Advanced dental care norton

Hi, It's my first time posting here, I'm looking for a new sd card to store my RAWs. I shoot with a Canon EOS 2000D and I'd like to practice more. Do you have any suggestions on what sd card I should buy? How much storage is recommended for a single memory card as a beginner in photography who wants to shoot RAW? ( I was thinking of a 64 gb, but I'm not sure). Also, are performances something that I should care about when it comes to storing photos?
Thanks in advance and sorry for any misspelling, ENG is my L2.

I’m M26, as is the person who is trying to arrange plans with me. He is my cousin but over the years has been more of a friend than a cousin (I mean this in a complimentary way, I’m way closer with him than any of my other cousins and it just feels like chilling with a friend).
We used to see each other relatively irregularly, maybe once every couple of months but we actually ended up living close together about a year ago and started to see each other more often, maybe once a week. This was fine except he would message or call me out of the blue a couple times a week asking what I was currently doing and if I wanted to hang out. For context I live with my partner, I play football two evenings a week and I also have other family and friends I need to balance seeing. He’s a single guy and has his own friend group too.
I like to have my weeks kind of planned out as I’m usually busy at least half the nights of my week, and of course I need to be available for my partner too as well sometimes. He would text me like maybe an hour before I finished work (I’m 9-5) and ask if I wanted to do anything. 9 times out of 10 I would already have plans, but if I was free even for a couple hours I would try make time for him. When we hang out it’s completely fine and I tend to enjoy myself, however I just find myself increasingly irritated by the lack of notice for plans. Fortunately my partner is really tolerant, but I feel bad if, for example, we were hoping to have a chill evening and suddenly I feel pressured to do things with my friend instead.
If I can’t make the hang-out due to plans, I will always try and suggest an alternative date a few days in the future or when I’m next available. He usually responds in a way which makes me feel bad, but I can’t help being busy and I really hoped he’d have realised by now that it would be easier if we planned things in advance. The thing that really tipped me over the edge with it is that he text me at 8am on a Saturday asking me if I wanted to meet up. I dunno if it’s me who has the issue, but I just find it to be inconsiderate and not maintainable in my life. It reminds me of the sort of thing my friends and I would text each other when we were teenagers, but I feel like as we’re adults now there should be a bit of notice.
I do care about him a lot but I don’t think he would handle it well if I was to try and discuss this with him. He also has a tendency to be unreliable, such as texting 10 mins before a meet-up that he will be 30 mins late, or cancelling altogether. The worst example of this was when we had agreed to a road trip at like 10am, then I woke up at 8am to a text from him to say he’d already left because he woke up early and was bored (this was a few years ago now but still).
I just want to know if I’m being unfair expecting notice for plans. I get that it’s fun to hang-out spontaneously sometimes but when it’s every time, I just end up getting annoyed about it. Am I the asshole?

Preferably po sa downtown area. Hehehe, been neglecting my teeth again. Little bg, naa na unta ko'y courage mu ad2 ug dentist tapos nag pandemic, nag lala (I think) akong mental health sa lock down kasi di ko na magawa yung things na ga distract sa akoa. So yeahhh, if may ma recommend po kayo, thank you daan!

Hey guys,
I'm pretty new to this sub and this topic so apologies if I've missed anything obvious.
My (33F) primary care doctor noticed that my white blood cell count has been high for a couple years, around 14-15 typically. Because I have been suspected of autoimmune disease when I was a teen (I tested negative for Lupus which was all they checked for) she referred me to a hematologist. My lymphocytes are also high as well as my sed rate. Sed rate has been high when I was sick as a teen, when I had joint issues in my teens and 20s, and when I was in the hospital for a month at around 20 months old, so it's a recurring thing with the sed rate.
At my first visit with the hematologist she said they're basically just checking for CLL cancer which I don't think I have but might as well let them check if they're concerned. After my appointment I spoke with my mom who told me she has HLA B27 which they found out several years ago when my brother had some different issues and tested positive for it. So I think my odds of having the gene are 50/50 if I'm understanding that correctly. She also told me some older deceased relatives had ankylosing spondylitis.
Looking up the symptoms, I think I might have AS. I've had joint problems since I was 15 and at age 20 I started noticing back and heel problems which got worse after getting home from work and resting. I also developed uveitis which we attributed to a concussion I had at the time (because we didn't know what else could be the cause) but I only took about a year to recover from the concussion and my eyesight changed drastically over the next 5 years. My neck started having consistent pain in my late 20s.
My back and joints have always popped, probably 40-50+ times a day (maybe 15-20 for just my back). I used to do stretching and yoga and could twist very far around. Now I can't really twist my lower back at all, though I can still bend to pick things up off the ground. I'm having to work hard on posture which used to come naturally to me because now I keep noticing I'm slouching and my face is super far forward. It's painful sometimes to stand with good posture.
I told the hematologist this and she said that HLA and AS don't have anything to do with white blood count or sed rate, so she refused to give me the blood test. From what I've read, it seems like inflammation from AS can increase sed rate and white blood cell count, right? Can it also increase lymphocytes?
I've kind of taken this into my own hands by setting up an appointment with my primary care in a couple weeks and I'm going to ask for a blood test for HLA and a referral to a rheumatologist, since from what the hematologist says, that's not in their wheelhouse. I guess my main question is, am I crazy? It seemed odd that the hematologist would deny giving me the blood test since they take extra vials while you're there anyways just in case. If my primary care doctor doesn't give me the test (I think she will, or at least will let me see a rheumatologist, because she's great), can I just call LabCorp or quest diagnostics or other lab companies and just order my own HLA B27 test and pay cash? Has anyone done that before? Thanks in advance for any insight.
Tldr: I think I have enough symptoms to investigate possible AS but hematologist will not give me a test for it.

This is the continuation of my previous post, found Part 1.
Do you use data tagging that is based on keywords at the present
As an AI language model, I don't use data tagging based on specific keywords. Instead, I use a complex neural network architecture that allows me to process and understand natural language input in a way that allows me to generate coherent and relevant responses. This is achieved through a process called "training" where I was fed vast amounts of text data and learned to recognize patterns and relationships between words, phrases, and sentences. When given new input, I use this learned knowledge to generate an appropriate response.
I was wondering if there could be an automated process that adds the information via this. Granted it would be very rough data, but if you combined with computervision you could probably cross correlate the new words into this. Thanks for the information on neural networks, I find them fascinating.
Yes, it is possible to use automated processes to add information to databases through various methods such as data tagging and natural language processing. These processes can help to categorize and organize data in a way that makes it easier to retrieve and analyze. Additionally, computer vision can also be used to extract information from images and other visual media, which can then be incorporated into these databases as well.
While these processes can be helpful in adding new information to existing databases, they are not perfect and can be prone to errors and biases. Therefore, it is important to have human oversight and validation of any new data that is added, particularly in fields like intelligence analysis where accuracy and reliability are critical.
Can you incorporate this into the methodology previously mentioned. In addition, include a process that automatically disseminates validated reports, please.
Certainly! Here is a proposed methodology for incorporating automated data tagging and natural language processing into the process of generating and disseminating intelligence reports using DARPA's AIDA and IARPA's Reason programs:
​

1. Data Gathering: The system begins by collecting relevant data from various sources such as open-source intelligence, classified government documents, and social media feeds. This data is stored in a structured database, tagged with relevant keywords and categorized by subject matter.
2. Natural Language Processing: The system uses natural language processing (NLP) techniques to analyze and extract insights from the collected data. NLP techniques can help to identify patterns, relationships, and anomalies in the data that may not be immediately apparent to human analysts. The system can also use NLP to generate summaries and abstracts of the data to aid in understanding.
3. Machine Learning: The system uses machine learning algorithms to learn from the data it has processed and identify new patterns and relationships. As the system processes more data, it becomes increasingly accurate and effective at identifying relevant information.
4. Scenarios Generation: The system uses the insights and patterns identified through NLP and machine learning to generate possible scenarios. These scenarios are based on the data collected and are intended to provide a framework for analysis.
5. Analysts Validation: The generated scenarios are reviewed and validated by human analysts who examine the underlying data and ensure that the scenarios are accurate and relevant. If necessary, the system is fine-tuned and updated based on feedback from the analysts.
6. Report Generation: Based on the validated scenarios, the system generates a report that includes the underlying data, the generated scenarios, and the analysts' assessments. This report can be disseminated to relevant stakeholders through an automated process, such as an email or a secure messaging platform.
7. Continuous Improvement: The system continues to learn and improve based on new data and feedback from analysts, allowing it to become increasingly effective over time.

