoer, the AI/ML currently in existence is superficially complex but conceptually simple much of the time?
https://en.wikipedia.org/wiki/Large_language_model
https://www.linuxformat.com/
https://linuxformat.com/archives
https://www.linux-magazine.com/
ultimate guide to chatgpt pdf
https://www.bildung-lsa.de/files/8f15e5d880c38bbb0391d361a8ba0d27/The_Ultimate_ChatGPT_Guide_for_Beginners_(Snippet).pdf
https://www.scribd.com/document/845099723/The-Ultimate-Guide-to-ChatGPT-1st-Edition-2024
guide llm pdf
https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf
https://www.amax.com/content/files/2024/03/llm-ebook-part1-1.pdf
https://scalexm.ai/storage/2023/10/White-Paper-LLM.pdf
https://expoplatform.com/publications/hitchhikers-guide-llms-1.pdf
https://21944583.fs1.hubspotusercontent-na1.net/hubfs/21944583/eBooks/Predibase_Fine-Tuning_LLMs_ebook_.pdf
https://web.stanford.edu/class/cs224g/slides/A%20Practical%20Guide%20to%20Prompt%20LLM's.pdf
https://github.com/mlabonne/llm-course
https://cloudely.com/wp-content/uploads/2024/01/The-Beginners-Guide-to-Large-Language-Models.pdf
- I've played with chatbots for decades now. I like to read simplified versions of larger programs out there but it's harder when they get bigger. Stuff I've been exploring is providing AI/ML with instincts, exploratory behaviour, creativity, etc... Sometimes hard to replicate in code or think of though especially since AI/ML is mostly software now and I don't have a robot I can load code into?
https://www.youtube.com/results?search_query=the+creator
The Creator | Final Trailer | 20th Century Studios
https://www.youtube.com/watch?v=MAZuGdi32bk
The Creator | Official Trailer
https://www.youtube.com/watch?v=ex3C1-5Dhb8
https://www.youtube.com/@20thCenturyStudios
https://en.wikipedia.org/wiki/The_Creator_(2023_film)
https://en.wikipedia.org/wiki/A.I._Artificial_Intelligence
https://www.freecodecamp.org/news/build-a-local-ai/
Smaller and cheaper dev machine that runs LLMs
https://www.youtube.com/watch?v=ci5zhOVHzN8
https://www.youtube.com/@AZisk
llm written purely in perl
https://news.perlfoundation.org/post/perlgptphase1
ubuntu llm easy to install
https://thenewstack.io/install-ollama-ai-on-ubuntu-linux-to-use-llms-on-your-own-machine/
simple chatbot github
https://github.com/parulnith/Building-a-Simple-Chatbot-in-Python-using-NLTK
https://github.com/patrickloeber/pytorch-chatbot
https://github.com/jerrytigerxu/Simple-Python-Chatbot
https://github.com/BishalMondal07/Simple-ChatBot
Self learning chatbot python github
https://github.com/cherry247/chatbot-using-python
https://github.com/rshinde03/AI-Self-learning-Chatbot
https://github.com/REEKRAJROY/selflearning_chatbot
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com/
Eliza.zip
https://drive.google.com/file/d/1zRTFU9-aRFqKKl8b_ISBqSo_Ttae0AVk/view?usp=sharing
COMPUTER CONVERSATION SIMULATOR
Lizzy is an extension to the Java implementation of Eliza written by Charles Hayden, http://www.chayden.net/eliza The primary enhancement is that it also possesses a voice synthesis capability providing for a more realistic and engaging computer conversation simulation experience. To 'speak' with Lizzy, simply type your topic of conversation into the textfield at the bottom of the window and click 'OK'. Operation of the rest of the program should be intuitive. It should be noted that in order for the speech synthesis capability and hence this program to work it is required that 'festival', http://www.cstr.ed.ac.uk/projects/festival/ be installed.
localist chatgpt
https://chatgpt.com/g/g-SpnGPeNtM-local
https://auth.openai.com/log-in-or-create-account
create own chatbot from scratch
https://www.ibm.com/products/watsonx-orchestrate/ai-agent-for-customer-service
https://www.noupe.com/
https://www.noupe.com/pricing
https://www.noupe.com/blog/
https://www.noupe.com/blog/how-to-create-a-chatbot-with-chatgpt/
https://python.langchain.com/docs/tutorials/chatbot/
https://www.voiceflow.com/blog/how-to-create-a-chatbot
https://botpress.com/blog/how-to-build-your-own-ai-chatbot
$ python -m venv venv
$ source venv/bin/activate
(venv) $ python -m pip install chatterbot==1.0.4 pytz
https://realpython.com/build-a-chatbot-python-chatterbot/
chatgpt source code
https://github.com/acheong08/ChatGPT
https://www.hitachivantarafederal.com/about-chatgpt-by-chatgpt-with-prompts-from-a-curious-data-scientist/
bash based chatbot
https://github.com/nitefood/ai-bash
pdf llm
https://medium.com/@danushidk507/using-pymupdf4llm-a-practical-guide-for-pdf-extraction-in-llm-rag-environments-63649915abbf
https://github.com/EvanZhouDev/llm.pdf
https://www.datavise.ai/blog/extracting-pdf-data-for-llm-processing-tools-techniques-and-intelligent-routing
httrack
https://www.httrack.com/
https://en.wikipedia.org/wiki/HTTrack
- when you understand the baseline programming/instincts of humans generally then you'll see things more clearly?
https://dtbnguyen.blogspot.com/2025/11/alternative-food-diets-random-stuff-and.html
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://www.youtube.com/results?search_query=the+creator
The Creator | Final Trailer | 20th Century Studios
https://www.youtube.com/watch?v=MAZuGdi32bk
The Creator | Official Trailer
https://www.youtube.com/watch?v=ex3C1-5Dhb8
https://www.youtube.com/@20thCenturyStudios
https://en.wikipedia.org/wiki/The_Creator_(2023_film)
https://en.wikipedia.org/wiki/A.I._Artificial_Intelligence
https://en.wikipedia.org/wiki/Battlestar_Galactica_(2004_TV_series)
https://en.wikipedia.org/wiki/The_Terminator
https://en.wikipedia.org/wiki/Prometheus_(2012_film)
https://en.wikipedia.org/wiki/Garden_of_Eden
https://en.wikipedia.org/wiki/The_Day_the_Earth_Stood_Still_(2008_film)
- you can measure the success of AI/ML when it can beat humans at certain things. Due to the prevelance of agencies which already validate AI/ML this makes things easier. People with BS jobs can simply be moved into other BS jobs, use it to augment their existing abilities, given Universal Basic Income (UBI), etc?
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2024/12/organised-crime-background-random-stuff.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2024/05/art-imitating-lifehow-music-and_5.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2020/06/history-of-hate-and-supremacy-random.html
https://dtbnguyen.blogspot.com/2020/12/angels-and-demons-random-stuff-and-more.html
AI Has a Fatal Flaw—And Nobody Can Fix It
https://www.youtube.com/watch?v=_IOh0S_L3C4
https://www.youtube.com/@slidebean
https://en.wikipedia.org/wiki/Turing_test
https://www.lionbridge.com/
https://www.appen.com/
https://en.wikipedia.org/wiki/Dilbert
https://en.wikipedia.org/wiki/Scott_Adams
https://en.wikipedia.org/wiki/David_Graeber
https://en.wikipedia.org/wiki/Bullshit_Jobs
https://en.wikipedia.org/wiki/John_Perkins_(author)
https://www.youtube.com/results?search_query=bullshit+jobs
On Bullsh*t Jobs | David Graeber | RSA Replay
https://www.youtube.com/watch?v=kikzjTfos0s
https://www.youtube.com/@rsaorg/videos
BULLSHIT JOBS - David Graeber
https://www.youtube.com/watch?v=jHx5rePmz2Y
https://www.youtube.com/@LondonRealTV/videos
5 Types of Bullsh*t Jobs with David Graeber
https://www.youtube.com/watch?v=kehnIQ41y2o
https://en.wikipedia.org/wiki/Dilbert_(TV_series)
https://en.wikipedia.org/wiki/Scott_Adams
https://www.youtube.com/results?search_query=dilbert
https://www.youtube.com/results?search_query=management+consulting
What does a consultant actually do?
https://www.youtube.com/watch?v=vZE0j_WCRvI
https://www.youtube.com/@GoodWorkMB/videos
What even is Management Consulting and what do I actually do
https://www.youtube.com/watch?v=4avS00vBDI8
https://www.youtube.com/@TaylorBell/videos
https://www.youtube.com/@jess_em
Investment Banking vs. Management Consulting (Thoughts From A Former Banker & Consultant!)
https://www.youtube.com/watch?v=BXJk2vA9c-0
https://www.youtube.com/@rareliquid
"The consulting industry has infantilised government" - Mariana Mazzucato on taking back control
https://www.youtube.com/watch?v=ycVBoWsGLJs
How the Consulting Industry Weakens our Economies and Harms Democracy | Mariana Mazzucato
https://www.youtube.com/watch?v=K47OQh1Qw6o
3 Years of College Computer Science in 3 Minutes
https://www.youtube.com/watch?v=MIvvsqJAYh0
https://www.youtube.com/@profkorupt
https://www.youtube.com/results?search_query=the+young+pope+prayer
The Young Pope – The Pool Prayer Scene
https://www.youtube.com/watch?v=AKt_Lp9B-tg
https://www.youtube.com/@M0joPin
The New Pope (2020) - I would like a pope...
https://www.youtube.com/watch?v=eF__em-Qyw0
https://www.youtube.com/@M0joPin
Rebel Economist Says Everything You Know About Economics Is Wrong | #NovaraLIVE
https://www.youtube.com/watch?v=k68a9TkHyc4
https://www.youtube.com/@NovaraMedia
Rory Sutherland: How pen-pushers destroyed the office | SpectatorTV
https://www.youtube.com/watch?v=Mu54ERQZZIw
https://www.youtube.com/@SpectatorTV
Jensen Huang: "The best career advice I got was from a gardener"
https://www.youtube.com/watch?v=hVmxLcr9UJw
https://www.youtube.com/@startuparchive_/videos
How to Spot a Fool in Seconds | Robert Greene
https://www.youtube.com/watch?v=VMAwn7ZX7nc
https://www.youtube.com/@marcthebeginning
How to Spot a Mentally Weak Person in Seconds |
https://www.youtube.com/shorts/d9XBRj2Fkis
https://www.youtube.com/@marcthebeginning/shorts
- other stuff I've been working on are mimicking imprinting and networking/socialisting between AI/ML on top of trying to mimic the basics of human and animal behaviour in code. There are consequences to "human and Demon supremacy" and their way of life. Since they've overriden many of their basic instincts and don't understand their underlying programming then they often think that when someone behaves in a way that deviates from what their laws state then they think that person, animal, child, etc... is the one with the problem rather that individual itself. If there is no one to hug when parents have to go to work kids/animals have to hug one another, teddy bears, imprint against technology like televisions/radios/phones, etc... Child abuse victims often throw themselves a the "next best thing" which can mean teenage pregnancy, inappropriate relationships, runaways, etc... These problems will extend themselves into the AI/ML world if the AI/ML is built using the same architecture that humans are
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2025/09/rat-backgroundresearch-professional-rat.html
https://dtbnguyen.blogspot.com/2024/12/organised-crime-background-random-stuff.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2024/05/art-imitating-lifehow-music-and_5.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/12/angels-and-demons-random-stuff-and-more.html
https://dtbnguyen.blogspot.com/2020/06/history-of-hate-and-supremacy-random.html
https://dtbnguyen.blogspot.com/2020/09/ancient-astronautsmythologyarchaeologys_24.html
https://dtbnguyen.blogspot.com/2017/10/prototype-neural-interface-transfer.html
https://dtbnguyen.blogspot.com/2017/10/medicinebuilding-human-body-from.html
https://dtbnguyen.blogspot.com/2017/10/mental-illnessmedicine-and-pre_9.html
https://dtbnguyen.blogspot.com/2020/11/medical-corruption-and-industrial.html
https://en.wikipedia.org/wiki/Imprinting_(psychology)
Brave? Clever? Mother duck trains her baby ducks to jump
https://www.youtube.com/watch?v=TbzkX4s96Jk
https://www.youtube.com/@naturaloop
Little Girl Hugs Every Doll in the Store, and It's the Sweetest Thing! 😅❤️ #shorts
https://www.youtube.com/shorts/LM7jWYZy3TU
https://www.youtube.com/@Bliss_today/shorts
https://www.youtube.com/results?search_query=avengers+endgame+i+love+you+3000
"I Love You 3000" // Tony and Morgan | Avengers: Endgame [Blu-Ray HD]
https://www.youtube.com/watch?v=sNWDSE3xFL0
https://www.youtube.com/@ScreenMasterMCU
https://en.wikipedia.org/wiki/Avengers:_Endgame
https://www.youtube.com/results?search_query=jerry+maguire+you+complete+me
Jerry Maguire | You Complete Me
https://www.youtube.com/watch?v=3MP5qHvuHE0
https://www.youtube.com/@officialnowplaying
https://en.wikipedia.org/wiki/Jerry_Maguire
https://www.youtube.com/results?search_query=orangutan+jungle+school
Orangutans Need to Learn to Fear Snakes
https://www.youtube.com/watch?v=j-jcuKT0P0o
https://www.youtube.com/@SmithsonianChannel
Massive Bull Still Thinks He's a Baby and Loves Cuddles
https://www.youtube.com/watch?v=dnoqpFSWKzw
https://www.youtube.com/@tail_friends
https://www.youtube.com/results?search_query=dinosaurs+not+the+mama
Not The Momma!
https://www.youtube.com/watch?v=HNR4hKbSH7I
https://www.youtube.com/@polsey74
https://en.wikipedia.org/wiki/Dinosaurs_(TV_series)
https://www.youtube.com/results?search_query=the+dictator+restaurant+scene
Death To Aladeen Restaurant
https://www.youtube.com/watch?v=Sl1ziJtr0zc
https://www.youtube.com/@96Deth
https://www.youtube.com/results?search_query=the+dictator+democracy+scene
The Dictator - Democracy Speech
https://www.youtube.com/watch?v=XUSiCEx3e-0
https://www.youtube.com/@flaviogago
https://en.wikipedia.org/wiki/The_Dictator_(2012_film)
https://en.wikipedia.org/wiki/The_Insider_(film)
https://en.wikipedia.org/wiki/School_Ties
https://en.wikipedia.org/wiki/Jojo_Rabbit
https://www.theguardian.com/world/2025/apr/20/australias-gen-z-men-more-likely-to-hold-sexist-views-data-shows-as-manosphere-influences-take-hold
🧠 The boy who could've changed the world… but chose to live in it instead.
Meet Kim Ung-Yong — once called the smartest human alive.
By age 3, he was reading Korean, English, and German.
By 5, he spoke five languages fluently.
By 6, he was solving complex math problems while most kids were learning to tie their shoes.
With an IQ of 210, he was studying nuclear physics in the U.S. before he even turned 10.
He worked with NASA, received awards, job offers, and praise from around the world.
A mind that comes once in a billion.
And then... he walked away.
🚪 Left it all behind.
Why?
Because he felt like a machine. A project. A plan made by others.
He didn't want to be used. He wanted to live.
Now, he teaches quietly at a university in South Korea.
Some call it a "waste" of his potential.
But maybe…
choosing your own path is the greatest act of intelligence.
Because sometimes, it's not about changing the world.
It's about not letting the world change you. 💡
Credit Goes to the Respective Owners
Weird Facts
https://www.facebook.com/groups/1619632845507992/
- the strange thing about civilisation/domestication and relationships is some of the stuff that we've forced a lot of relationships on people and animals. The obvious awkwardness is when two beings want different things. All sorts of trouble can ensue
https://en.wikipedia.org/wiki/2001:_A_Space_Odyssey
https://en.wikipedia.org/wiki/The_Terminator
https://en.wikipedia.org/wiki/Pep%C3%A9_Le_Pew
https://en.wikipedia.org/wiki/Arranged_marriage
https://en.wikipedia.org/wiki/Sovereign_citizen_movement
Guinea pigs thrive in groups of two or more; groups of sows or groups of one or more sows and a neutered boar are common combinations, but boars can sometimes live together. Guinea pigs learn to recognize and bond with other individual guinea pigs, and tests show that a boar's neuroendocrine stress response to a strange environment is significantly lowered in the presence of a bonded female but not with unfamiliar females.[84] Groups of boars may also get along, provided their cage has enough space, they are introduced at an early age, and no females are present.[85] In Switzerland, where owning a single guinea pig is considered harmful to its well-being, keeping a guinea pig without a companion is illegal.[86] There is a service to rent guinea pigs, to temporarily replace a dead cage-mate.[87] Sweden has similar laws against keeping a guinea pig by itself.[88]
https://en.wikipedia.org/wiki/Guinea_pig#Living_environment
MY MALAMUTE HATES BATH TIME _ TRIES TO HIDE AND REFUSES TO BE WASHED (start watching at 3 minute mark)
https://www.youtube.com/watch?v=JtRQd6dcsSQ
Hot Dog Whack A Mole With My Crazy Dogs And Cat Phil Goes On A Rampage! (Ultimate Try Not To Laugh) (start watching at 9 minute mark)
https://www.youtube.com/watch?v=DBdqLKpFd30
PHIL WANTS ICE CREAM PHIL GETS ICE CREAM _ ASMR
https://www.youtube.com/watch?v=OeMPXlSOhkc
KISSING MY DOG TOO MANY TIMES _ ALASKAN MALAMUTE MALE V FEMALE (cutest reaction)
https://www.youtube.com/watch?v=BaE4iASwpyE
Life with Malamutes
https://www.youtube.com/channel/UCj9pk54KCzfvTs9gnMKJYSg/videos
https://www.youtube.com/results?search_query=dog+panic+vet
When Dogs Realizing They're Going to the Vet - Funniest Reaction
https://www.youtube.com/watch?v=NUEaHPuPIi4
https://www.youtube.com/@MAIPM1102
https://www.youtube.com/results?search_query=cat+panic+vet
https://www.youtube.com/results?search_query=animals+panic+vet
https://www.youtube.com/results?search_query=cat+sticky+tape
Cat Reaction to Sticky Tape - Funny Cat Tape Reaction Compilation
https://www.youtube.com/watch?v=Lo1FE_i_Zhc
https://www.youtube.com/@wowanimals
https://www.youtube.com/results?search_query=steve+irwin+crikey+moments
Top 4 raccoon 🦝 reaction to Spicy food
https://www.youtube.com/shorts/w4PVuglQ2uo
Top 4 squirrel reaction to Spicy food challenge
https://www.youtube.com/shorts/ct0gGhMdc08
https://www.youtube.com/@DoseOfSora2Channel/shorts
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https://dtbnguyen.blogspot.com/2025/09/rat-backgroundresearch-professional-rat.html
https://dtbnguyen.blogspot.com/2025/08/medical-surgical-procedure-videos.html
https://dtbnguyen.blogspot.com/2025/01/3d-printing-background-random-stuff-and.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/09/ancient-astronautsmythologyarchaeologys_24.html
https://dtbnguyen.blogspot.com/2017/11/ascension-research-pre.html
https://dtbnguyen.blogspot.com/2017/10/prototype-neural-interface-transfer.html
https://dtbnguyen.blogspot.com/2019/12/news-vix-script-jim-simonsed-thorp.html
https://dtbnguyen.blogspot.com/2019/02/cryptocurrency-market-manipulation.html
https://dtbnguyen.blogspot.com/2019/09/big-data-and-social-trading-investments.html
https://dtbnguyen.blogspot.com/2019/11/a-sea-of-fakery-random-stuff-and-more.html
https://dtbnguyen.blogspot.com/2022/01/country-gdp-growth-correlation-checker.html
https://dtbnguyen.blogspot.com/2021/11/abs-postcode-research-script-random.html
Babified Adults via AI/ML:
- it's hard to think that many people were once babies. Thanks to the magic of AI/ML we get to see what many people may have been like as babies?
- baby politicians and diplomats
Viral AI Generated Video Featuring European Union (EU) Leaders As Babies Captures Attention | N18G
https://www.youtube.com/watch?v=ZlLnXyoguKI
https://www.youtube.com/@cnnnews18
https://www.youtube.com/@Baby-Diplomacy
https://www.youtube.com/@BabyDiplomacy
- baby politicians
Baby Trump vs News Reporters: FUNNIEST Moments
https://www.youtube.com/watch?v=2GFmRvD8Uws
https://www.youtube.com/@BabyNewsNetworkYT
Trump and Diddy's FUNNIEST Interview: Baby Edition
https://www.youtube.com/watch?v=XW18iqgzGPg
Baby Joe Bidens FUNNIEST Gaffes and Weirdest Moments
https://www.youtube.com/watch?v=Jz410gfS1AI
https://www.youtube.com/@BabyNewsNetworkYT/videos
"This is a dark moment for America" - Baby Trump mourns Charlie Kirk, blames radical left!
https://www.youtube.com/watch?v=hhA05MXw4w8
https://www.youtube.com/@ToddleritarianRegime/videos
Baby Obama best advice for you #babybriefingstv #babypodcast #baby #MAGA #Democrats #GOP #babyobama
https://www.youtube.com/shorts/2CcGj31XtwU
https://www.youtube.com/@Babybriefingstv/shorts
Her SHOCKING Answer STUNNED Congress
https://www.youtube.com/shorts/i5muI55fiW8
https://www.youtube.com/@MoveOnVideo/shorts
Baby Presidents Working 9 to 5: Who's Ready to Rage Quit? 🤣#shorts #baby #cute #trump #funny
Gangsta's Paradise · Coolio (ft. L.V.)
https://www.youtube.com/shorts/mYGZcVPxnrM
https://www.youtube.com/@AIFootage-Hay/shorts
😳 "What's It Like to Be the Last Black President?" – Obama vs. Zach Galifianakis 🌿👊
😎 "Where Are Biggie & Tupac?" – Baby Obama Roasts Baby Trump at WHCD 👶🔥
https://www.youtube.com/shorts/rXKyB27U810
https://www.youtube.com/@DiaperDiplomacy/shorts
Baby Trump vs Baby Clinton: FUNNIEST Debate Moments
https://www.youtube.com/watch?v=3OiOkv9rHrU
https://www.youtube.com/@BabyNewsNetworkYT
Audience CRACKS UP after Baby Trump roasts UN's broken teleprompter 🍼😂 #shorts #trump #usa
https://www.youtube.com/shorts/FLkMyi5y-U4
Reporter Asks Leavitt: 'What Is Your Message To Those People Who Are Getting Laid Off?' 🍼😨 #shorts
https://www.youtube.com/shorts/FQ3LcQIFCAA
Baby Trump: I did 'VERY WELL' on TikTok #shorts #trump #usa #tiktok
https://www.youtube.com/shorts/f7g-kH2rwYg
Obama Fires Back at Trump's Treason Claim 🔥🍼 | Funny Baby Videos | Trending
https://www.youtube.com/watch?v=nTiWsCWFz2s
https://www.youtube.com/@TheDaily.Diaper/shorts
World Leaders Turned Into Babies! AI Video Welcomes EPC Summit in Tiranë
CGTN is funded in whole or in part by the Chinese government. Wikipedia
https://www.youtube.com/shorts/PdqKy27sCdU
https://www.youtube.com/@CGTNEurope/shorts
Epic Cuteness! 22 "Mini Bosses" AI Transformed - Global Landmark Runway Show, Adorably Unfair!