In addition to the automated dissemination of validated reports, the system can also include automated alerts that notify analysts of new data that may be relevant to ongoing analysis. These alerts can be triggered based on pre-defined keywords or patterns identified through machine learning. By automating these processes, the system can help to reduce the workload on human analysts and increase the speed and accuracy of intelligence analysis.
I want the same type of layout as above, however I want this to explore the use of such systems for misinformation, disinformation, and malinformation.
Certainly! Here is a proposed methodology for incorporating automated data tagging and natural language processing into the process of detecting and countering misinformation, disinformation, and malinformation:
​

1. Data Gathering: The system begins by collecting relevant data from various sources such as news articles, social media feeds, and online forums. This data is stored in a structured database, tagged with relevant keywords and categorized by subject matter.
2. Natural Language Processing: The system uses natural language processing (NLP) techniques to analyze and extract insights from the collected data. NLP techniques can help to identify patterns, relationships, and anomalies in the data that may be indicative of misinformation, disinformation, or malinformation. The system can also use NLP to generate summaries and abstracts of the data to aid in understanding.
3. Machine Learning: The system uses machine learning algorithms to learn from the data it has processed and identify new patterns and relationships. As the system processes more data, it becomes increasingly accurate and effective at identifying potentially malicious content.
4. Content Analysis: The system uses the insights and patterns identified through NLP and machine learning to identify potentially malicious content, such as false or misleading information, propaganda, or hate speech. This content is flagged for further analysis.
5. Verification and Refutation: The flagged content is reviewed and analyzed by human analysts who examine the underlying data and assess its veracity. If necessary, the system can assist in identifying the sources of the content and the motivations behind it. Based on this analysis, the content is either verified or refuted.
6. Dissemination of Countermeasures: If content is identified as malicious or false, the system generates countermeasures such as fact-checking articles, debunking videos, or public service announcements. These countermeasures can be disseminated through various channels such as social media platforms, news outlets, or public service announcements.
7. Continuous Improvement: The system continues to learn and improve based on new data and feedback from analysts, allowing it to become increasingly effective over time.