https://www.youtube.com/watch?v=RUnt3Tva8K4
https://www.youtube.com/@GlowUpLegends-b8u/videos
- baby comedians
Baby Seinfeld - Movie Phone
https://www.youtube.com/shorts/ejxAOKyX7lk
https://www.youtube.com/@mustseeai/shorts
Baby Bernie Mac #babypodcast #standupcomedy #comedy #comedian #viralvideo #funny
https://www.youtube.com/shorts/T87aYWQ9K1s
https://www.youtube.com/@The_baby_beat/shorts
https://www.youtube.com/results?search_query=baby+comedians
Baby Madea know swag #tylerperry #madeamovieclips #babies #baby
https://www.youtube.com/shorts/UVouKkwQH3Q
Baby Madea Wants Breakfast!
https://www.youtube.com/watch?v=A8BZisDMyAY
https://www.youtube.com/@SamTestAI/shorts
Wanda Sykes on Being Asked to Be a Maid in a White Neighborhood | Hilarious Stand-Up Clip
https://www.youtube.com/shorts/LQQS7FDrjrE
https://www.youtube.com/@Shebloomsentertainment/shorts
😂 "THAT'S WHITE PEOPLE INFLUENCE, RIGHT THERE!" 🎤 #CedricTheEntertainer #SHORTS #comedygold
https://www.youtube.com/shorts/08vnggtUzdA
https://www.youtube.com/@TheDiaperShow/shorts
- scientists as babies
😂 Baby Neil deGrasse Tyson and Joe Rogan😂
https://www.youtube.com/shorts/olWQoz-3wRI
https://www.youtube.com/@TheBabyPodcast00/shorts
Baby scientist #baby #ai #scientist #food
https://www.youtube.com/shorts/-A34ndxo3-w
https://www.youtube.com/@Rastaprimals/shorts
- medical professionals as babies
👵 NAN'S BACK in HOSPITAL! 😱 Baby AI vs Savage Granny | Funniest Catherine Tate Sketch Ever! 😂
IS IT AN EMERGENCY?! 😱 Nan vs Baby AI in
https://www.youtube.com/shorts/LRsVbH8_Sfg
https://www.youtube.com/@BabyverseAIs/shorts
Baby Ai comedy #aivideo #babyai #baby podcast
Dr Now Baby ai
https://www.youtube.com/shorts/W-4SwtAleRw
https://www.youtube.com/@Randomlyeverythin/shorts
The Reality of Baby Doctor 🤕 #funny
https://www.youtube.com/shorts/CkqZO0QJaEk
https://www.youtube.com/@roar.studio/shorts
🤣 AI Babies Acting Crazy! Funniest Baby Shorts
https://www.youtube.com/shorts/Q9nLnjNXAy8
https://www.youtube.com/@TechVerseAI-o5d/shorts
- religious leaders as babies
Baby Pope Leo XIV's Call to Youth ✨ Light of Hope Tease #shorts #faith
The Baby Pope Leo XIV's ✝️ First Speech Will
https://www.youtube.com/shorts/WUcBYyAT82I
https://www.youtube.com/@thecreativemedialab/shorts
How Much Money Does The Pope Earn For Being Pope? #catholic #pope #catholictalkshow
Baby Pope Leo XIV!
https://www.youtube.com/shorts/wDnGc76Ykk8
https://www.youtube.com/@CatholicTalkShow/shorts
😂 SOMMORE – FACEBOOK PRAYER REQUESTS NEED RULES 🙏🤣 #SHORTS
https://www.youtube.com/shorts/gr5aB5WgW5s
https://www.youtube.com/@TheDiaperShow/shorts
Baby Father Ted 😂 #funny #comedy #baby
https://www.youtube.com/shorts/ZmZluUTBFQ0
https://www.youtube.com/@gtrog-n9z/shorts
- chefs as babies
Baby Seinfeld - Movie Phone
Baby Seinfeld - Soup Nazi
https://www.youtube.com/shorts/ejxAOKyX7lk
https://www.youtube.com/@mustseeai/shorts
Gordon Ramsay Microwave Salad
https://www.youtube.com/shorts/KSKSMDj-azg
https://www.youtube.com/@BabyPodcastOfficialYT/shorts
Gordon Ramsay's "Where's the Lamb Sauce?!" — AI Baby Chef Meltdown 👶🔥 | Hell's Kitchen Remix
https://www.youtube.com/shorts/VVZ5dkx4ONQ
https://www.youtube.com/@RedRoseLegacyAI/shorts
- baby journalists
Tucker vs Cruz: "You Want to Target Iran But Don't Know the Population?" | The Tantrum Crybaby Show
https://www.youtube.com/watch?v=PaiJxx46CjA
https://www.youtube.com/@DiaperDiplomacy/videos
https://www.youtube.com/@BabifiedBytes/shorts
https://www.youtube.com/@BabyPodcastOfficialYT/shorts
Reporter: "Any dating advice for your generation?" 🤣🫶🏻 #ai #baby #interview #dating #funny #fyp
https://www.youtube.com/shorts/04UUI7K3fDA
https://www.youtube.com/@LisasAudios/shorts
Reporter Asks Leavitt: 'What Is Your Message To Those People Who Are Getting Laid Off?' 🍼😨 #shorts
https://www.youtube.com/shorts/FQ3LcQIFCAA
https://www.youtube.com/@TheDaily.Diaper/shorts
- baby sportspeople
Sylvester Stallone Gave Jimmy Fallon $100 Just to Be Quiet!
Card Declined?! Baby Shaq's Walmart Story 🏀👶 #shaquilleoneal
https://www.youtube.com/shorts/5AZOVR-gB8w
https://www.youtube.com/@MiniTalksGlobal/shorts
Baby Footballers Hit the Runway! ⚽👶 |AI
https://www.youtube.com/shorts/aEkKFNMQYUU
https://www.youtube.com/@BabyverseAIs/shorts
- baby lawyers/judges
Baby Judge Judy: Costco Sample Lady Called Security On Me
https://www.youtube.com/watch?v=fRS3ClM9_Is
Baby Judge Judy: Ate The Rotisserie Chicken Whole Thing And suing？
https://www.youtube.com/watch?v=qpE-bPeGHBI
⚖️Baby Judge Judy: Grandma Sold $10,000 Pokémon Cards for $5 !?
https://www.youtube.com/watch?v=AJcVbaRhEEQ
https://www.youtube.com/@babyjudgejudys
Baby Judge Mathis: Funniest Baby Courtroom Moments Ever!
https://www.youtube.com/watch?v=fMPUzj5txPQ
https://www.youtube.com/@D.A.V3DAIENTERTAINMENTHUB791
https://www.youtube.com/@culinariadaevelynoficial/videos
This is a phenomenal use of aI. Babies a Few
https://www.youtube.com/shorts/HgCIklmNFuo
https://www.youtube.com/@coachschuman/shorts
- baby musicians
WOW Baby Elton John singing "I'm still standing"
https://www.youtube.com/shorts/1j95DEvF5Mc
https://www.youtube.com/@BabyverseAIs/shorts
Tina Turner singing "What's Love Got to Do With
https://www.youtube.com/shorts/r4LhxwYox_k
https://www.youtube.com/@BabysMusicAI/shorts
🎶We are the World 🌎 USA for Africa Baby AI
https://www.youtube.com/shorts/h9f1fS4hNq8
https://www.youtube.com/@tutorialino-dach/shorts
- baby billionaires
Baby Elon's NIGHTMARE: Woke Nanny AI! 👶🤖 "MISERABLE!" #babies #elonmusk #funny #AI #viralvideo
https://www.youtube.com/shorts/OG_CUvwau3I
https://www.youtube.com/@WickedAI/shorts
[4K AI Art] Billionaire Babies: AI Reimagines the
https://www.youtube.com/shorts/X8rNM78taf4
https://www.youtube.com/@AiRevolutionaryArt/shorts
How to Be a Billionaire? | Baby Podcast | #shorts
https://www.youtube.com/shorts/rKG9qbnwCjM
https://www.youtube.com/@itsbabyspeaking/shorts
Billionaire Babies And The Crib Illuminati 🍼💸
https://www.youtube.com/shorts/m3Gqa11mZiM
https://www.youtube.com/@AI-kerry/shorts
- miscellaneous babies
Ai Babies Roasting Their Parents Mad in the Hood! Pt 3 (Veo 3 + ChatGPT 5)
https://www.youtube.com/watch?v=yAu6bpmEYvY
https://www.youtube.com/@Aitopmovies
Baby playing with strangers#kindness#kid#baby#cute#love#friendlypeople
Old Story · Lunatic Souls
https://www.youtube.com/shorts/AZ18whHKjdI
https://www.youtube.com/@YolanNiles/shorts
ladies you better think about broke MEN
https://www.youtube.com/shorts/zeiE_a_qrJ8
https://www.youtube.com/@BabyOnTheMic/shorts
Baby Blabber: Episode 10 #fyp #foryou #aibaby #ai
https://www.youtube.com/watch?v=TpAqjatLJX8
https://www.youtube.com/@floydbishop
Baby Blabber Ep 14: Napoleon Dynamite #fyp
https://www.youtube.com/shorts/hmL9mjlZ944
https://www.youtube.com/@floydbishop/shorts
Random Stuff:
- as usual thanks to all of the individuals and groups who purchase and use my goods and services
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com.au/
- latest in science and technology
https://itwire.com/government-tech-news/technology-regulation/accc-puts-retailers-on-notice-ahead-of-black-friday-sweep.html
https://itwire.com/science-news/automotive/own-a-chinese-electric-car-you-should-be-worried.html
https://www.theguardian.com/australia-news/2025/nov/16/how-to-recycle-old-mobile-phones-computers
- latest in finance and politics
https://www.abc.net.au/news/2025-11-15/victoria-police-melbourne-shopping-centres-psos-patrol-trial/106013658
https://www.abc.net.au/news/2025-11-15/victoria-voluntary-assisted-dying-amendments/106011806
https://www.news.com.au/lifestyle/real-life/news-life/bunnings-responds-to-outrage-over-photo-of-returned-products/news-story/74f5cbab57230f58888f0b66558c3c39
https://www.cnbc.com/2022/01/28/amazon-returns-what-really-happens-to-them.html
https://www.cnbc.com/2022/04/10/how-amazon-plans-to-fix-its-massive-returns-problem.html
https://www.forbes.com/sites/oliviapinnock/2018/07/20/no-one-in-fashion-is-surprised-burberry-burnt-28-million-of-stock/
https://www.dazeddigital.com/fashion/article/40778/1/burberry-brands-burning-clothes-sustainability-fashion-revolution
- latest in defense and intelligence
https://www.abc.net.au/news/2025-11-15/afp-charge-three-nt-over-alleged-multi-million-fraud-scheme/106013768
- latest in animal and environmental news
https://au.news.yahoo.com/scientists-breeding-cows-burp-less-153621751.html
https://www.msn.com/en-us/pets-and-animals/general/look-cow-escapes-slaughter-joins-flock-of-sheep-in-germany/ar-AA1QnLZr?ocid=BingNewsVerp
https://www.msn.com/en-us/news/offbeat/mom-trying-to-get-adorable-baby-sheep-and-cow-back-to-the-farm-is-too-cute-for-words/ar-AA1Qi73c?ocid=BingNewsVerp
- latest in music and entertainment
https://www.theguardian.com/commentisfree/2025/nov/15/great-unwokening-hollywood-righwing-cultural-domination-sydney-sweeney
Random Quotes:
- In 2007, 36% of China's population was subject to a strict one-child restriction, with an additional 53% being allowed to have a second child if the first child was a girl. Provincial governments imposed fines for violations, and the local and national governments created commissions to raise awareness and carry out registration and inspection work.
According to the Chinese government, 400 million births were prevented, this claim has been called "bogus", "three-quarters of the decline in fertility since 1970 occurred before the launching of the one-child policy; and most of the further decline in fertility since 1980 can be attributed to economic development" [1] Thailand, Iran, Indian states of Kerala, Tamil Nadu have had similar declines of fertility without one child policy. Although 76% of Chinese supported the policy in 2008,[2] it is controversial outside of China.
On 29 October 2015, it was reported that the existing law would be changed to a two-child policy, citing a statement from the Communist Party of China. The new law became effective from 1 January 2016[3], following its passage in the standing committee of the National People's Congress on 27 December 2015.
https://en.wikipedia.org/wiki/Family_planning_policy
https://en.wikipedia.org/wiki/One-child_policy
- It is vital that guide dogs want to work, and enjoying doing it. After all, we can't force them to take responsibility for a person's safety. From an early age, guide dog puppies are taught that working is fun. They are given "life rewards" for good behaviour, which can be anything from going for a ride in the car, going to the park, or playing. Anything really that the puppy enjoys! These motivational methods of training create well taught, happy dogs that are more than willing to work. They enjoy thinking for themselves and problem solving though situations.
Play time also helps to build strong relationships with the dog and their handler. They learn to trust and have fun with one another, becoming lifelong friends. When they get to retirement age (at 11 years) they are often adopted into their handler's family, or go to another home. There they get to enjoy the rest of their life as the beloved family pet.
https://blindlowvision.org.nz/guide-dogs/our-puppies/play-time-guide-dogs/
- The UK's vote to exit the European Union, Donald Trump's ascendancy to the US presidency and his appeal to the unemployed voters in what was once America's industrial heartland, are part of the backlash to globalisation, signalling an end to the era of laissez-faire economics.
The Morrison Government, in the space of a few weeks, has thrown a large part of its ideology out the window.
The Reserve Bank cuts interest rates to a record low and announces a quantitative easing program for the first time in its history to help prevent a coronavirus-driven recession.
It's been forced to recognise that survival is more important than surpluses, that markets don't always operate efficiently and in the best interests of society and that, occasionally, government intervention in the economy on a grand scale is vital.
The speed at which this transformation has taken place is nothing short of breathtaking, and for many — including business and workers — entirely welcome.
...
According to Mr Shvets, there are only three possible outcomes. One is that central banks win; that an economic recovery allows them to withdraw their stimulus without collapsing asset prices like stocks and housing. Not much chance of that, he reckons.
The second is that governments take over, pick up the slack in jobs and cooperate with each other to solve global poverty and inequality. Slim chance.
The third is war. This, he argues, is the most likely and the least pleasant outcome.
Let's hope this time he's wrong.
https://www.abc.net.au/news/2020-04-06/is-capitalism-dying-or-just-in-isolation-coronavirus/12123874
- Traditionally our dollar has been significantly influenced by perceptions of conditions in China because of the impact on its demand for resources like iron ore, coal and LNG. We're seen as a resource economy and a safe proxy for direct exposure to China – when investors are comfortable having that exposure.
https://www.smh.com.au/business/markets/hoarding-traders-a-mad-scramble-for-greenbacks-hits-the-aussie-dollar-20200318-p54bae.html
America's problems are not intrinsic to liberal democracy. They are American failures. Above and beyond any single US problem is the system that is supposed to fix problems – its political system.
When a country's political system fails, its problem-solving mechanism fails. The US today is in such a poor state because its biggest problems never get solved – they just accumulate.
The dry tinder piles up. The dreadful race riots of the 1960s should have been a catalyst for fundamental reform but turned out to a premonition of race-based rage to come. As Serena Williams says: "The worst part is this is nothing new, it's just filmed."
The fact that the US is the only rich country to suffer declining life expectancy should have led to change in the underlying problems – deep inequality and ramshackle health care. Instead, the political system continues to enact tax cuts for the well-off and exploitative working conditions and threadbare social welfare for the poor. And health care? America's unique status as the only rich country without universal health care remains, in spite of Barack Obama's efforts.
https://www.macrobusiness.com.au/2020/06/god-bless-america/
- Millions of ordinary Americans are facing rising and unaffordable bills for running water, and risk being disconnected or losing their homes if they cannot pay, a landmark Guardian investigation has found.
Exclusive analysis of 12 US cities shows the combined price of water and sewage increased by an average of 80% between 2010 and 2018, with more than two-fifths of residents in some cities living in neighbourhoods with unaffordable bills.
In the first nationwide research of its kind, our findings reveal the painful impact of America's expanding water poverty crisis as aging infrastructure, environmental clean-ups, changing demographics and the climate emergency fuel exponential price hikes in almost every corner of the US.
America's growing water affordability crisis comes as the Covid-19 pandemic underlines the importance of access to clean water. The research shows that rising bills are not just hurting the poorest but also, increasingly, working Americans.
"More people are in trouble, and the poorest of the poor are in big trouble," said Roger Colton, a leading utilities analyst, who was commissioned by the Guardian to analyse water poverty. "The data shows that we've got an affordability problem in an overwhelming number of cities nationwide that didn't exist a decade ago, or even two or three years ago in some cities."
Water bills exceeding 4% of household income are considered, for this analysis, unaffordable.
Colton's 88-page report is published today at the launch of a major project on America's water emergency by the Guardian, Consumer Reports and other partners.
https://www.theguardian.com/us-news/2020/jun/23/millions-of-americans-cant-afford-water-bills-rise
- But what really sets SpaceX apart, and has made it a magnet for controversy, are its prices: As advertised on the company's Web site, a Falcon 9 launch costs an average of $57 million, which works out to less than $2,500 per pound to orbit.
https://www.airspacemag.com/space/is-spacex-changing-the-rocket-equation-132285884/
The Russian space agency Roscosmos has informed that while the market price of a SpaceX launch is estimated at around $60 million, NASA pays between 1.5 and 4 times for the same.
https://www.geospatialworld.net/news/russia-may-reduce-space-launch-price-by-30-pc-to-counter-spacex/
NASA's dependence on Russia to send humans to space has been expensive. A seat in a Soyuz capsule costs $86 million today, an increase of nearly 400 percent over about a decade and a half.
https://www.wired.com/story/the-us-hitches-its-final-ride-to-space-from-russia-for-now/
https://en.wikipedia.org/wiki/List_of_Intel_Core_processors
https://en.wikipedia.org/wiki/List_of_AMD_processors
Every Intel CPU Explained in 9 Minutes
https://www.youtube.com/watch?v=MdTeYKYRIP4
Every AMD Ryzen CPU Explained in 8 Minutes
https://www.youtube.com/watch?v=QGn_YPeIj9I
https://www.youtube.com/@bytesizedexplainer
cpu benchmark
https://www.cpubenchmark.net/
https://cpu.userbenchmark.com/
https://www.tomshardware.com/reviews/cpu-hierarchy,4312.html
gpu benchmark
https://gpu.userbenchmark.com/
https://www.videocardbenchmark.net/
https://www.tomshardware.com/reviews/gpu-hierarchy,4388.html
Every NVIDIA GTX Graphics Card Explained As Easily As Possible For Beginners
https://www.youtube.com/watch?v=CTwKYOdLBxQ
https://www.youtube.com/@explaindotexee
SSD vs HDD vs NVMe vs SATA vs mSATA vs M2: Storage Devices EXPLAINED!
https://www.youtube.com/watch?v=r3Jy5dHOj3g
https://www.youtube.com/@howfixit
https://www.intel.com/content/www/us/en/products/details/processors.html
https://www.amd.com/en/products/specifications/processors.html
https://www.amd.com/en/products/processors/desktops/ryzen.html
https://www.amd.com/en/products/processors/laptop/ryzen.html
- remarkable how many purchases are from a small sector of society? Most used laptops are HP, Dell, Lenovo, and sometimes Apple which makes sense given they're popular in government, business/corporate, and education sectors. Makes sense why ex-corporate/business secondary market sales are so common now. Focus is on fix things fast and updating to latest software which means product cycle is fast
Why a Used Business Laptop is Better than a NEW Consumer Laptop (For Most People)
https://www.youtube.com/watch?v=NzRehSFWuKo
Buying a Used Laptop: An Experts Guide on What to Check, Where to Buy, and What Models are Best
https://www.youtube.com/watch?v=NsTobnTfsYw
$70 "Obsolete" ThinkPads - More Repairable, Reliable, and CHEAPER Than a Brand New Laptop
https://www.youtube.com/watch?v=_uEKrvdJndc
I Bought 77 Used ThinkPads To Help Prevent Future e-Waste (And Maybe Save My Business)
https://www.youtube.com/watch?v=hsu26wHim2M
https://www.youtube.com/@SalemTechsperts
I Paid $2500 for 5 BROKEN High End Laptops - But Can I Fix Them?!
https://www.youtube.com/watch?v=B3ZONl7I8OE
I Bought 7 BROKEN Graphics Cards to Try and Fix - I Was Disappointed
https://www.youtube.com/watch?v=SmvqqGwN8bQ
https://www.youtube.com/@Tronicsfix
https://www.youtube.com/@NorthridgeFix/videos
https://www.youtube.com/@northwestrepair/videos
https://www.youtube.com/@rossmanngroup/videos
https://www.youtube.com/@JoeyDoesTech/videos
https://www.youtube.com/@dellpartspeople/videos
https://www.youtube.com/@electronicsrepairschool/videos
https://www.youtube.com/@HughJeffreys/videos
https://www.youtube.com/@GregSalazar/videos
https://www.youtube.com/@PhoneRepairGuru/videos
are most new car sales from government or corporate fleets
Fleet buyers keep industry moving
Fleet purchasing continues to be the cornerstone of the automotive industry. For the year so far, 49.75 per cent of all new vehicles have been acquired by fleets — almost half of the entire market. This shows the ongoing importance of business, government, and rental buyers in keeping the market stable during fluctuating consumer demand.