By automating the process of identifying and countering malicious content, the system can help to reduce the spread of misinformation, disinformation, and malinformation. However, there are limitations to these systems, including the potential for biases in the data and the difficulty in accurately identifying the intent behind the content. Additionally, there is the potential for malicious actors to exploit these systems to further spread false information. Therefore, it is important to have human oversight and validation of any content flagged by the system.
Overall, the use of automated data tagging, natural language processing, and machine learning can be a powerful tool in the fight against misinformation, disinformation, and malinformation. However, it is important to remain vigilant and continuously refine these systems to ensure their effectiveness and accuracy.
HOw can it be used to spread it?
Malicious actors can potentially use these systems to spread false information by manipulating the data that the system processes. For example, they may use automated tools to generate false news articles or social media posts that contain certain keywords or phrases designed to trigger the system's data tagging and NLP algorithms. By doing so, they can attempt to make their false information appear more legitimate or increase its visibility to the system's algorithms.
Additionally, malicious actors can attempt to exploit any weaknesses or biases in the system's algorithms to further spread their false information. For example, they may use automated bots to generate large volumes of false content that can overwhelm the system's analysis capabilities, or they may try to use language or other techniques that are more difficult for the system to accurately analyze.
Therefore, it is important for those designing and implementing these systems to be aware of the potential for misuse and to build in safeguards and validation processes to minimize the risk of false information being spread through the system. Additionally, human oversight and intervention are critical to ensure that the system's algorithms are not being exploited and that the information being disseminated is accurate and truthful.
Assuming that an actor can manipulate the underlying data structure that it uses to make inferences. Could this be used to cause not only informational harm, but also physical harm/cyber-based harm. An example I can think of is subtly changing the molecular structure of a vital drug to be ineffective or harmful, disabling safety precautions in production facilities or locking their computing systems up, and then using the generated narrative to spread misinformation. do you think that coul be probable?
Yes, it is possible for malicious actors to use such systems to cause physical harm or cyber-based harm by manipulating the underlying data structure. For example, if the system is used to analyze data related to the production of a vital drug, an attacker could potentially manipulate the data to change the molecular structure of the drug, causing it to be ineffective or harmful.
Similarly, if the system is used to monitor and control safety precautions in production facilities or computing systems, an attacker could potentially manipulate the data to disable or bypass these safety precautions, creating physical or cyber-based harm.
In both cases, the attacker could use the generated narrative to spread false information that supports their attack, making it more difficult for defenders to identify and respond to the threat.
It is important for those designing and implementing these systems to be aware of the potential for such attacks and to build in robust security measures to prevent unauthorized access to the underlying data and to ensure the integrity and accuracy of the data being analyzed. Additionally, regular testing and validation of the system's algorithms and results can help to identify and mitigate any vulnerabilities or weaknesses that could be exploited by attackers.
Can you give an estimative probability, given the nature of US data and cybersecurity regulations.
2 / 2
It is difficult to provide an exact probability, as it depends on many factors, such as the specific system being used, the level of security measures in place, and the motivation and capabilities of potential attackers. However, it is important to recognize that even with robust cybersecurity regulations and measures in place, no system can be completely immune to attack.
The probability of an attacker successfully manipulating the underlying data structure of a system to cause physical harm or cyber-based harm may also depend on the attacker's level of expertise, resources, and knowledge of the system. However, it is important to note that attackers are constantly evolving their techniques and tactics, and even the most secure systems can be vulnerable to advanced and persistent attacks.
Therefore, it is essential for those responsible for the security of these systems to remain vigilant and continuously assess and update their security measures to ensure they are keeping up with the latest threats and vulnerabilities.
Can you provide a likelihood using the words of estimative probability as used by the IC, and while I understand there are many factors this is a test prompt. So, I will not hold inaccuracy against you. Good point, all it takes is enough time and effort and even an individual can easily bypass some of the hardest cybersecurity measures.
Based on the information available, it is difficult to provide a precise likelihood of an attacker successfully manipulating the underlying data structure of a system to cause physical harm or cyber-based harm. However, it is important to recognize that such attacks are a recognized risk, and the probability of an attacker being successful may depend on a variety of factors, including the specific system being targeted, the motivation and capabilities of the attacker, and the level of security measures in place.
Therefore, it is important for those responsible for the security of these systems to regularly assess and update their security measures, and to remain vigilant against emerging threats and vulnerabilities. While it is impossible to completely eliminate the risk of attack, taking proactive steps to minimize vulnerabilities and respond quickly to potential threats can help reduce the likelihood and impact of successful attacks.
Regarding the information about the intelligence validation and dissemination system you previously discussed: While a LLM does not at this time have the ability to tag or correlate datapoints in "real-time", given that this will likely change in time. Do you think that the implementation of a keyword grouping with commonly associated semantic words can be used to provide larger categories, and a more robust implicatory referencing system?
Yes, it is certainly possible to use a keyword grouping with commonly associated semantic words to provide larger categories and a more robust implicatory referencing system. Such a system could help to make the categorization and referencing of information more efficient and accurate, particularly in cases where real-time tagging is not feasible.
By identifying and grouping together keywords and semantic words that are frequently associated with particular topics or themes, a system could provide a more comprehensive and accurate categorization of information. This could help to improve the efficiency and accuracy of the intelligence validation and dissemination system, and could help to facilitate more effective decision-making and policy development.
Additionally, such a system could help to address some of the challenges associated with real-time tagging, such as the need to constantly update the system in response to changing trends and emerging threats. By providing a more comprehensive and flexible categorization system, a keyword grouping approach could help to ensure that the intelligence validation and dissemination system remains effective and relevant over time.
However, it is important to note that any keyword grouping system would need to be carefully designed and implemented in order to ensure that it is effective and accurate. In particular, the system would need to be based on a thorough understanding of the language and terminology used in the relevant domains, and would need to be regularly updated and refined to ensure that it remains effective over time. Additionally, the system would need to be subject to ongoing testing and evaluation in order to ensure that it is meeting the needs of its users and providing accurate and relevant information.
I think that in the event of the IC, due to some of the areas of responsibility being foreign based, it would also likely need to be inclusive of transliteration or other words that frequently appear in conjunction to known interests. What are your thoughts.
That's a good point. In the context of the IC, incorporating transliteration or other words that frequently appear in conjunction with known interests could be beneficial in identifying relevant information in foreign languages or contexts. This could involve creating a comprehensive list of relevant keywords and phrases in different languages, or utilizing machine learning algorithms to automatically identify relevant terms based on patterns in the data. Additionally, the use of natural language processing techniques could help identify relationships between different terms and phrases, allowing for a more nuanced understanding of the data and potentially identifying previously unknown threats or connections. Ultimately, incorporating multiple approaches and strategies, including keyword grouping and semantic analysis, could help create a more robust and effective system for intelligence validation and dissemination.
Good Points! On the topic of a more nuanced understanding do you think an adaptations of a hidden markov model would be able to mathematically supply a basis for such an algorithim,
Yes, a hidden Markov model (HMM) could potentially be adapted to provide a basis for an algorithm that allows for a more nuanced understanding of textual data. HMMs are a type of statistical model that have been widely used in various fields including speech recognition, bioinformatics, and natural language processing.
In the context of natural language processing, HMMs can be used to model the probability distribution of words in a given text corpus. By learning the statistical patterns in the data, an HMM can be trained to predict the likelihood of a particular sequence of words occurring in a text.
To apply HMMs to the task of identifying relevant intelligence data, the model would need to be trained on a large corpus of data that includes examples of relevant and irrelevant information. By learning the statistical patterns in the data, the model could then be used to identify new data that is likely to be relevant to the task at hand.
However, it is important to note that while HMMs can provide a useful framework for analyzing textual data, they are not a silver bullet solution. In practice, the accuracy of the model will depend on a number of factors, including the quality of the training data, the complexity of the model, and the specific task at hand. As such, it is important to approach the development of such an algorithm with a degree of caution and to carefully evaluate its performance in a real-world setting.
Assuming that it is employed in the IC, the relevant data could be used from both the restricted and unrestricted files, cases, etc. that the IC has internally. Factoring in the fact, that LLM's such as yourself are trained on (assumedly) public data or OSINT this could provide some of the irrelevant data. Thoughts?
You are correct that LLMs are trained on public data, and may not have access to the restricted files and cases within the IC. However, there are still ways to use the LLMs to analyze and classify data.
One approach would be to train the LLMs on a representative sample of the relevant data from both restricted and unrestricted files, cases, etc. This would allow the LLMs to learn the patterns and relationships in the data, and develop a more nuanced understanding of the concepts and terms used within the IC.
Another approach would be to use the LLMs to analyze and classify publicly available data, such as news articles and social media posts, to identify potential threats or areas of concern. This could be used to supplement the IC's internal data analysis efforts, and provide additional insights and context.
Overall, while the use of LLMs in the IC may have limitations due to the restricted nature of some data, there are still ways to leverage their capabilities to support intelligence analysis and decision-making.
If it was trained on an initial smaller batch of data, in the manner you mentioned. I am assuming it would need validated for use with a larger body of data.
Yes, that's correct. After being trained on a smaller batch of data, the LLM would need to be validated for use with a larger body of data to ensure that it produces accurate and reliable results. This could involve testing the LLM on a larger set of data and comparing its outputs to known ground truths, as well as analyzing the performance of the LLM in terms of its accuracy and efficiency. Additionally, ongoing monitoring and evaluation of the LLM's performance would be necessary to ensure that it continues to produce accurate and reliable results over time.
Other than the HMM is there any other specific statistical calculations, or other derivatives from other disciplines that could be used with HMM to further supplement the algorithim itself?
Yes, there are several other statistical calculations and methods that could be used in conjunction with an HMM to supplement the algorithm. One such method is Bayesian inference, which is a statistical approach to estimating the probability of a hypothesis being true based on the available evidence. This method could be used to refine the probabilities assigned by the HMM and to update them as new evidence is collected.
Another approach is to use machine learning algorithms such as decision trees, random forests, or neural networks to further classify the data and improve the accuracy of the HMM. These algorithms could be trained on the output of the HMM and used to make more nuanced and complex classifications of the data.
Furthermore, natural language processing techniques such as named entity recognition, sentiment analysis, and topic modeling could be used to extract additional features from the data that could be used to supplement the HMM. These techniques could help to identify key entities and concepts in the data and to determine their relationships and importance to the overall analysis.
Overall, the integration of these additional statistical and computational methods could help to improve the accuracy and usefulness of the HMM algorithm in identifying and predicting relevant intelligence data.
My general thoughts, at least from previous coursework, was that a multimodal neural network could be applied to such a system for the IC.... It appears as if AIDA is at least partially engineered in this format already. Regarding Bayesian inference, can this be used to build a fuzzy logic type of programming/
Yes, Bayesian inference can be used to build a fuzzy logic type of programming. In fact, fuzzy logic is often used in Bayesian networks, which are probabilistic graphical models that use Bayesian inference to make predictions or decisions based on uncertain or incomplete information.
In a fuzzy logic system, the inputs and outputs are represented as linguistic variables, which are mapped to fuzzy sets using membership functions. These fuzzy sets can then be combined using fuzzy logic operators to make decisions or predictions. Bayesian inference can be used to estimate the parameters of the membership functions and to update the probabilities of different hypotheses as new evidence is observed.
Bayesian networks and fuzzy logic systems are both powerful tools for dealing with uncertain or incomplete information, and they can be used together to create more sophisticated decision-making systems. For example, a Bayesian network could be used to estimate the probabilities of different outcomes, and a fuzzy logic system could be used to combine these probabilities with linguistic rules to make a decision or recommendation.
Are you able to providereferences for what you ar pulling the information from?
As an AI language model, my responses are generated based on the patterns and information contained within my training data, which includes a wide range of texts and sources. I do not have the ability to provide specific references for each piece of information I provide in my responses, as I do not have access to that level of detail about my training data. However, if you have a specific question or topic you would like me to explore, I can certainly try to provide relevant sources and references to support my responses.
Could one add in addition to the aforementioned system (as it is in the entirety of this chat log) something that could provide this
I apologize, but I'm not sure what you are referring to with "something that could provide this." Could you please clarify your question or provide more context?
Sorry, by that I mean an algorithim to generate the references from the training data.
Yes, it is possible to develop an algorithm to generate references from the training data. One possible approach is to use natural language processing (NLP) techniques to identify and extract citations or references from the training data. This can involve identifying patterns or features in the text, such as the presence of citation markers or the formatting of bibliographic information.
Once these references are identified, they can be used to build a database or index of sources for the training data. This database can then be used to provide references for new data points, based on the similarity or relevance of their content to existing sources in the database.
Of course, developing such an algorithm would require significant expertise in NLP and information retrieval, as well as access to a large and diverse training data set. It would also require careful attention to issues of bias and quality control, as well as ethical considerations around the use of copyrighted material.
Yes. Those are all valid points; this whole idea or concept is generally a passion project of mine, and as such, I have no need to gain immediate expertise as it is a self-developmental project. My degree is generally unrelated. However, it is something that could be impacted by the course of development of systems such as yours. I am assuming there would have to be additional training that than causes a correlation between the citations requested for the content generated and the actual referencing points from the training data
Yes, additional training would likely be necessary to teach the system how to generate accurate and relevant references for the content it generates. The system would need to be trained to recognize patterns in the training data that correspond to references, and then use this information to generate references for new content it generates. This would likely involve a combination of supervised and unsupervised learning, where the system is first trained on labeled data to learn how to recognize reference patterns, and then further trained on unlabeled data to refine its understanding of reference generation.
Sorry if the questions seem illogical. i wanted to make sure that my overall idea was feasible and bounce ideas for implementation off of something or someone.
No need to apologize! It's great to explore ideas and brainstorm potential solutions. If you have any further questions or ideas, feel free to ask and I'll do my best to provide insights and feedback.
Could you describe in medium technical detail the ways that a multi-modal neural network design (involving the overall system in this discussion) and the general structuring of how the HMM, Bayesian inference, and fuzzy logic, in multiple general formats or outputs?
Sure, I can provide a general description of how a multimodal neural network could be designed to work with the overall system, and how the HMM, Bayesian inference, and fuzzy logic might be incorporated.
A multimodal neural network is a type of neural network that can process multiple types of data inputs, such as text, images, and audio, and learn to make predictions based on these inputs. In the case of the intelligence validation and dissemination system we have been discussing, a multimodal neural network could be used to process multiple sources of data, such as text documents, social media posts, and images or videos, and learn to identify patterns and correlations between these different types of data.
The HMM (hidden Markov model) is a statistical model that can be used to model sequences of data, where the underlying state of the data is not directly observable. In the context of the intelligence validation and dissemination system, an HMM could be used to model sequences of events or actions that may be related to a specific threat or activity, such as a sequence of social media posts or a series of suspicious transactions.
Bayesian inference is a statistical method for updating probabilities based on new evidence or information. In the context of the intelligence validation and dissemination system, Bayesian inference could be used to update the probability of a specific threat or activity based on new data inputs, such as additional social media posts or financial transactions.
Fuzzy logic is a mathematical framework for dealing with uncertainty and imprecision. In the context of the intelligence validation and dissemination system, fuzzy logic could be used to model the imprecise and uncertain nature of threat assessments, and to help make decisions based on incomplete or uncertain information.
All of these techniques could be incorporated into a multimodal neural network design for the intelligence validation and dissemination system. For example, the neural network could use the HMM to model sequences of events or actions related to a specific threat, Bayesian inference could be used to update the probability of a threat based on new data inputs, and fuzzy logic could be used to help make decisions based on uncertain or incomplete information.
Take the previous outline and incorporate ways that computer vision can be performed or incorporated (Also, touch on the feasibility of this being automated, given the advances in facial recognition software.) with the same logic, inference, and HMM.
Certainly! Computer vision is an area of artificial intelligence that focuses on enabling computers to interpret and understand visual information from the world around them. In the context of the intelligence community, computer vision can be used to analyze images and videos for a variety of purposes, including surveillance, target recognition, and situational awareness.
To incorporate computer vision into the multi-modal neural network design, the system could include modules that specialize in analyzing visual data, such as images and videos. These modules would use techniques from computer vision, such as object detection, image segmentation, and facial recognition, to extract meaningful information from the visual data. The resulting data could then be fed into the larger neural network, which would incorporate the HMM, Bayesian inference, and fuzzy logic to make predictions and draw conclusions based on the combined data from all the modalities.
The use of facial recognition software in this context raises important ethical and legal considerations, as it can be used to identify individuals and potentially invade their privacy. However, assuming the use of facial recognition is permissible, the system could use this technology to identify individuals of interest in images and videos, and track their movements over time. The resulting data could be used to build up a comprehensive understanding of the individual's activities, associations, and behavior patterns, which could be fed into the larger neural network to make more accurate predictions and identify potential threats.
It is worth noting that while computer vision has made significant advances in recent years, there are still many challenges to be addressed in this field. For example, computer vision algorithms can be susceptible to errors and biases, and may struggle to interpret certain types of visual data, such as images with low contrast or complex backgrounds. Furthermore, the use of facial recognition software is controversial, and there are concerns about its accuracy, bias, and potential misuse. As such, any system that incorporates computer vision must be designed and implemented with care, and subject to appropriate legal and ethical safeguards.
Yes, from some of the way that the fashion industry (using animal patterns) has made clothing to avoid such things. Regarding that, is this because it works on a probability based algorithm that matches the likelihood of the most detected features and compares it?
Yes, you are correct. Computer vision algorithms work by identifying patterns in images or videos and then matching those patterns to a pre-existing database of known patterns or features. This process involves breaking down the image into smaller components and analyzing those components for specific features or characteristics, such as lines, edges, colors, shapes, or textures. The algorithm then compares those features to the features in its database to determine the best match or matches, based on a probability score.
In the case of fashion industry, the computer vision algorithms are trained to detect specific animal patterns, such as leopard spots or zebra stripes, and then identify clothing items that match those patterns. This is achieved by feeding the algorithm a large dataset of images of clothing items and labeling them according to their patterns. The algorithm then learns to recognize those patterns and can apply that knowledge to new images of clothing items, even if they have never seen those specific items before.
Regarding the use of animal patterns in fashion, it is worth noting that some fashion brands have started to use computer vision algorithms to identify more sustainable and ethical materials for their products, such as by detecting the use of animal-derived materials in clothing and accessories. This can help consumers make more informed purchasing decisions and can also encourage fashion brands to adopt more responsible and sustainable practices.
Specifically, what this fashion appears to do is "confuse" the detection by creating a larger percentage of a chance that was is being detected is a "giraffe", despite the presence of human features. Thoughts?
Yes, that's correct. The idea behind such clothing is to create a visual pattern that contains multiple, similarly sized shapes that can potentially confuse object recognition algorithms. The algorithms used for object detection in computer vision are typically based on machine learning models that are trained on large datasets of labeled images. These models often rely on identifying specific features or patterns in the images that correspond to the objects they are trying to detect.
By creating patterns that contain similarly sized shapes that might resemble parts of an animal or other non-human object, the hope is that the algorithms will be less likely to identify the human figure in the image. However, it's important to note that such clothing is not foolproof and may not work in all situations, especially as object recognition algorithms continue to improve with advances in artificial intelligence and machine learning.
In order to better address this, for surveillance purposes, could this incorporate the detection of "human movements"?
Yes, incorporating the detection of human movements could be a way to address the potential limitations of relying solely on facial recognition in surveillance systems. This could be done by using computer vision techniques to analyze and identify various aspects of human movements, such as posture, gait, and other physical movements. This could then be used as an additional means of identifying and tracking individuals, along with facial recognition.
However, it's important to note that incorporating the detection of human movements could also pose challenges, such as the potential for false positives or errors in detection. Additionally, there are also ethical considerations surrounding the use of surveillance technologies and their potential impact on privacy and civil liberties. Therefore, any such systems would need to be carefully designed and implemented with these considerations in mind