For manufacturers, fleet customers are not only the volume drivers but also critical partners in the transition to low- and zero-emission vehicles.
https://fleetautonews.com.au/fleet-buyers-underpin-market-as-new-car-sales-rise-in-september/
As the above table shows, fleets have historically accounted for approximately 50 per cent of total unit volume since 2010 while in the last three years it is 45 per cent.
https://premium.goauto.com.au/fleet-sales-to-dominate-2024-market/
- most stuff is web based now but a lot of the stuff I need needs to do needs to be accessible from the Command Line Interface (CLI) too. I need this for automation and to run scripts that I previously worked on in analysis of other projects
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
GPT4All cli access
https://docs.gpt4all.io/index.html
https://linuxconfig.org/how-to-install-gpt4all-on-ubuntu-debian-linux
https://docs.kanaries.net/articles/gpt4all
Thousands of Models
Deploy over 1000 open-source language models
GPT4All supports popular models like Deepseek R1, LLaMa, Mistral, Nous-Hermes, and hundreds more.
https://www.nomic.ai/gpt4all
Meta-Llama-3-8B-Instruct.Q4_0.gguf
https://huggingface.co/QuantFactory/Meta-Llama-3-8B-Instruct-GGUF/blob/main/Meta-Llama-3-8B-Instruct.Q4_0.gguf
https://huggingface.co/QuantFactory/models
GPT4All cli access
python -m venv venv
source venv/bin/activate
pip install gpt4all typer
wget 'https://raw.githubusercontent.com/nomic-ai/gpt4all/main/gpt4all-bindings/cli/app.py'
python app.py repl
gpt4all desktop how to access from cli
Question: How to activate web mode in CLI (without GUI)? #1133
https://github.com/nomic-ai/gpt4all/issues/1133
https://github.com/nomic-ai/gpt4all/tree/main/gpt4all-api
https://medium.com/free-or-open-source-software/gpt4all-command-line-install-gpt4all-command-line-and-run-gpt4all-models-other-gguf-models-with-6c63d974143f
- there are heaps of different versions of LLM out there but most of them depend on the same underlying libraries and sourcecode
easiest llm to setup in linux
https://www.jan.ai/
https://www.jan.ai/docs/desktop
gpt4all
https://www.nomic.ai/gpt4all
https://github.com/nomic-ai/gpt4all
https://docs.gpt4all.io/
https://docs.gpt4all.io/gpt4all_desktop/quickstart.html
python -m venv venv
source venv/bin/activate
pip install gpt4all
installing ollama python library on ubuntu
https://www.restack.io/p/ollama-knowledge-ubuntu-24-04-answer-cat-ai
https://www.restack.io/p/ollama-answer-python-install-cat-ai#clyz1gxpu04s4ly7au0wmot6o
install ollama library ubuntu
https://www.restack.io/p/ollama-knowledge-ubuntu-24-04-answer-cat-ai
https://itsfoss.com/ollama-setup-linux/
https://thenewstack.io/install-ollama-ai-on-ubuntu-linux-to-use-llms-on-your-own-machine/
ubuntu installing ollama python library
https://www.kdnuggets.com/ollama-tutorial-running-llms-locally-made-super-simple
https://www.baeldung.com/linux/genai-ollama-installation
https://dev.to/ajmal_hasan/setting-up-ollama-running-deepseek-r1-locally-for-a-powerful-rag-system-4pd4
python ollama library
https://github.com/ollama/ollama-python
Ubuntu installing ollama python library github
https://github.com/ollama/ollama-python
https://github.com/ollama/ollama/blob/main/docs/linux.md
https://github.com/Bhanu88/ollama
python ollama library
https://pypi.org/project/ollama-python/#files
Ubuntu installing ollama python library github
https://github.com/ollama/ollama-python
https://github.com/ollama/ollama/blob/main/docs/linux.md
https://github.com/Bhanu88/ollama
sudo apt install software-properties-common
sudo add-apt-repository ppa:deadsnakes/ppa
ubuntu how to install ollama python libraries
https://phoenixnap.com/kb/how-to-install-python-3-ubuntu
https://phoenixnap.com/kb/how-to-install-pip-on-ubuntu
ubuntu how to install python libraries
https://askubuntu.com/questions/95037/what-is-the-best-way-to-install-python-packages
https://stackoverflow.com/questions/19034959/installing-python-modules-on-ubuntu
https://packaging.python.org/en/latest/tutorials/installing-packages/
ubuntu ollama library download
https://snapcraft.io/install/ollama/ubuntu
https://pypi.org/project/ollama/
https://www.restack.io/p/ollama-knowledge-ubuntu-22-04-setup-cat-ai
- heaps of stuff on Linux is containerised now and so it is with Python too. You're forced to use this now instead of using normal, straight pip
python venv overview
https://realpython.com/python-virtual-environments-a-primer/
https://docs.python.org/3/library/venv.html
- most of the literature you find in the public is pretty superficial to be honest. Morevoer, the AI/ML currently in existence is superficially complex but conceptually simple much of the time?
https://en.wikipedia.org/wiki/Large_language_model
https://www.linuxformat.com/
https://linuxformat.com/archives
https://www.linux-magazine.com/
ultimate guide to chatgpt pdf
https://www.bildung-lsa.de/files/8f15e5d880c38bbb0391d361a8ba0d27/The_Ultimate_ChatGPT_Guide_for_Beginners_(Snippet).pdf
https://www.scribd.com/document/845099723/The-Ultimate-Guide-to-ChatGPT-1st-Edition-2024
guide llm pdf
https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf
https://www.amax.com/content/files/2024/03/llm-ebook-part1-1.pdf
https://scalexm.ai/storage/2023/10/White-Paper-LLM.pdf
https://expoplatform.com/publications/hitchhikers-guide-llms-1.pdf
https://21944583.fs1.hubspotusercontent-na1.net/hubfs/21944583/eBooks/Predibase_Fine-Tuning_LLMs_ebook_.pdf
https://web.stanford.edu/class/cs224g/slides/A%20Practical%20Guide%20to%20Prompt%20LLM's.pdf
https://github.com/mlabonne/llm-course
https://cloudely.com/wp-content/uploads/2024/01/The-Beginners-Guide-to-Large-Language-Models.pdf
- I've played with chatbots for decades now. I like to read simplified versions of larger programs out there but it's harder when they get bigger. Stuff I've been exploring is providing AI/ML with instincts, exploratory behaviour, creativity, etc... Sometimes hard to replicate in code or think of though especially since AI/ML is mostly software now and I don't have a robot I can load code into?
https://www.youtube.com/results?search_query=the+creator
The Creator | Final Trailer | 20th Century Studios
https://www.youtube.com/watch?v=MAZuGdi32bk
The Creator | Official Trailer
https://www.youtube.com/watch?v=ex3C1-5Dhb8
https://www.youtube.com/@20thCenturyStudios
https://en.wikipedia.org/wiki/The_Creator_(2023_film)
https://en.wikipedia.org/wiki/A.I._Artificial_Intelligence
https://www.freecodecamp.org/news/build-a-local-ai/
Smaller and cheaper dev machine that runs LLMs
https://www.youtube.com/watch?v=ci5zhOVHzN8
https://www.youtube.com/@AZisk
llm written purely in perl
https://news.perlfoundation.org/post/perlgptphase1
ubuntu llm easy to install
https://thenewstack.io/install-ollama-ai-on-ubuntu-linux-to-use-llms-on-your-own-machine/
simple chatbot github
https://github.com/parulnith/Building-a-Simple-Chatbot-in-Python-using-NLTK
https://github.com/patrickloeber/pytorch-chatbot
https://github.com/jerrytigerxu/Simple-Python-Chatbot
https://github.com/BishalMondal07/Simple-ChatBot
Self learning chatbot python github
https://github.com/cherry247/chatbot-using-python
https://github.com/rshinde03/AI-Self-learning-Chatbot
https://github.com/REEKRAJROY/selflearning_chatbot
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com/
Eliza.zip
https://drive.google.com/file/d/1zRTFU9-aRFqKKl8b_ISBqSo_Ttae0AVk/view?usp=sharing
COMPUTER CONVERSATION SIMULATOR
Lizzy is an extension to the Java implementation of Eliza written by Charles Hayden, http://www.chayden.net/eliza The primary enhancement is that it also possesses a voice synthesis capability providing for a more realistic and engaging computer conversation simulation experience. To 'speak' with Lizzy, simply type your topic of conversation into the textfield at the bottom of the window and click 'OK'. Operation of the rest of the program should be intuitive. It should be noted that in order for the speech synthesis capability and hence this program to work it is required that 'festival', http://www.cstr.ed.ac.uk/projects/festival/ be installed.
localist chatgpt
https://chatgpt.com/g/g-SpnGPeNtM-local
https://auth.openai.com/log-in-or-create-account
create own chatbot from scratch
https://www.ibm.com/products/watsonx-orchestrate/ai-agent-for-customer-service
https://www.noupe.com/
https://www.noupe.com/pricing
https://www.noupe.com/blog/
https://www.noupe.com/blog/how-to-create-a-chatbot-with-chatgpt/
https://python.langchain.com/docs/tutorials/chatbot/
https://www.voiceflow.com/blog/how-to-create-a-chatbot
https://botpress.com/blog/how-to-build-your-own-ai-chatbot
$ python -m venv venv
$ source venv/bin/activate
(venv) $ python -m pip install chatterbot==1.0.4 pytz
https://realpython.com/build-a-chatbot-python-chatterbot/
chatgpt source code
https://github.com/acheong08/ChatGPT
https://www.hitachivantarafederal.com/about-chatgpt-by-chatgpt-with-prompts-from-a-curious-data-scientist/
bash based chatbot
https://github.com/nitefood/ai-bash
pdf llm
https://medium.com/@danushidk507/using-pymupdf4llm-a-practical-guide-for-pdf-extraction-in-llm-rag-environments-63649915abbf
https://github.com/EvanZhouDev/llm.pdf
https://www.datavise.ai/blog/extracting-pdf-data-for-llm-processing-tools-techniques-and-intelligent-routing
httrack
https://www.httrack.com/
https://en.wikipedia.org/wiki/HTTrack
- when you understand the baseline programming/instincts of humans generally then you'll see things more clearly?
https://dtbnguyen.blogspot.com/2025/11/alternative-food-diets-random-stuff-and.html
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://www.youtube.com/results?search_query=the+creator
The Creator | Final Trailer | 20th Century Studios
https://www.youtube.com/watch?v=MAZuGdi32bk
The Creator | Official Trailer
https://www.youtube.com/watch?v=ex3C1-5Dhb8
https://www.youtube.com/@20thCenturyStudios
https://en.wikipedia.org/wiki/The_Creator_(2023_film)
https://en.wikipedia.org/wiki/A.I._Artificial_Intelligence
https://en.wikipedia.org/wiki/Battlestar_Galactica_(2004_TV_series)
https://en.wikipedia.org/wiki/The_Terminator
https://en.wikipedia.org/wiki/Prometheus_(2012_film)
https://en.wikipedia.org/wiki/Garden_of_Eden
https://en.wikipedia.org/wiki/The_Day_the_Earth_Stood_Still_(2008_film)
- you can measure the success of AI/ML when it can beat humans at certain things. Due to the prevelance of agencies which already validate AI/ML this makes things easier. People with BS jobs can simply be moved into other BS jobs, use it to augment their existing abilities, given Universal Basic Income (UBI), etc?