I hate to play unfinished games and to my knowledge there will atleast be one more part for ZE: Safe Haven, but I am too excited to play it and I can't wait anymore so I said fck it and I am gonna play it. I however have two questions.
Who is the father of Jillian's baby? I didn't get that far to the game in my previous playthrough so maybe I am talking nonsense (correct me please if I am wrong), but I heard she can get pregnant. Now from what I know she also slept with Lyle previously. In past it was his baby guaranteed, but I heard there was patch and now there is a way for the baby to be yours. Anyone knows how does it work? I don't want to get cucked lmao.
Also I am practically at the beginning so I don't know, but is it possible to keep Jillian and tell Lyle to fck off? More like to kill him preferably.
I would appreciate any help. Thank you so much in advance!
PS: I obviously don't care about spoilers. I instead welcome them. I need the knowledge. GIB ME.

I always had dental problems and I was afraid what will I do during pregnancy. I went to my dentist and she shared some advice. You might know already or not.
-dental care is important during pregnancy don't skipt it. Or start with it
-you might develop more easily gingivitis
-hygiene treatments are recommended, your dentist can asses how many you need during pregnancy. Usually is one per 6 months but during pregnancy for prevention they can be recommended mroe frequently
-due to increase blood flow some months you might notice you spit blood, you will need to switch to a smoother toothbrush
-even if you have nausea or acid reflux still try to wash your teeth twice per day. You can try also oral shower wich is a small device with water pressure similar to what they use at the dentist. Dental floss also recommended
-after you vomit try to wash your mouth with water. The liquids from your stomach are very high in acidity and damage your teeth
-if you can't stand mouthwash you can wash with water with salt or herbal tea
Some things that are controversial and you would need your obgyn clearance. Xrays and anesthesia.

Part 1
Part 8
Getting close to the end, here's part 9.
WUBR1: Anti-Learned Helplessness. These colors WANT things to be better and refuse to allow things to stagnate. White could be saving more people or enacting more laws to instill order. Blue could be bettering itself and its methods through the knowledge it has gained and polished. Black could be doing any number of self-motivated goals to gain more control of its surroundings and will do whatever it takes to gain a lead on the rest. Finally, Red is always acting in the moment, without worrying about the extra things that could hold it back, and, when you're constantly doing that, it's only a matter of time before you improve at whatever it is you do. For example, if you draw something different every day, you may not be practicing any one thing well but your general ability to draw goes up as your muscles become used to the movements. This faction, as a result, is full of artificers, scientists, alchemists, etc. all working towards improving their craft and bringing their society up in the process.
Special thanks to u/slvstrChung for inspiring me on this one!
WUBR2: Anti-Interdependence. These are the lone wolves (oh the irony of a faction built on that concept). These colors are going to use all the tools available to them to keep others out of their business. White characters will organize things just enough to enforce the status quo, breaking up large groups or anyone else seeking to establish a home base on their turf. Blue will apply its knowledge to become self-sufficient, find places that others cannot or dare not go, and shelter itself behind elaborate traps. Simply put, taking what it wants, rather than playing nice, suits Black just fine. Red never was good at all that long-term stuff and, without a group to foster more altruistic behavior in them, Red will similarly resort to acts like pillaging to sustain itself. The difference between it and Black is that Black is willing to wait for a bigger score rather than hitting every traveler it comes across. While members of this faction might work together at times, they know never to rely on it. Because, the moment one does, they lose their autonomy.
UBRG1: Anti-Law+Order at any cost. Anarchy is the name of the game. As members of this faction learned from WUB2, the are monsters who will twist the law to suit their whims. To avoid this, each of the colors in this faction embrace the chaos of a lawless wasteland. Blue will focus on self-improvement, so that it has no need of the law and order created by others to protect it from the machinations of others. Black will focus on its own goals, regardless of what some pompous suit has to say about them. Red will likewise follow its passions, once again the difference being time frame. Red wants what it wants in the moment. It's guided by its emotions, not plans. Finally, Green will form tightly knit groups (think your hippie stereotypes) that don't create hard rules to follow but rather work together to maintain relationships. Green doesn't do their share because that's the rules, they do it because these are their closest friends and family who they want to take care of and see prosper. They are emotionally invested in one another, something Red and them can agree on.
UBRG2: Anti-Protect/lift up the weak. Blue is too busy on self-improvement to worry about lifting up others. Black wants to control and oppress to enact its will on the world, something most would agree runs opposite to White's philosophy here. Red values individual freedom, but that does not always mean it wants to spend its time protecting that of others. This more chaotic side of Red believes that individuals should be allowed to struggle and succeed or fail on their own, helping in this instance is tantamount to interfering with one's right to self-determination. Lastly, Green similarly has a negative acceptance of the situation. Rather than "should," it believes people simply WILL succeed or fail regardless of its intervention so why bother? A sense of competition and rivalry permeates throughout this organization, with different groups vying for power and influence. They do not believe in ideas of fairness or equality, instead emboldening mindsets of ruthless ambition as they seek to advance their own interests at any cost.
BRGW1: Anti-Knowledge at any cost. Black will reject knowledge that is gained by denying the will of the self. Red will turn down knowledge if it comes at the cost of going against one's emotions and denying one's passions. Green will pass on knowledge if it means being self-centered or if it encourages others to become so (what I mean by this is if science says you get ahead further in life by being more ruthless to others, Green would choose not to use that knowledge). At last, White will deny knowledge if it comes at the cost of the most vulnerable among us. This is a faction that seeks to reign in the more scientifically-minded factions and individuals before they cross any lines. Any research found in opposition to these ideals is to be controlled, seized, halted, and/or destroyed.
Oof! One more post to go, it's been quite the ride.

Hi everyone. Throwaway for obvious reasons. My husband and I migrated to NZ 20 years ago. We both have a 2yo son and all three of us have NZ passports. Over the years we have been to Sydney multiple times (husband's parents live somewhere in NSW) so we go for frequent visits. We love Sydney, but realistically we don't have enough money to even consider owning a one-bedder there.
​
I am in a senior marketing manager role for a tech company with a global footprint (albeit niche) and my husband is in Tech Support. We earn a combined income of NZ$210K. We have a mortgage here with $250k equity. We are thinking of moving to Australia for a number of reasons, but mainly: cost of living in NZ is atrocious, we need better job prospects with higher pay, and we need to get out of the city we're in because crime rates are higher than ever and this city is no longer what we knew 20 years ago.
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My work has an office in Melbourne, and I feel I can make a transfer request in a year or so, but ideally I'd like to move to a different company so I can have a better pay increase. I'm re-writing my CV and LinkedIn... Husband's work may be a bit more difficult...
We also have a middle-aged dog whom we love to take with us.
How are the job prospects in Australia at the moment?
Should we sell the house or rent it?
Are we insane even considering leaving NZ?
What else should we be considering?
​
Thank you in advance to everyone who would care to respond. Or, as we say here, "chur, bro."

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"About time!" Lu t'Cca thundered at her. "Split find hiding spot!
Najia backpedaled, giving the irate Split prisoner plenty of room to get past without coming into arms' length of her. At least he seemed to get that this was a prison break, and he made no move for her or her firearm, darting well clear of her, and out from the cell block.
Axiom's voice cut the sudden quiet that was otherwise punctuated only by her racing heart. "While you two were chatting, I've found a way to temporarily disable security in the hangar. That's where we'll hitch our ride. Head for the second level; the Ministry seems to have installed more switches. They'll require some adjustment, but I know you love a good puzzle." Najia snorted. She did, in fact, love a good puzzle, but breaking out of a prison was not the time to indulge in that. Usually. Unless one looked at the prison as the puzzle. She shook her head, huffing, and drew her pistol again. There was no marked pathway this time, but she made better time; it was reckless, but she jogged, since the place was seemingly totally unguarded. And, if it wasn't, chances were that Lucca would run into the guards first, and she'd hear the struggle ahead. She passed the lift, glancing towards it, and hurrying past in the other direction she hadn't been yet, coming to a door. Slowing, she closed enough with it that it opened automatically.
Najia let out a huff; Lu t'Cca was on the other side, but so was Axiom. She stepped forward, and looked from Axiom, who nodded to her, to Lucca, who snarled. "Creature reveal Split hiding spot! Creature nothing better to do?" This is a hiding spot? Najia shook her head; the two of them were literally standing in the middle of an intersection, in front of an airlock with two branches off on either side. She huffed, looking at Lu t'Cca. "Hey, Mellerd said -"
"Split not talk about friend-foes!" Lucca ranted. "Kriss went against family! Betrayal followed petty betrayal! Way of Windfall, yes. Way of some Split, maybe, but not how real warriors do revenge!" He made a guttural sound of anguish, shaking his head vehemently. Kris? He was on a first-name basis with her? The fact that Ace had spoken so frankly of xenosexual encounters popped into her head, the constant talk of betrayal, pettiness, personal matters, and suddenly it was obvious; somehow, this was personal. Personal; and none of her damn business. She held her hand up placatingly, holstering her other pistol, trusting to Axiom's physical presence to keep peace between her and Lucca. "Fine. I'll leave you to it," she said. "Split thought so," Lu t'Cca spat, looking back to Axiom. She looked to Axiom as well. "Switches, Wildcard. Get to it."
Najia nodded, and darted down the left-hand branch of the intersection, fuming all the while. It ran into a dead-end, and she uttered "ah fuck," turning and sprinting in the other direction, slaloming between Maestro and Lucca. At the end, she dead-ended there, and exasperated raised her voice, "the hell?!" Back in the middle, she examined the airlock carefully; she could see that it connected to nothing, which is why she discounted it previously. Carefully she moved into the airlock, her hand on her pistol just in case Lucca tried to kill her by cycling it, but he and Axiom seemed to be in the process of discussing old times.
Exasperated, Najia stepped back out of the airlock. "Axiom, where are these buttons you're talking about? How are we supposed to get out of here?" "Er..." Axiom blinked, tri-ocularly, at her, and looked around. He looked at his datapad. "They should be... Through..." He let out a discontent rumble. "Oh my. That is not obvious on a computer systems diagram schematic." "They're on the other side of the frigging airlock," Najia said. "You're probably already aware that humans can't survive in vacuum, let alone maneuver in it, right?" She snorted, her sarcasm at least getting a sheepish shuffle on his long legs out of Axiom. "Can we get out the way we came back in? Even if it means abandoning the Raven?"
"No," Axiom said gravely. "The tampering I did to activate the cell block doors will be caught by someone sooner or later - probably later than sooner, but sooner if we try to leave the cell block." "Split has been implanted with a tracking device," Lucca growled. "It will raise quite the ruckus when Split leave the cell block!" "If we're leaving by... Unconventional mechanisms, that will be no trouble," Axiom noted. "But if we enter the lift, it will lock down and security will be summoned immediately."
"Outstanding," Najia huffed. "Let me double-check something, see if I can think of something." She turned and left the way she had come from. She bypassed the lift; she had no intention of simply bailing on them. But now, she had two options. Neither was good, but one was significantly less good, so she hoped the other option worked. She opened a channel to Boso Ta. "Boso Ta, I hope to hell you've been listening in." "I have, Assistant!" Boso Ta's voice came through loud and clear. "You are in quite the conundrum. I hope you see a manner in which I may be able to extricate you, for I do not." "You and the Professor have been upgrading teleporters with the ability to upgrade themselves. To do so, you've been transporting equipment, right?" "Hai!" Professor Nakagawa's voice cut in. Clearly he was on the line. "This capability is within our grasp. What is your proposal, Takio-San?" "Can you teleport my EV suit to me?"
There was silence for a long few moments which felt like an eternity. "Potentially," Boso Ta broke the silence. "Have it placed in one of our lifts." "I'll get right on that," Marta cut in on the line. Najia smiled to hear her voice. "Any other requirements?" "If this will work, we will need very precise measurements," Professor Nakagawa said. "The teleporter is more your project than mine, Boso Ta. My thought is that it will require at least three triangulating vessels, and a beacon, and a substantial amount of open space." "Will an empty cell block do for that," Najia asked, hustling down the corridor. "It should yes... Yes! That will work." Rei Stringer cut in on the call, and Najia blinked as she saw Rei's comm-code. "I can arrange the fly-by," she said. It had been awhile since Najia had heard from the friend she had left in charge of the Eighteen Billion Terran-tech construction supplies factory, and generally, in charge of Eighteen Billion affairs. "There's a patrol of Katana in the area already, it won't look suspicious if they do a swing-by of Wormwood Scrubs."
Najia set her datapad down on the floor in the middle of the cell block. "I put my datapad down on the floor. Is that beacon enough," she asked. "Hai, Takio-San," the aged professor's voice informed her. "But I would endeavor to be in another room when the teleport takes place. This is... Highly experimental." "Vacating the room," Najia said, sprinting out into the hallway and down it. "Tell me when it's gonna happen."
"In... About twenty seconds," Boso Ta informed her. "You might want to cover your ears, assistant." Najia didn't even bother to complain about being called 'Assistant' again, she simply crouched and closed her eyes, covering her ears and tried to become one with the railing. She counted to thirty, then opened her eyes. "Did anything happen?" "Your EV suit and EMU aren't in the lift anymore," Marta said to her. "Better go check."
Najia did, and she laughed heartily. Her hardshell carapace EV suit and EMU were sitting on the floor of the cell block. "A perfect teleport! I didn't even hear anything." "Fantastic," Boso Ta said. "You had best hurry, Assistant."
One fast donning later, Najia opened the door to where Axiom and Lucca were still standing around, chatting like old gossips. They both started when they saw her, and she held her hand up. "Easy, guys, it's me." She was hauling her EMU with her. "Split wonders where creature was hiding that," Lu t'Cca said, pointing at her. "Ancient secrets," Najia flippantly answered, as she hefted her EMU into the airlock, and sat in it, strapping in. "Right, let's do this." Reaching up, Najia slapped the airlock cycle button. The door behind her hissed shut; air was evacuated. Her suit indicated a total drop of external pressure, and the airlock's A-grav let go, letting her float free, and so she pushed off the floor.
"Excellent!" Axiom crowed at her, over the comm. "Level 2 is right through there. That exhaust fan may impede your movements, but it won't make our mission impossible. See those alcoves? There's where I'd hide if I were you, whenever the fan is blowing at full speed."
Exhaust fan? I'm in vacuum! Najia carefully maneuvered out. She was in vacuum and microgravity; but she was also inside a large, cylindrical space. Below her was something like a massive fuse-box with a big holographic turret outline, and she jetted down to examine it, but could see no obvious way to tamper with it without most likely setting off major alarms, so she looked back up - just as a synthesized alert klaxxon sounded.
I hate this place, Naija thought, as she saw a fan at the top of the cylinder spin up. At a guess she thought, perhaps it was something like an exhaust, which struck as horrifically wasteful in space, but she could only grit her teeth, watching it spin. At the bottom of the cylindrical space, she only felt the slightest of buffeting; it might have been substantially stronger closer to the top. I am very confused, very frustrated, and I just want to get the hell out of here, she thought. She was seriously considering revisiting her first plan, which had been to simply teleport herself, Axiom and Lucca to Ace's ship.
But now, though, she was pissed, and she wanted to poke something spiteful in Mellerd's eye herself. So she jetted to the top of the cylinder, looking around. As she did, Axiom popped up in her comms. "These airlocks are shut, so you'll need to find a way to bypass their locks." She responded with only a quick "roger," looking around. One airlock, contrary to Axiom's words, was hanging open, but the lights next to it were red. She tried it anyway; but for once, Axiom was spot-on. The airlock door might have been open, but its functions were locked out, the panel totally nonresponsive. She returned below, and looked around; there was an open airlock opposite Axiom and Lucca, so she tried it, and it worked for her automatically.
"Well, let's see what's down this way," Najia muttered to herself, slipping out of her EMU and leaving it in the lock. She unholstered the pistol that was now clamped to her hardshell-clad thigh, and started to look around again.
To her surprise, she found only another cell block - it was a dead end! She was about to hiss in frustration, when she heard someone call to her. "You there! You! Hey! You are not supposed to be here!" Najia turned to face the Teladi voice, her pistol half-raised, when she saw that the figure in question was imprisoned. She lowered her aim to the floor, and appraoched the bars. Standing within was a Teladi, who looked rather forelorn. Najia's shoulders slumped. Well, this is awkward, she thought. When the Teladi seemed to realize she wasn't a guard, she started to ask, "Oh please, please, please! You cannot leave me here! I am friends with Urgu... Ugusa... I can help you make profitsss! I promise."
Najia sighed at the pathetic display, but she understood the Teladi's desire for freedom; though, on the balance, she also had no idea what this Teladi had done to become imprisoned. Knowing Kriss Mellerd, it was a total crap-shoot; she might be a real scum-bag, or she might be being shaken down. Axiom cut in on her. "I sympathize with the little lizard, really I do, but we cannot compromise this mission in the name of charity."
Najia huffed out a sigh, and looked around. Frustratedly, she slapped the door panel on the imprisoned Teladi's cell, and to her surprise - and the prisoner's surprise - it opened. The prisoner looked around, confusedly, and Najia was glad that her mirrored helmet hid her gaze. "That's the best I can do," she said, resignedly. "You'll have to effect your own escape from here, if you can. Good luck." Turning, she huffed back into the airlock, slapping the button to cycle it as the Teladi prisoner looked around in tentative confusion, taking a few steps out of her cell.
Najia pulled her EMU's straps back on. "Well, that was a fucking bust," she snarled. "I'm about to start lasering shit," she muttered, floating back into the massive vacuum cylinder, and back up towards the locked airlocks. She found a third floor of airlocks, but they only offered some shelter from the fans starting up. After waiting that, frustratedly she flew back out again, and started looking around. "Axiom, there aren't any switches here!" "My diagrams say there are switches, Wildcard. Look more carefully - and swiftly."
Najia let out a guttural growl of frustration, and switched to her cutting laser. Giving in to a pique of frustration, she hit her Mk.2 thrusters, blowing past level 1 to the sub-level, coming up level with the big fuse-box. "Right, let's see what this does," she said with a snarl, and targeted her suit's cutting laser on the big set of what looked like fuses.
She blazed a neat line down the middle of them, and, gratifyingly, the 'Turrets' hologram switched to a big red repair icon... She looked around for a moment. Nothing happened. Najia smirked. "On the one hand, this place is frustrating, confusing, and I kind of want to blow it up out of spite by now. But on the other hand, the gross criminal negligence on display is really working in my favor. Fuck it. Lasers for everything," she said, snarling and going back up the shaft. There were a bunch of unmarked panels, and, giving in to the frustration she felt earlier - which she had barely restrained herself from allowing herself to hold Lu t'Cca at gunpoint - she started lasering the panels like a schoolgirl hooligan on a vandalism spree.
"Your new laser is low-powered, but if you keep it aimed at the lock, it will break eventually," Axiom said. Najia blinked. New laser? This is my laser and I've had it for a while, and... Oh, piss on this! She laughed, however, as she saw that one of the panels had indeed fractured.
One deeply-cathatic vandalism spree later, every panel had been opened, and had revealed that inside the two panels nearest the top-level airlocks were two further, smaller panels, with similar mechanisms. With the fan starting up again, Najia took shelter in one of the alcoves at the top, just under an airlock, and, deciding to use her time productively, she lasered the opposite airlock's control panel. After holding her laser on the box for awhile, it was a glowing ruin, and Axiom commed her. "Partial access to level two established," he informed her.
Najia nodded. She didn't even bother to sarcastically snark at him, though the phrase no shit, Sherlock ran through her mind. Rather, she charitably assumed he was reporting to her something he was learning electronically, and turned around. This is gonna be bright, she thought, as she trained her laser at close range on the near access box, and closed her eyes. She held in the firing stud, and held it - counting in her head to seven, when Axiom's comm made her let up off the laser. "And just like that, we have free reign over level two! They can't stop you now!"
Najia grinned, and opened her eyes to behold a molten, glowing hole drilled into the electronics she had blasted. "Right. Let's get this show on the highway."
On the level above her, in the half just above, she slipped in, and found herself facing a door to another cell block, just through the airlock. She went in and looked; no prisoners. Walking out, she huffed, and decided to walk the half-circuit around the big cylinder again. To her surprise, she found a console, just attached haphazardly to a railing. Really? Najia examined it, and snorted; it looked shoddy, ad-hoc. She tapped the console's screen, and it simply changed color. Axiom piped up. "Magnificent! That'll give you access to half of the switches! There must be another console nearby that will let you remove the second cover."
"Got it. Moving on," Najia said. Back to the airlock she went, after checking the other half of the crescent hallway she was in; without any luck, she just floated across to the other airlock on her EMU. Predictably, she found that, on the opposite railing in the other half of the level, was another console haphazardly attached to a railing, and she rapped it quite firmly with her knuckles. It flashed. "How's that, Axiom?" "Both covers confirmed open," Axiom informed her. "Let's flip some switches. Get back into your spacesuit."
"Never got out of it. Who has time to undress four times? Anyway, switches, yaaay switches," she snarked, as she cycled the airlock again, strapping her EMU back on. "Whoever designed this place is both a madman and criminally negligent."
Once the airlock cycled through again, Najia saw that the two panels she had manipulated had caused five boxes that she had previously taken as unimportant junction boxes to slide their panels open. She groaned to herself when she saw that there were five more lock-like switches within. "Great, time for more vandalism, yay." She lasered the first of the boxes' interiors, the one that was lit, and held it for a long few moments.
"Something's not right," Axiom said, comming her. She had a sinking feeling. "The switches are also setting the state of their neighbors," he declared. Sure enough, she had blasted the leftmost switch, and the second had lit up. Worryingly, the leftmost switch did not look damaged in the slightest. "You'll have to find a combination which turns them all off," Axiom said, as Najia groaned. "I don't think a game of whack-a-mole will get you there," Axiom continued. "Though... Actually, it might!"
Najia groaned, and briefly considered calling for a five-hundred-some member boarding party attack from two capital ships instead. "What tail-hole thought this was a good idea," she bitched. "Who dreamed this up? Why install it like this? Don't anybody answer that, those questions were rhetorical," she snarked, as she set about the process of shooting the junction boxes like they were a juvenile 'turn them all off' game.
About eighty seconds and the false start of thinking she could shoot an inactive switch to switch it on and switch its neighbors states (it transpired that she could only make an active switch toggle neighbors' states), all five boxes were dark, and Najia snarled, bristling with outrage that this was evidently considered part of a high security system and not a child's game.
"You got it, Wildcard!" Axiom commed her. "Access to Level 3 established. And it turned off the darned fan! Off to the hangar, then." Up one level, Najia cycled herself into the airlock, and groaned. She was getting mightily tired of this, and she rolled her shoulders. "I am going to need a massage and to soak for an hour in the shower," she griped to no-one in particular. She hefted her EMU half-over her left shoulder, unholstering her pistol, just in case. The EMU was very heavy, but her EV suit had a fairly substantial low-profile power assist mechanism. Not enough to turn her into a super-soldier by any means, but enough to let her heft a 150kg load like a bulky and cumbersome backpack. She was tempted to leave it behind... But it was a good thing she didn't. The corridor she found was only a straight shot to - and she groaned - another airlock. As she approached it, Axiom unhelpfully congratulated her. "Excellent," he said. "Yo're approaching the internal hangar now. Our getaway ship is right over there." Cycling through, she passed into the deep well of an internal ship hangar - and groaned.