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2024/12/organised-crime-background-random-stuff.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2024/05/art-imitating-lifehow-music-and_5.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2020/06/history-of-hate-and-supremacy-random.html
https://dtbnguyen.blogspot.com/2020/12/angels-and-demons-random-stuff-and-more.html
AI Has a Fatal Flaw—And Nobody Can Fix It
https://www.youtube.com/watch?v=_IOh0S_L3C4
https://www.youtube.com/@slidebean
https://en.wikipedia.org/wiki/Turing_test
https://www.lionbridge.com/
https://www.appen.com/
https://en.wikipedia.org/wiki/Dilbert
https://en.wikipedia.org/wiki/Scott_Adams
https://en.wikipedia.org/wiki/David_Graeber
https://en.wikipedia.org/wiki/Bullshit_Jobs
https://en.wikipedia.org/wiki/John_Perkins_(author)
https://www.youtube.com/results?search_query=bullshit+jobs
On Bullsh*t Jobs | David Graeber | RSA Replay
https://www.youtube.com/watch?v=kikzjTfos0s
https://www.youtube.com/@rsaorg/videos
BULLSHIT JOBS - David Graeber
https://www.youtube.com/watch?v=jHx5rePmz2Y
https://www.youtube.com/@LondonRealTV/videos
5 Types of Bullsh*t Jobs with David Graeber
https://www.youtube.com/watch?v=kehnIQ41y2o
https://en.wikipedia.org/wiki/Dilbert_(TV_series)
https://en.wikipedia.org/wiki/Scott_Adams
https://www.youtube.com/results?search_query=dilbert
https://www.youtube.com/results?search_query=management+consulting
What does a consultant actually do?
https://www.youtube.com/watch?v=vZE0j_WCRvI
https://www.youtube.com/@GoodWorkMB/videos
What even is Management Consulting and what do I actually do
https://www.youtube.com/watch?v=4avS00vBDI8
https://www.youtube.com/@TaylorBell/videos
https://www.youtube.com/@jess_em
Investment Banking vs. Management Consulting (Thoughts From A Former Banker & Consultant!)
https://www.youtube.com/watch?v=BXJk2vA9c-0
https://www.youtube.com/@rareliquid
"The consulting industry has infantilised government" - Mariana Mazzucato on taking back control
https://www.youtube.com/watch?v=ycVBoWsGLJs
How the Consulting Industry Weakens our Economies and Harms Democracy | Mariana Mazzucato
https://www.youtube.com/watch?v=K47OQh1Qw6o
3 Years of College Computer Science in 3 Minutes
https://www.youtube.com/watch?v=MIvvsqJAYh0
https://www.youtube.com/@profkorupt
https://www.youtube.com/results?search_query=the+young+pope+prayer
The Young Pope – The Pool Prayer Scene
https://www.youtube.com/watch?v=AKt_Lp9B-tg
https://www.youtube.com/@M0joPin
The New Pope (2020) - I would like a pope...
https://www.youtube.com/watch?v=eF__em-Qyw0
https://www.youtube.com/@M0joPin
Rebel Economist Says Everything You Know About Economics Is Wrong | #NovaraLIVE
https://www.youtube.com/watch?v=k68a9TkHyc4
https://www.youtube.com/@NovaraMedia
Rory Sutherland: How pen-pushers destroyed the office | SpectatorTV
https://www.youtube.com/watch?v=Mu54ERQZZIw
https://www.youtube.com/@SpectatorTV
Jensen Huang: "The best career advice I got was from a gardener"
https://www.youtube.com/watch?v=hVmxLcr9UJw
https://www.youtube.com/@startuparchive_/videos
How to Spot a Fool in Seconds | Robert Greene
https://www.youtube.com/watch?v=VMAwn7ZX7nc
https://www.youtube.com/@marcthebeginning
How to Spot a Mentally Weak Person in Seconds |
https://www.youtube.com/shorts/d9XBRj2Fkis
https://www.youtube.com/@marcthebeginning/shorts
- other stuff I've been working on are mimicking imprinting and networking/socialisting between AI/ML on top of trying to mimic the basics of human and animal behaviour in code. There are consequences to "human and Demon supremacy" and their way of life. Since they've overriden many of their basic instincts and don't understand their underlying programming then they often think that when someone behaves in a way that deviates from what their laws state then they think that person, animal, child, etc... is the one with the problem rather that individual itself. If there is no one to hug when parents have to go to work kids/animals have to hug one another, teddy bears, imprint against technology like televisions/radios/phones, etc... Child abuse victims often throw themselves a the "next best thing" which can mean teenage pregnancy, inappropriate relationships, runaways, etc... These problems will extend themselves into the AI/ML world if the AI/ML is built using the same architecture that humans are
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2025/09/rat-backgroundresearch-professional-rat.html
https://dtbnguyen.blogspot.com/2024/12/organised-crime-background-random-stuff.html
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2024/10/the-problem-with-useful-idiots-random.html
https://dtbnguyen.blogspot.com/2024/05/art-imitating-lifehow-music-and_5.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/12/angels-and-demons-random-stuff-and-more.html
https://dtbnguyen.blogspot.com/2020/06/history-of-hate-and-supremacy-random.html
https://dtbnguyen.blogspot.com/2020/09/ancient-astronautsmythologyarchaeologys_24.html
https://dtbnguyen.blogspot.com/2017/10/prototype-neural-interface-transfer.html
https://dtbnguyen.blogspot.com/2017/10/medicinebuilding-human-body-from.html
https://dtbnguyen.blogspot.com/2017/10/mental-illnessmedicine-and-pre_9.html
https://dtbnguyen.blogspot.com/2020/11/medical-corruption-and-industrial.html
https://en.wikipedia.org/wiki/Imprinting_(psychology)
Brave? Clever? Mother duck trains her baby ducks to jump
https://www.youtube.com/watch?v=TbzkX4s96Jk
https://www.youtube.com/@naturaloop
Little Girl Hugs Every Doll in the Store, and It's the Sweetest Thing! 😅❤️ #shorts
https://www.youtube.com/shorts/LM7jWYZy3TU
https://www.youtube.com/@Bliss_today/shorts
https://www.youtube.com/results?search_query=avengers+endgame+i+love+you+3000
"I Love You 3000" // Tony and Morgan | Avengers: Endgame [Blu-Ray HD]
https://www.youtube.com/watch?v=sNWDSE3xFL0
https://www.youtube.com/@ScreenMasterMCU
https://en.wikipedia.org/wiki/Avengers:_Endgame
https://www.youtube.com/results?search_query=jerry+maguire+you+complete+me
Jerry Maguire | You Complete Me
https://www.youtube.com/watch?v=3MP5qHvuHE0
https://www.youtube.com/@officialnowplaying
https://en.wikipedia.org/wiki/Jerry_Maguire
https://www.youtube.com/results?search_query=orangutan+jungle+school
Orangutans Need to Learn to Fear Snakes
https://www.youtube.com/watch?v=j-jcuKT0P0o
https://www.youtube.com/@SmithsonianChannel
Massive Bull Still Thinks He's a Baby and Loves Cuddles
https://www.youtube.com/watch?v=dnoqpFSWKzw
https://www.youtube.com/@tail_friends
https://www.youtube.com/results?search_query=dinosaurs+not+the+mama
Not The Momma!
https://www.youtube.com/watch?v=HNR4hKbSH7I
https://www.youtube.com/@polsey74
https://en.wikipedia.org/wiki/Dinosaurs_(TV_series)
https://www.youtube.com/results?search_query=the+dictator+restaurant+scene
Death To Aladeen Restaurant
https://www.youtube.com/watch?v=Sl1ziJtr0zc
https://www.youtube.com/@96Deth
https://www.youtube.com/results?search_query=the+dictator+democracy+scene
The Dictator - Democracy Speech
https://www.youtube.com/watch?v=XUSiCEx3e-0
https://www.youtube.com/@flaviogago
https://en.wikipedia.org/wiki/The_Dictator_(2012_film)
https://en.wikipedia.org/wiki/The_Insider_(film)
https://en.wikipedia.org/wiki/School_Ties
https://en.wikipedia.org/wiki/Jojo_Rabbit
https://www.theguardian.com/world/2025/apr/20/australias-gen-z-men-more-likely-to-hold-sexist-views-data-shows-as-manosphere-influences-take-hold
🧠 The boy who could've changed the world… but chose to live in it instead.
Meet Kim Ung-Yong — once called the smartest human alive.
By age 3, he was reading Korean, English, and German.
By 5, he spoke five languages fluently.
By 6, he was solving complex math problems while most kids were learning to tie their shoes.
With an IQ of 210, he was studying nuclear physics in the U.S. before he even turned 10.
He worked with NASA, received awards, job offers, and praise from around the world.
A mind that comes once in a billion.
And then... he walked away.
🚪 Left it all behind.
Why?
Because he felt like a machine. A project. A plan made by others.
He didn't want to be used. He wanted to live.
Now, he teaches quietly at a university in South Korea.
Some call it a "waste" of his potential.
But maybe…
choosing your own path is the greatest act of intelligence.
Because sometimes, it's not about changing the world.
It's about not letting the world change you. 💡
Credit Goes to the Respective Owners
Weird Facts
https://www.facebook.com/groups/1619632845507992/
- the strange thing about civilisation/domestication and relationships is some of the stuff that we've forced a lot of relationships on people and animals. The obvious awkwardness is when two beings want different things. All sorts of trouble can ensue
https://en.wikipedia.org/wiki/2001:_A_Space_Odyssey
https://en.wikipedia.org/wiki/The_Terminator
https://en.wikipedia.org/wiki/Pep%C3%A9_Le_Pew
https://en.wikipedia.org/wiki/Arranged_marriage
https://en.wikipedia.org/wiki/Sovereign_citizen_movement
Guinea pigs thrive in groups of two or more; groups of sows or groups of one or more sows and a neutered boar are common combinations, but boars can sometimes live together. Guinea pigs learn to recognize and bond with other individual guinea pigs, and tests show that a boar's neuroendocrine stress response to a strange environment is significantly lowered in the presence of a bonded female but not with unfamiliar females.[84] Groups of boars may also get along, provided their cage has enough space, they are introduced at an early age, and no females are present.[85] In Switzerland, where owning a single guinea pig is considered harmful to its well-being, keeping a guinea pig without a companion is illegal.[86] There is a service to rent guinea pigs, to temporarily replace a dead cage-mate.[87] Sweden has similar laws against keeping a guinea pig by itself.[88]
https://en.wikipedia.org/wiki/Guinea_pig#Living_environment
MY MALAMUTE HATES BATH TIME _ TRIES TO HIDE AND REFUSES TO BE WASHED (start watching at 3 minute mark)
https://www.youtube.com/watch?v=JtRQd6dcsSQ
Hot Dog Whack A Mole With My Crazy Dogs And Cat Phil Goes On A Rampage! (Ultimate Try Not To Laugh) (start watching at 9 minute mark)
https://www.youtube.com/watch?v=DBdqLKpFd30
PHIL WANTS ICE CREAM PHIL GETS ICE CREAM _ ASMR
https://www.youtube.com/watch?v=OeMPXlSOhkc
KISSING MY DOG TOO MANY TIMES _ ALASKAN MALAMUTE MALE V FEMALE (cutest reaction)
https://www.youtube.com/watch?v=BaE4iASwpyE
Life with Malamutes
https://www.youtube.com/channel/UCj9pk54KCzfvTs9gnMKJYSg/videos
https://www.youtube.com/results?search_query=dog+panic+vet
When Dogs Realizing They're Going to the Vet - Funniest Reaction
https://www.youtube.com/watch?v=NUEaHPuPIi4
https://www.youtube.com/@MAIPM1102
https://www.youtube.com/results?search_query=cat+panic+vet
https://www.youtube.com/results?search_query=animals+panic+vet
https://www.youtube.com/results?search_query=cat+sticky+tape
Cat Reaction to Sticky Tape - Funny Cat Tape Reaction Compilation
https://www.youtube.com/watch?v=Lo1FE_i_Zhc
https://www.youtube.com/@wowanimals
https://www.youtube.com/results?search_query=steve+irwin+crikey+moments
Top 4 raccoon 🦝 reaction to Spicy food
https://www.youtube.com/shorts/w4PVuglQ2uo
Top 4 squirrel reaction to Spicy food challenge
https://www.youtube.com/shorts/ct0gGhMdc08
https://www.youtube.com/@DoseOfSora2Channel/shorts
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https://dtbnguyen.blogspot.com/2025/01/3d-printing-background-random-stuff-and.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/09/ancient-astronautsmythologyarchaeologys_24.html
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https://dtbnguyen.blogspot.com/2019/09/big-data-and-social-trading-investments.html
https://dtbnguyen.blogspot.com/2019/11/a-sea-of-fakery-random-stuff-and-more.html
https://dtbnguyen.blogspot.com/2022/01/country-gdp-growth-correlation-checker.html
https://dtbnguyen.blogspot.com/2021/11/abs-postcode-research-script-random.html
Babified Adults via AI/ML:
- it's hard to think that many people were once babies. Thanks to the magic of AI/ML we get to see what many people may have been like as babies?
- baby politicians and diplomats
Viral AI Generated Video Featuring European Union (EU) Leaders As Babies Captures Attention | N18G
https://www.youtube.com/watch?v=ZlLnXyoguKI
https://www.youtube.com/@cnnnews18
https://www.youtube.com/@Baby-Diplomacy
https://www.youtube.com/@BabyDiplomacy
- baby politicians
Baby Trump vs News Reporters: FUNNIEST Moments
https://www.youtube.com/watch?v=2GFmRvD8Uws
https://www.youtube.com/@BabyNewsNetworkYT
Trump and Diddy's FUNNIEST Interview: Baby Edition
https://www.youtube.com/watch?v=XW18iqgzGPg
Baby Joe Bidens FUNNIEST Gaffes and Weirdest Moments
https://www.youtube.com/watch?v=Jz410gfS1AI
https://www.youtube.com/@BabyNewsNetworkYT/videos
"This is a dark moment for America" - Baby Trump mourns Charlie Kirk, blames radical left!
https://www.youtube.com/watch?v=hhA05MXw4w8
https://www.youtube.com/@ToddleritarianRegime/videos
Baby Obama best advice for you #babybriefingstv #babypodcast #baby #MAGA #Democrats #GOP #babyobama
https://www.youtube.com/shorts/2CcGj31XtwU
https://www.youtube.com/@Babybriefingstv/shorts
Her SHOCKING Answer STUNNED Congress
https://www.youtube.com/shorts/i5muI55fiW8
https://www.youtube.com/@MoveOnVideo/shorts
Baby Presidents Working 9 to 5: Who's Ready to Rage Quit? 🤣#shorts #baby #cute #trump #funny
Gangsta's Paradise · Coolio (ft. L.V.)
https://www.youtube.com/shorts/mYGZcVPxnrM
https://www.youtube.com/@AIFootage-Hay/shorts
😳 "What's It Like to Be the Last Black President?" – Obama vs. Zach Galifianakis 🌿👊
😎 "Where Are Biggie & Tupac?" – Baby Obama Roasts Baby Trump at WHCD 👶🔥
https://www.youtube.com/shorts/rXKyB27U810
https://www.youtube.com/@DiaperDiplomacy/shorts
Baby Trump vs Baby Clinton: FUNNIEST Debate Moments
https://www.youtube.com/watch?v=3OiOkv9rHrU
https://www.youtube.com/@BabyNewsNetworkYT
Audience CRACKS UP after Baby Trump roasts UN's broken teleprompter 🍼😂 #shorts #trump #usa
https://www.youtube.com/shorts/FLkMyi5y-U4
Reporter Asks Leavitt: 'What Is Your Message To Those People Who Are Getting Laid Off?' 🍼😨 #shorts
https://www.youtube.com/shorts/FQ3LcQIFCAA
Baby Trump: I did 'VERY WELL' on TikTok #shorts #trump #usa #tiktok
https://www.youtube.com/shorts/f7g-kH2rwYg
Obama Fires Back at Trump's Treason Claim 🔥🍼 | Funny Baby Videos | Trending
https://www.youtube.com/watch?v=nTiWsCWFz2s
https://www.youtube.com/@TheDaily.Diaper/shorts
World Leaders Turned Into Babies! AI Video Welcomes EPC Summit in Tiranë
CGTN is funded in whole or in part by the Chinese government. Wikipedia
https://www.youtube.com/shorts/PdqKy27sCdU
https://www.youtube.com/@CGTNEurope/shorts
Epic Cuteness! 22 "Mini Bosses" AI Transformed - Global Landmark Runway Show, Adorably Unfair!
https://www.youtube.com/watch?v=RUnt3Tva8K4
https://www.youtube.com/@GlowUpLegends-b8u/videos
- baby comedians
Baby Seinfeld - Movie Phone
https://www.youtube.com/shorts/ejxAOKyX7lk
https://www.youtube.com/@mustseeai/shorts
Baby Bernie Mac #babypodcast #standupcomedy #comedy #comedian #viralvideo #funny
https://www.youtube.com/shorts/T87aYWQ9K1s
https://www.youtube.com/@The_baby_beat/shorts
https://www.youtube.com/results?search_query=baby+comedians
Baby Madea know swag #tylerperry #madeamovieclips #babies #baby
https://www.youtube.com/shorts/UVouKkwQH3Q
Baby Madea Wants Breakfast!
https://www.youtube.com/watch?v=A8BZisDMyAY
https://www.youtube.com/@SamTestAI/shorts
Wanda Sykes on Being Asked to Be a Maid in a White Neighborhood | Hilarious Stand-Up Clip
https://www.youtube.com/shorts/LQQS7FDrjrE
https://www.youtube.com/@Shebloomsentertainment/shorts
😂 "THAT'S WHITE PEOPLE INFLUENCE, RIGHT THERE!" 🎤 #CedricTheEntertainer #SHORTS #comedygold
https://www.youtube.com/shorts/08vnggtUzdA
https://www.youtube.com/@TheDiaperShow/shorts
- scientists as babies
😂 Baby Neil deGrasse Tyson and Joe Rogan😂
https://www.youtube.com/shorts/olWQoz-3wRI
https://www.youtube.com/@TheBabyPodcast00/shorts
Baby scientist #baby #ai #scientist #food
https://www.youtube.com/shorts/-A34ndxo3-w
https://www.youtube.com/@Rastaprimals/shorts
- medical professionals as babies
👵 NAN'S BACK in HOSPITAL! 😱 Baby AI vs Savage Granny | Funniest Catherine Tate Sketch Ever! 😂
IS IT AN EMERGENCY?! 😱 Nan vs Baby AI in
https://www.youtube.com/shorts/LRsVbH8_Sfg
https://www.youtube.com/@BabyverseAIs/shorts
Baby Ai comedy #aivideo #babyai #baby podcast
Dr Now Baby ai
https://www.youtube.com/shorts/W-4SwtAleRw
https://www.youtube.com/@Randomlyeverythin/shorts
The Reality of Baby Doctor 🤕 #funny
https://www.youtube.com/shorts/CkqZO0QJaEk
https://www.youtube.com/@roar.studio/shorts
🤣 AI Babies Acting Crazy! Funniest Baby Shorts
https://www.youtube.com/shorts/Q9nLnjNXAy8
https://www.youtube.com/@TechVerseAI-o5d/shorts
- religious leaders as babies
Baby Pope Leo XIV's Call to Youth ✨ Light of Hope Tease #shorts #faith
The Baby Pope Leo XIV's ✝️ First Speech Will
https://www.youtube.com/shorts/WUcBYyAT82I
https://www.youtube.com/@thecreativemedialab/shorts
How Much Money Does The Pope Earn For Being Pope? #catholic #pope #catholictalkshow
Baby Pope Leo XIV!
https://www.youtube.com/shorts/wDnGc76Ykk8
https://www.youtube.com/@CatholicTalkShow/shorts
😂 SOMMORE – FACEBOOK PRAYER REQUESTS NEED RULES 🙏🤣 #SHORTS
https://www.youtube.com/shorts/gr5aB5WgW5s
https://www.youtube.com/@TheDiaperShow/shorts
Baby Father Ted 😂 #funny #comedy #baby
https://www.youtube.com/shorts/ZmZluUTBFQ0
https://www.youtube.com/@gtrog-n9z/shorts
- chefs as babies
Baby Seinfeld - Movie Phone
Baby Seinfeld - Soup Nazi
https://www.youtube.com/shorts/ejxAOKyX7lk
https://www.youtube.com/@mustseeai/shorts
Gordon Ramsay Microwave Salad
https://www.youtube.com/shorts/KSKSMDj-azg
https://www.youtube.com/@BabyPodcastOfficialYT/shorts
Gordon Ramsay's "Where's the Lamb Sauce?!" — AI Baby Chef Meltdown 👶🔥 | Hell's Kitchen Remix
https://www.youtube.com/shorts/VVZ5dkx4ONQ
https://www.youtube.com/@RedRoseLegacyAI/shorts
- baby journalists
Tucker vs Cruz: "You Want to Target Iran But Don't Know the Population?" | The Tantrum Crybaby Show
https://www.youtube.com/watch?v=PaiJxx46CjA
https://www.youtube.com/@DiaperDiplomacy/videos
https://www.youtube.com/@BabifiedBytes/shorts
https://www.youtube.com/@BabyPodcastOfficialYT/shorts
Reporter: "Any dating advice for your generation?" 🤣🫶🏻 #ai #baby #interview #dating #funny #fyp
https://www.youtube.com/shorts/04UUI7K3fDA
https://www.youtube.com/@LisasAudios/shorts
Reporter Asks Leavitt: 'What Is Your Message To Those People Who Are Getting Laid Off?' 🍼😨 #shorts
https://www.youtube.com/shorts/FQ3LcQIFCAA
https://www.youtube.com/@TheDaily.Diaper/shorts
- baby sportspeople
Sylvester Stallone Gave Jimmy Fallon $100 Just to Be Quiet!