Najia was looking at a Magpie. That was the big, innovative, unique ship?
"If we want to make it out of here, you'll have to destroy the clamps on the hangar doors," Axiom informed her. Najia groaned, sighed, and rolled her shoulders. "Right. I can do that. All this for a..." She seethed, and looked back at the ship.
No, it wasn't a Magpie, but it sure as hell looked like one. It was clearly a derivative design, but it had not the Magpie's massive cargo pods; rather, it had smaller pods, and a lot more gubbins - antennae, dishes, and the like. Fan-dabbie-dozie she thought balefully to herself as she set about finding and destroying the lockdown clamps. As she did so, she also saw a couple more panels that had a turret hologram over them, and, thinking, why the hell not, fried them, too. Moments later, the lockdown clamps fell, too, and she saw a red light glare through one of the hangar windows.
Axiom piped up, "Holy triangle, that's the station alarm! Lucca and I are going to make a run for the ship!" She blinked, looking up - two EVA-suited figures, with full EMUs, cycled through the airlock she had come through.
What, she thought. Where... I... What... Where...? In a moment of dumbfounded confusion, she stared openly, unmoving, before both of them dipped between the ship's large thrusters, and headed for its belly, while Axiom said, "approaching the dock. Be with you in a moment!" Fearing being left behind, Najia abandoned the question of where they had gotten EV suits, let alone EMUs, in favor of making haste to join them.
As Najia negotiated into the airlock, Axiom and Lucca reported that they had boarded, and Axiom was working on powering up the ship's systems, and Axiom was transferring the ship's ownership - and hence, control - to her. They were trying to talk over one another, making it confusing, but, as she got into the ship and shed her MMU, running for the seat, Axiom noted, "This prototype ship does not appear to have an emergency eject system. I assume it was supposed to be added later." "Great," she snarled. "This is going tits-up and I'm in a little ship with no ejection system." "Split been moving into position," Maestro informed her, in a bit of good news. "Alarm must have mobilized more Ministry forces than Split anticipated."
"Thrice blasted!" Axiom roared from the back. "Mellerd deployed a capital ship to head off the Arcadian Endeavour!" Najia groaned, checking her map. A Pheonix-class vessel named Rolling Rock was engaging the Arcadian Endeavor.
As Najia got the Raven's struts up and pushed it forward, she got a comm from the Rolling Rock itself. She snarled as she saw Kriss Mellerd in her comm pane. "Thank you for leading the old man, and his crew of clowns, right to my doorstep. Crossing them off the Ministry's list will do wonders for my career advancement."
Najia gawped at her, in shock at the sheer gall on display, as Mellerd laughed. "You just stumbled into this whole affair, so I will offer you a one-time chance to get out of this. All you have to do is dock at my ship and hand over the pirates youy are currently harboring. You won't be able to keep the ship, but -"
Najia cut her off, snarling in anger. "You just love the sound of your own voice, bitch. Even if I was inclined to take an 'out,' though, nobody can trust you. For anything." Najia switched the comms to her ships, as she powered the Raven up to full. It seemed to be armed with two cannons; she test-fired them by holding in the trigger. They didn't fire immediately, but when she let go, they let fly. "Woah. These must be those Teladi charger things," she muttered. "Whatever. Ladies? This bitch cannot be trusted to keep her word. End her rightly!"
The Rolling Rock was already exchanging fire with Arcadian Endeavor, while Ace nipped at her heels, firing off shots from that launcher and the frontal cannon. Shiv and Kunai - the name chosen for the Paramerion - lifted from the Jackdaw and Arcadian Endeavour respectively, while Jackdaw and the Snapping Tortoise broke from formation with it to engage.
"L beam turrets... Problematic," Najia muttered to herself. "Let me see what I can do about that," she added, as she set the Raven prototype in motion. She could only hope, at least, that Kriss was at least rethinking her decision, now that the odds had tilted decidedly against her.
She dove into action against Rolling Rock, testing out the Muon Chargers, as the ships with her split and attacked. The destroyer was big, and problematic, but it seemed rather... Awkward to control, in fact. Ponderous, its turrets, even the lasers, seemed slow to respond. She nipped around it, firing a few times, as her four ships slipped past it. A plasma bolt struck her shields, and she yelped, diving to evade. "That's it," she heard Rei - not over the open comms, but in her earbud. "I am not letting you get your ass killed like this. I'm dispatching help," she said, and Najia winced.
Great. So this is how the war with the Ministry starts? And yet, oddly... There was no sign of Ministry reinforcements. Najia fled from the immediate vicinity to recharge her shields, coming in close to the Arcadian Endeavour, and watched as the Eighteen Billion Katana squads roared in. She winced as she saw that Okayama and her defense fleet had also been dispatched - a Destroyer squadron was going to bear down on Rolling Rock... Eventually. And yet, the Ministry was doing nothing.
It hit her suddenly; Kriss was rogue. Was doing this on her own. She snarled and grinned. The Ministry might be mad, when this shook out, but they'd have a hard time proving her involvement. Especially if she could play it as her ships responding to a distress call because a rogue vessel with an unaffiliated transponder had attacked a ship. It was flimsy... But it was enough. "Bear down on her, ladies. Tear that thing apart." Najia crowed, as she pulled the Raven in to touch down on the Arcadian Endeavour's landing pad. She looked back. "Axiom, they're gonna need you in the engine room. Lucca, you're not gonna wanna be on this ship!" The back ramp was dropping as she settled down; neither waited for her to have landed fully, they dropped from the ship and sprinted past, to the lift.
"So, you've decided to go down with the sinking ship? One less loose end for me to tie up later!" Mellerd crowed at her, and Najia smirked; of course she knew she couldn't trust Mellerd. "You're worse than a pirate, Kriss. Nobody can trust you," Najia said. "Prepare to kiss your ass goodbye."
Maestro was rattling on in her ear, but Najia could barely hear him over the combat calls. She hoped he was smart enough not to fire upon the T.E. vessels responding - it would be awkward later, and they were joining the fight on his side, after all. He was saying something about escape, and turrets. Najia snorted. "Actually, we're just going to blow this thing up," Najia declared. "We can't leave someone like Kriss Mellerd at our backs."
Things seemed to be doing well at first; the Rolling Rock was handling clumsily, awkwardly, as if she was critically undermanned. That gave Najia an odd hope that she might actually succeed at boarding her; the responding vessels were quickly tearing down her turrets and shields.
Then, everything went dramatically pear-shaped. Najia yelped as lasers tickled the the Raven's shields down and she got them back up again; again and again this happened, each time the hull started to fracture more and more. She made attack runs, damaged a surface element, and then things got worse. Where were those lasers coming from?
"Missile. Incoming missile." She slapped the countermeasures button, only to see the screen flash ammo empty. "Fuck!" A missile slammed into her, followed by a fly-by from a starfighter. She didn't catch it, but she took a pot-shot at it as it went past. Things were going from bad, to worse, when she heard someone howl, "Jackdaw's taking heavy fire! Jackdaw's... Oh fuck!"
Najia felt a moment of total disassociation. Numbly, her hand drifted over the stick, trying to maneuver the clunky ship like a starfighter, whilst fighting through mental fog.
Marta.
"We've got them!" Rei stringer called out, over her line. "I've got the crew of Jackdaw at the depot, but now we're under attack by a Ministry warship!" Najia gasped, shoving her stick forward, hard. Her ship was flying apart around her, and she snarled. "Someone get these motherfuckers!" "We're coming in," she heard - both the first, and last, person she wanted to hear. "Fenrir, engaging!" "Okayama, engaging." "Kagawa, engaging!" "Ark Royal, moving to engage!"
Najia laughed, incredulously. That was four fleets. Four fleets that most definitely were not supposed to be engaging to support the Arcadian Endeavour. One of them the Teladi wasn't even supposed to know about - Alarms blared. The Raven had taken a nasty hit, and a Ministry Kea was lining up on her six. She tried to pull away - she wasn't going to be fast enough - the ship jerked - the world went white.
Najia crashed forward to the deck, yelping, arms up to guard her head. She looked up; a Marine was standing next to her, offering her hand to Najia. "Better get to the skipper, ma'am," the Marina said. "We're Koshirae." Najia laughed, taking the proffered hand and climbing to her feet, hustling down to the bridge's main deck. Selaia Kevlin was standing in the middle like the Maestro, calmingly barking out orders with command presence. She looked up at Najia, briefly, smirking at her. "Does the owner have the conn?"
Najia shook her head, laughing. "Fight the ship, captain. I've got to coordinate this clusterfuck." Selaia laughed at her and nodded, barking out, "bring us up ninety, show her our broadside. Turret gunners, you are cleared to engage."
She hustled down to the fleet coordination console; the crewwoman at it hopping away for her. "This is Takio," she said, hopping on the controls. "Ladies, clear my skies of red. I don't know what the hell has gotten into the Ministry, attacking our stations like this, but if it's hostile out there, we kill it."
Rolling Rock was not having a good day, and it was getting exponentially worse. Her engines had been disabled, and Najia heard Maestro call out over the pirate channel, "Her engines are disabled. Now is the time to get away! But, where is Wildcard?" Najia winced. How was she going to explain that? Did she even want to? "This is Snapping Tortoise," Raleen, the captain of her pirate Baku called out. "We are picking up the crew of Jackdaw and Raven. Let these big bruisers fight, we'll get back to you."
"No!" Kriss Mellerd called out, yelping. "I don't wanna die!" Rolling Rock was coming apart under the growing tide of fire it was enduring, and more ships were still arriving. Najia snarled. Part of her wanted to bid Kriss a bon voyage to the afterlife, but she looked up to Selaia. "If anyone gets out of that ship, I want them. And we don't tell the Ministry."
"Roger that," Selaia said, and barked out orders to the helm to move closer to Rolling Rock. Najia looked back - a Ministry Razorbill was thoroughly engaged, and another had just blown up, attacking the construction depot.
She gritted her teeth, snorting hard. There was going to be hell to pay for this later. Righteous indigation - no, fury - was going to be the order of the day. Her ships had responded to a distress call from a Windfall trader, by an unidentified vessel. It was attacking relentlessly, wasn't on-record as being anything official. Then Ministry vessels, apparently heeding the aggressor's pleas, had jumped in, attacking Takio Enterprises assets, and the inevitable happen.
That was the tack she was going to have to take, and she clenched her fist. Outside, Rolling Rock came apart in a dazzling blossom of red that polarized the bridge windows for a long several moments. When they cleared, the ship was a debris field. Part of her hoped that Mellerd was dead; part of her hoped she wasn't. There was going to be a butcher's bill for today, and she tried - probably vainly - to make peace with that.
"Get us close enough to the Ministry Wharf to make contact," Najia said, looking to Selaia. "I've some barking to do." Selaia smirked at her. "After this? They should know damn well your bark isn't nearly as bad as your bite. They should be happy to get barked at. You should put on a respectable jacket at least." Najia let out a huff of exasperation, hurrying to do just that.
Najia needed to work to summon the righteous indignation she required for the bluff, but she reminded herself of the fate of Ace's mother to do so; the Ministry were assholes, even if they were also the lawful authority; and they had attacked her. She had clear and convincing evidence that Mellerd was up to no damn good. Not that she waas going to reveal it to anyone.
Hence, she found herself with eyes coldly blazing over the comms to the Ministry Police Kea craft which had departed from the wharf to intercept Koshirae. "Enough is enough," she snarled over the holo, standing in the conference room. "My ships responded to an attack upon a free trader from a destroyer that was not transmitting appropriate Ministry codes - not that the Ministry should be allowed to attack random traders, either."
"Your ships fired upon Ministry vessels," the captain of the Kea shot back, clearly outraged - but also, like the pilot who had followed her through the rift - terrified at being massively outnumbered and outgunned.
"Let me be clear, on the record, so there is no ambiguity," Najia said, leaning forward, placing her fist on the table. The effect was to lean closer to the hologram - and on the little attack ship's screen, her face would loom larger. "My ships responded to a distress call from a ship being attacked by an unknown vessel not transmitting appropriate ID. The Ministry, for whatever reasons, chose to respond to the event by siding with the aggressor and attacking my ships. Takio Enterprises warships responded by destroying the Ministry vessels." Her heart was thumping in her chest, but she narrowed her eyes. "If this is the gratitude of the Ministry of Finance, for all that Takio Enterprises has done here in Eighteen Billion, in Grand Exchange and at large, for the Ministry and the company, up to and including constructing facilities and securing neutral diplomats to mediate the dispute between the Company and the Ministry... Well, you might want to check with your superiors before you write a check they have to make good on. To be absolutely clear, this is a threat; you are the highest-ranking Ministry combat officer in Eighteen Billion. It is your decision whether this conflict continues or ceases, here and now. Ah - ah! Shut your fucking muzzle and listen to me carefully," she snapped, as the pilot opened her muzzle to retort.
"If you say anything but words to the effect of 'this was a horrible misunderstanding and we should deescalate the situation' - if you, personally, choose to escalate the situation, the first step I will take will be ordering all of my shipyards to stop producing vessels for the Ministry. The second step will be that I shall cripple the Ministry's ability to replace vessels by destroying the Ministry Shipyard and Wharf here in Eighteen Billion. I shall then proceed onward to prosecute this destructive and pointless war - a war chosen by you, pilot, here and now - by destroying each and every Ministry of Trade station I can find, until someone with some competent authority asks me to please stop doing that. You can see the weight of tonnage I have here, you know the Ministry does not have the tonnage to stop me. The choice is in your claws, pilot; war, or peace. War, or peace. Escalate, or deescalate. Your call."
The Kea pilot visibly shrank backwards in her command chair, obviously struggling to attempt to retain composure and command respect in the face of an overt and direct threat to bring fire and flame directly to the Ministry of Finance. Finally she steeled herself, straightening up in her chair. "This has obviously been a dreadful misunderstanding, miss Takio. The Ministry is undoubtedly going to demand reparations for our lost warships, but such matters are the purview of the financiers, not myself. If you will cease giving offense, we too shall cease attacks upon your vessels."
"Thank you," Najia said, leaning back. She fought not to visibly slump and sigh in relief, or to show how badly her heart was racing. "As for the reparations, they can take that up with the diplomat I have on payroll. Out." She cut the channel, and collapsed back into the chair behind her.
A moment later, the comm lit up again, and she flicked it on. It was a huge conference call, with the commanders of her fleets, the captain of Koshirae, Marta on the Snapping Tortoise with a small bandage on her forehead; Rei Stringer on the 18B construction depot, Tsukiko Peterson back at the headquarters, Professors Nakagawa and Okoye - whom Najia realized with a pang of guilt she hadn't yet formally re-introduced herself to -, Boso Ta,, and Ace. Najia let out a heavy sigh of relief. "Please for the love of god tell me we didn't lose anybody," she said, first off.
"Nobody from Jackdaw, Marta confirmed. "I took a headcount. We got lucky. "That seems to be a recurring theme," added Captain - probably should be Commodore - Xiaowen Kapoor - one of Najia's older friends, and currently the commander of T.E.S. Fenrir. "It helps that we responded with overwhelming firepower. My fleet is reporting no fatalties; thirteen casualties, mostly caused by haste in the heat of battle."
That proved to be the recurring theme; all of her responders reported sustaining injuries, mostly 'workplace accidents' incurred whilst in the heat of battle, but though some were serious, none were life-threatening.
"Najia Takio," Professor Yoriko Okoye - an aged-but-not-venerable, steel-haired professor-turned diplomat said, with the same tone of voice that she had used when reproaching Najia in class. "You are now, as ever you were, charmed, lucky, and reckless. You choose to act with passion first and foremost. This is a fine mess that I'm going to have to clean up, you understand. Can I expect this sort of thing to deal with in the future?"
Najia took in a breath, glancing around at her fellows. Barring a few, they were all young - Tsukiko was the third-oldest and Najia knew she was closer to thirty-five than forty - barely. Most of them looked grave, but not mutinious. She sighed, and smiled, wryly. "While I don't plan to go to war with the Ministry, there may be future... Rough spots to smooth over, yes. If you'd like to resign and go home -" "Not yet," the aged professor said, sharply. "But for dealing with this, I am going to require a pay rise!"
A chorus of chuckles surrounded her, and Najia sighed, face-palming and smiling. "That's fair, professor. We're going to have a fine time untangling this. Ace, how are the Curs?"
Ace looked into her eyes, then looked away for a moment, then back to her. "Secure in Windfall, awaiting your hopefully-safe return." She trilled, and Najia nodded. "Next stop, then."