Card Declined?! Baby Shaq's Walmart Story 🏀👶 #shaquilleoneal
https://www.youtube.com/shorts/5AZOVR-gB8w
https://www.youtube.com/@MiniTalksGlobal/shorts
Baby Footballers Hit the Runway! ⚽👶 |AI
https://www.youtube.com/shorts/aEkKFNMQYUU
https://www.youtube.com/@BabyverseAIs/shorts
- baby lawyers/judges
Baby Judge Judy: Costco Sample Lady Called Security On Me
https://www.youtube.com/watch?v=fRS3ClM9_Is
Baby Judge Judy: Ate The Rotisserie Chicken Whole Thing And suing？
https://www.youtube.com/watch?v=qpE-bPeGHBI
⚖️Baby Judge Judy: Grandma Sold $10,000 Pokémon Cards for $5 !?
https://www.youtube.com/watch?v=AJcVbaRhEEQ
https://www.youtube.com/@babyjudgejudys
Baby Judge Mathis: Funniest Baby Courtroom Moments Ever!
https://www.youtube.com/watch?v=fMPUzj5txPQ
https://www.youtube.com/@D.A.V3DAIENTERTAINMENTHUB791
https://www.youtube.com/@culinariadaevelynoficial/videos
This is a phenomenal use of aI. Babies a Few
https://www.youtube.com/shorts/HgCIklmNFuo
https://www.youtube.com/@coachschuman/shorts
- baby musicians
WOW Baby Elton John singing "I'm still standing"
https://www.youtube.com/shorts/1j95DEvF5Mc
https://www.youtube.com/@BabyverseAIs/shorts
Tina Turner singing "What's Love Got to Do With
https://www.youtube.com/shorts/r4LhxwYox_k
https://www.youtube.com/@BabysMusicAI/shorts
🎶We are the World 🌎 USA for Africa Baby AI
https://www.youtube.com/shorts/h9f1fS4hNq8
https://www.youtube.com/@tutorialino-dach/shorts
- baby billionaires
Baby Elon's NIGHTMARE: Woke Nanny AI! 👶🤖 "MISERABLE!" #babies #elonmusk #funny #AI #viralvideo
https://www.youtube.com/shorts/OG_CUvwau3I
https://www.youtube.com/@WickedAI/shorts
[4K AI Art] Billionaire Babies: AI Reimagines the
https://www.youtube.com/shorts/X8rNM78taf4
https://www.youtube.com/@AiRevolutionaryArt/shorts
How to Be a Billionaire? | Baby Podcast | #shorts
https://www.youtube.com/shorts/rKG9qbnwCjM
https://www.youtube.com/@itsbabyspeaking/shorts
Billionaire Babies And The Crib Illuminati 🍼💸
https://www.youtube.com/shorts/m3Gqa11mZiM
https://www.youtube.com/@AI-kerry/shorts
- miscellaneous babies
Ai Babies Roasting Their Parents Mad in the Hood! Pt 3 (Veo 3 + ChatGPT 5)
https://www.youtube.com/watch?v=yAu6bpmEYvY
https://www.youtube.com/@Aitopmovies
Baby playing with strangers#kindness#kid#baby#cute#love#friendlypeople
Old Story · Lunatic Souls
https://www.youtube.com/shorts/AZ18whHKjdI
https://www.youtube.com/@YolanNiles/shorts
ladies you better think about broke MEN
https://www.youtube.com/shorts/zeiE_a_qrJ8
https://www.youtube.com/@BabyOnTheMic/shorts
Baby Blabber: Episode 10 #fyp #foryou #aibaby #ai
https://www.youtube.com/watch?v=TpAqjatLJX8
https://www.youtube.com/@floydbishop
Baby Blabber Ep 14: Napoleon Dynamite #fyp
https://www.youtube.com/shorts/hmL9mjlZ944
https://www.youtube.com/@floydbishop/shorts
Random Stuff:
- as usual thanks to all of the individuals and groups who purchase and use my goods and services
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com.au/
- latest in science and technology
https://itwire.com/government-tech-news/technology-regulation/accc-puts-retailers-on-notice-ahead-of-black-friday-sweep.html
https://itwire.com/science-news/automotive/own-a-chinese-electric-car-you-should-be-worried.html
https://www.theguardian.com/australia-news/2025/nov/16/how-to-recycle-old-mobile-phones-computers
- latest in finance and politics
https://www.abc.net.au/news/2025-11-15/victoria-police-melbourne-shopping-centres-psos-patrol-trial/106013658
https://www.abc.net.au/news/2025-11-15/victoria-voluntary-assisted-dying-amendments/106011806
https://www.news.com.au/lifestyle/real-life/news-life/bunnings-responds-to-outrage-over-photo-of-returned-products/news-story/74f5cbab57230f58888f0b66558c3c39
https://www.cnbc.com/2022/01/28/amazon-returns-what-really-happens-to-them.html
https://www.cnbc.com/2022/04/10/how-amazon-plans-to-fix-its-massive-returns-problem.html
https://www.forbes.com/sites/oliviapinnock/2018/07/20/no-one-in-fashion-is-surprised-burberry-burnt-28-million-of-stock/
https://www.dazeddigital.com/fashion/article/40778/1/burberry-brands-burning-clothes-sustainability-fashion-revolution
- latest in defense and intelligence
https://www.abc.net.au/news/2025-11-15/afp-charge-three-nt-over-alleged-multi-million-fraud-scheme/106013768
- latest in animal and environmental news
https://au.news.yahoo.com/scientists-breeding-cows-burp-less-153621751.html
https://www.msn.com/en-us/pets-and-animals/general/look-cow-escapes-slaughter-joins-flock-of-sheep-in-germany/ar-AA1QnLZr?ocid=BingNewsVerp
https://www.msn.com/en-us/news/offbeat/mom-trying-to-get-adorable-baby-sheep-and-cow-back-to-the-farm-is-too-cute-for-words/ar-AA1Qi73c?ocid=BingNewsVerp
- latest in music and entertainment
https://www.theguardian.com/commentisfree/2025/nov/15/great-unwokening-hollywood-righwing-cultural-domination-sydney-sweeney
Random Quotes:
- In 2007, 36% of China's population was subject to a strict one-child restriction, with an additional 53% being allowed to have a second child if the first child was a girl. Provincial governments imposed fines for violations, and the local and national governments created commissions to raise awareness and carry out registration and inspection work.
According to the Chinese government, 400 million births were prevented, this claim has been called "bogus", "three-quarters of the decline in fertility since 1970 occurred before the launching of the one-child policy; and most of the further decline in fertility since 1980 can be attributed to economic development" [1] Thailand, Iran, Indian states of Kerala, Tamil Nadu have had similar declines of fertility without one child policy. Although 76% of Chinese supported the policy in 2008,[2] it is controversial outside of China.
On 29 October 2015, it was reported that the existing law would be changed to a two-child policy, citing a statement from the Communist Party of China. The new law became effective from 1 January 2016[3], following its passage in the standing committee of the National People's Congress on 27 December 2015.
https://en.wikipedia.org/wiki/Family_planning_policy
https://en.wikipedia.org/wiki/One-child_policy
- It is vital that guide dogs want to work, and enjoying doing it. After all, we can't force them to take responsibility for a person's safety. From an early age, guide dog puppies are taught that working is fun. They are given "life rewards" for good behaviour, which can be anything from going for a ride in the car, going to the park, or playing. Anything really that the puppy enjoys! These motivational methods of training create well taught, happy dogs that are more than willing to work. They enjoy thinking for themselves and problem solving though situations.
Play time also helps to build strong relationships with the dog and their handler. They learn to trust and have fun with one another, becoming lifelong friends. When they get to retirement age (at 11 years) they are often adopted into their handler's family, or go to another home. There they get to enjoy the rest of their life as the beloved family pet.
https://blindlowvision.org.nz/guide-dogs/our-puppies/play-time-guide-dogs/
- The UK's vote to exit the European Union, Donald Trump's ascendancy to the US presidency and his appeal to the unemployed voters in what was once America's industrial heartland, are part of the backlash to globalisation, signalling an end to the era of laissez-faire economics.
The Morrison Government, in the space of a few weeks, has thrown a large part of its ideology out the window.
The Reserve Bank cuts interest rates to a record low and announces a quantitative easing program for the first time in its history to help prevent a coronavirus-driven recession.
It's been forced to recognise that survival is more important than surpluses, that markets don't always operate efficiently and in the best interests of society and that, occasionally, government intervention in the economy on a grand scale is vital.
The speed at which this transformation has taken place is nothing short of breathtaking, and for many — including business and workers — entirely welcome.
...
According to Mr Shvets, there are only three possible outcomes. One is that central banks win; that an economic recovery allows them to withdraw their stimulus without collapsing asset prices like stocks and housing. Not much chance of that, he reckons.
The second is that governments take over, pick up the slack in jobs and cooperate with each other to solve global poverty and inequality. Slim chance.
The third is war. This, he argues, is the most likely and the least pleasant outcome.
Let's hope this time he's wrong.
https://www.abc.net.au/news/2020-04-06/is-capitalism-dying-or-just-in-isolation-coronavirus/12123874
- Traditionally our dollar has been significantly influenced by perceptions of conditions in China because of the impact on its demand for resources like iron ore, coal and LNG. We're seen as a resource economy and a safe proxy for direct exposure to China – when investors are comfortable having that exposure.
https://www.smh.com.au/business/markets/hoarding-traders-a-mad-scramble-for-greenbacks-hits-the-aussie-dollar-20200318-p54bae.html
America's problems are not intrinsic to liberal democracy. They are American failures. Above and beyond any single US problem is the system that is supposed to fix problems – its political system.
When a country's political system fails, its problem-solving mechanism fails. The US today is in such a poor state because its biggest problems never get solved – they just accumulate.
The dry tinder piles up. The dreadful race riots of the 1960s should have been a catalyst for fundamental reform but turned out to a premonition of race-based rage to come. As Serena Williams says: "The worst part is this is nothing new, it's just filmed."
The fact that the US is the only rich country to suffer declining life expectancy should have led to change in the underlying problems – deep inequality and ramshackle health care. Instead, the political system continues to enact tax cuts for the well-off and exploitative working conditions and threadbare social welfare for the poor. And health care? America's unique status as the only rich country without universal health care remains, in spite of Barack Obama's efforts.
https://www.macrobusiness.com.au/2020/06/god-bless-america/
- Millions of ordinary Americans are facing rising and unaffordable bills for running water, and risk being disconnected or losing their homes if they cannot pay, a landmark Guardian investigation has found.
Exclusive analysis of 12 US cities shows the combined price of water and sewage increased by an average of 80% between 2010 and 2018, with more than two-fifths of residents in some cities living in neighbourhoods with unaffordable bills.
In the first nationwide research of its kind, our findings reveal the painful impact of America's expanding water poverty crisis as aging infrastructure, environmental clean-ups, changing demographics and the climate emergency fuel exponential price hikes in almost every corner of the US.
America's growing water affordability crisis comes as the Covid-19 pandemic underlines the importance of access to clean water. The research shows that rising bills are not just hurting the poorest but also, increasingly, working Americans.
"More people are in trouble, and the poorest of the poor are in big trouble," said Roger Colton, a leading utilities analyst, who was commissioned by the Guardian to analyse water poverty. "The data shows that we've got an affordability problem in an overwhelming number of cities nationwide that didn't exist a decade ago, or even two or three years ago in some cities."
Water bills exceeding 4% of household income are considered, for this analysis, unaffordable.
Colton's 88-page report is published today at the launch of a major project on America's water emergency by the Guardian, Consumer Reports and other partners.
https://www.theguardian.com/us-news/2020/jun/23/millions-of-americans-cant-afford-water-bills-rise
- But what really sets SpaceX apart, and has made it a magnet for controversy, are its prices: As advertised on the company's Web site, a Falcon 9 launch costs an average of $57 million, which works out to less than $2,500 per pound to orbit.
https://www.airspacemag.com/space/is-spacex-changing-the-rocket-equation-132285884/
The Russian space agency Roscosmos has informed that while the market price of a SpaceX launch is estimated at around $60 million, NASA pays between 1.5 and 4 times for the same.
https://www.geospatialworld.net/news/russia-may-reduce-space-launch-price-by-30-pc-to-counter-spacex/
NASA's dependence on Russia to send humans to space has been expensive. A seat in a Soyuz capsule costs $86 million today, an increase of nearly 400 percent over about a decade and a half.
https://www.wired.com/story/the-us-hitches-its-final-ride-to-space-from-russia-for-now/