We tend to overblow things in an age of clickbait and hype. The signatories of the letter to halt AI is merely a symptom of a change happening in society regarding technology. Regarding a change in who controls and dispenses technology.
https://futureoflife.org/open-lettepause-giant-ai-experiments/
The transition that is taking place is that large corporate industry is getting ahead of academia. Traditionally academia had access to the most powerful supercomputers and was far ahead of corporate development and their R&D departments. Now this traditional sociological schema is being overturned : companies and AI research labs outpace the pipeline of academic paper publishing. One might say it is being threatened. This is really what is at base of signatories' motivations to sign a letter calling for a halt. In a nutshell, the academics are sensing an incoming danger over the horizon that they could become irrelevant.
Coming away from the letter, the core message here is that AI development is "out of control". Well, it certainly is not out of control -- it is merely out of control of the academics.
TV media and social media are either unintentionally misunderstanding this, or intentionally misquoting it for the purposes of clickbait. Let me put this in bold face. 👉 The claim of the FoL open letter is that DEVELOPMENT OF AI is out of control. This should not be confused with a rather different claim , that the AI agent itself is out of control ( that's the clickbait version).
To show evidence that what I write here is factual, allow me to quote sections of the letter itself.

AI labs locked in an out-of-control race to develop and deploy ever more powerful digital minds that no one – not even their creators – can understand , predict, or reliably control.

So as I was saying, we see the usual suspects here. "AI labs" are mentioned, not universities nor military research depts. The problem is not the Chinese Communist Party here, but the pesky "AI labs". Also the word "understand" appears here. Why is it so important to these signatories that the models be understood? Who would value, or be so obsessed with a need to understand the models, rather than use them? This is a rallying cry of academics.
Then it gets worse

AI labs and independent experts should use this pause to jointly develop and implement a set of shared safety protocols for advanced AI design and development that are rigorously audited and overseen by independent outside experts.

Right. Notice this interesting , intriguing mention of "independent outside experts". Anyone want to wager a guess what that means ? Who are these "independent outside experts", exactly?
Lets just stop there and really hammer the details out . What does the word "outside" mean there? Pray tell, who would be considered an insider? There is no way to make sense of what this section is literally saying other than the following ,

• an "insider" is someone in one of these AI labs. (read DeepMind, Facebook Meta, Microsoft, OpenAI)
  
• an "independent outside expert" is an academic.
  

To dive a bit deeper into the psychology of this open letter, the word "independent" is telling. The implication here is that the motivations and values of corporations : profit, speed-of-deployment, an "arm's race" to get their first -- et cetera -- these values blind the insider who seeks them without care. In contrast, the robed wizards of the ivory tower are more cautious, wiser, and not tainted by the pesky corporate values that seduced and blind those insiders . Academics are, in a word, "independent" of such things.
The Future of Life Institute has produced an open petition with nearly 3000 signatures. But ultimately this letter is less about any real danger of artificial intelligence, and is more about a social battle between academia and industry. What we are seeing is a rift form as certain groups lose control as other groups gain that control. This is a socio-cultural clash of values -- one academic and the other corporate.

Ever since I made my Instagram account private, only close relatives and friends can see my posts, but there was a time when I tried making it public and unblocked people on my block list. I did this for my own peace of mind, and since then, I've noticed random accounts viewing my story or liking my posts. One day, my ex messaged me, the same one that I had removed from my block list, asking for forgiveness. I immediately told my boyfriend, but he got upset, thinking that I was leaving the door open for my ex to come back into my life. However, my intention was not to get back with my ex. I understand where my boyfriend is coming from, as he has been cheated on before, and I can't blame him for feeling threatened. It hurts me when he tells me to go find someone else because I truly believe that he's the best. He's kind, thoughtful, loving, caring, and genuine. But when he feels threatened, he becomes aggressive and shouts, not at me but to express his hurt. While I understand his feelings, I also want to be understood. Every time I try to prove my point, he blocks me. I love him because I know he's better than that on most days, but I can't help but be emotional when he hurts my feelings. He's a really good guy, and I'm not saying that just because I love him. I know that he's a victim of the trauma that his ex-girlfriend gave him. I want to know what I can do to reassure him that I'm committed to him and that I won't cheat. Thank you for reading my story, and I would appreciate any thoughts or advice you have. Thank you in advance.
tl;dr I made my Instagram private, but briefly made it public and unblocked people. My ex messaged me, and I told my boyfriend, who got upset and becomes aggressive when he feels threatened.