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Reading through various white papers on data science, artificial intelligence, machine learning, and the like reveals the strange and terrifying totalitarian system that's rapidly evolving towards human imperceptibility.
THE EVOLVING ROLE OF OPEN-SOURCE INTELLIGENCE

The intelligence environment has been significantly changed over recent years by many factors, including tech-savvy threat actors, the rapid spread of online communications, increased societal unrest and changing geopolitical dynamics. Government and corporate sectors alike are facing an increasing volume and diversity of threats to their communities and businesses.
These threats, combined with masses of data from exploding numbers of online platforms, create a perfect storm of challenges for intelligence teams. As the threat landscape evolves, the technology used to uncover these threats must also evolve - that is where advanced open-source intelligence (OSINT) solutions play an increasingly critical role. Open-source intelligence, often referred to as a subset of digital intelligence, is the process of collecting, analyzing, and extracting meaningful insights from publicly available data sources, including social media, news feeds, blog sites, discussion forums, and more. Terrorist groups, human trafficking networks, politically motivated extremist groups, and other criminals and threat actors are radicalizing, advertising, recruiting, and planning across a constantly evolving range of websites and social media platforms across the Surface, Deep and Dark Web, often communicating in ways that make it difficult for intelligence and law enforcement organizations to monitor their activities and understand the nature of these threats at any given moment.
The sheer volume and complexity of data presents significant challenges - monitoring online platforms and uncovering critical insights is beyond human scale and any attempt to simplify masses of data looking for anything interesting will inevitably lead to false positives and (worse still) operator burnout. This is driving a need for the advanced, AI-enabled insights into masses of online data that open-source intelligence technology delivers.
OSINT is emerging as an invaluable primary intelligence source across law enforcement, intelligence, defense, security vetting, and corporate agencies worldwide. To showcase best practices for applying OSINT to some of the world’s biggest challenges, this section explores several key use cases: — violent extremist threat monitoring, — security vetting/insider threat, — assistance to law enforcement and — corporate supply chain protection
…meme culture is where AI-enabled risk analytics prove to be invaluable in interpreting threats that appear in the form of images, videos, written text, or digital network connections. For example, Fivecast OSINT solutions have been proven to save analyst teams hours and days of manual data manipulation with ongoing, repeatable, and automated collection and assessment of these diverse data mediums, presented in a way that makes assessment efficient. The customizable risk detection framework rapidly surfaces content of interest, including user-defined keywords, phrases, and quotes in posts, while automatically assessing images and videos for objects, memes, concepts, logos, and text (extracted through optical character recognition) of interest.
…as specialist OSINT companies move into this space, with tailored products to keep pace with the vetting, revalidation, and now continuous vetting requirements of governments and corporates, the interest in online data for vetting and insider threat use cases is steadily growing.
Continuous vetting is the ongoing, “light-touch” monitoring of security clearance holders, a considered move away from the flawed paradigm of assessing a security clearance at intervals of five and ten years. Although still in its conceptual phase in Australia, the United States is moving ahead at pace.
In October 2021, William Lietzau, the Director of the Defense Counterintelligence and Security Agency, said approximately 4 million defense personnel, including military, civilians and contractors, are subject to their continuous vetting program, which is part of the agency’s Trusted Workforce 2.0 initiative and security clearance process.
…If Alshamrani’s (a person accused of terrorism) account had been continuously monitored, it is likely his online activity would have alerted defense vetting agencies well before the attack took place.
OSINT is well established as a source of intelligence in law enforcement, both within Australian and partner agencies overseas. In part, this early formalization of OSINT as a primary intelligence source was necessary due to the “Going Dark” phenomenon. Going Dark was a term first coined in 2015 by then Federal Bureau of Investigation Director James Comey to describe the effect of major telecommunications providers – device manufacturers and app developers alike – enabling end-toend encryption by default across their product ranges. The effect was to freeze out (almost totally) telecommunications intercept, the ‘wiretap’ capability, and digital forensics, the capability to ‘crack’ devices in use by criminals.
Without this baseload data collection, law enforcement rapidly pivoted to alternatives, implementing strong collection and assessment of publicly available online data to provide that broad awareness of the criminal milieu so critical to effective investigations …: OSINT directly assists surveillance by building out a target’s pattern of life prior to a team deploying in the field offering critical insights such as networks of likely social interactions, frequented locations, propensity for violence, or access to weapons. The same can be said in support of human source recruitment and management, where OSINT can be used to passively observe any changes in the interactions, motivations, and activities of an individual that may be of concern to their case officehandler.
…The ANOM app: instead of providing secure communication, it was actually a trojan horse covertly distributed by the United States Federal Bureau of Investigation (FBI) and the Australian Federal Police (AFP), enabling them to monitor all communications.

CORPORATE & SUPPLY CHAIN

Fivecast was tasked to seek out supply chain risk for a global corporate in vehicle manufacturing.
By examining the company’s various subsidiaries’ official presence across three key social media platforms, analysts were able to quickly establish that protest activity was occurring against one of their manufacturing plants in Germany. Although, at the surface level, this protest activity appeared to be organized by a local trade union, Fivecast was able to establish a deeper underlying motivation by exploring the online activity of the key news agency promoting this protest activity – Rote Fahne News, the news arm of the Marxist-Leninist party of Germany. From a broad brief to discover supply chain risk across a broad portfolio, OSINT was able to establish the threat, its location, and its underlying motivation
Previously the domain of well-managed telecommunications intercept, which has all but “gone dark”, enterprise-level OSINT systems are the obvious replacement to fill that data collection gap. OSINT will become the backbone for data collection on which investigations are built. Rapidly scalable, automated, high reliability, cloud-hosted OSINT systems able to reach online data anywhere (from anywhere) will capture the digital patterns of life of an individual out to 1000s of persons of interest at once.
Machine Learning is a current application of AI-based around the idea that we should really just be able to give machines access to data and let them learn for themselves. A simple way that Fivecast defines AI/ML in OSINT is any capability informed by a model that is “trained”. In this regard, there are a range of capabilities available in advanced OSINT tools now:
— Image detection and classification (including facial recognition) – searches of complete and partial images against mass datasets to return high accuracy matches. — Automated person of interest resolution – taking basic biodata of an entity/entities, finding new data and resolving it to those entities with high accuracy. — Logo detection – recognizing simple and complex (e.g. on clothing) logos in images. — Sentiment and emotion – detection and assessment of sentiment (positive/negative) and key emotions (anger, disgust, fear, joy, sadness) in text. — Text similarity – understanding the content and context of passages of text and finding similar meanings in other text (e.g. identifying threats of violence).
These capabilities are all loosely clustered around sifting and sorting functions – how to make the data haystack as manageable as possible for analysts and investigators. In the coming five years, we will very likely see a transition in the focus of the AI/ML from assistance to decision-making. The size of the data haystack is already well beyond human scale, regardless of your intelligence mission. Perhaps discomforting for some, but that point is approaching where the volume (and complexity) of final decision making will be too much - OSINT tools become so good at finding what the intelligence user demands that the tool must also make increasingly complex decisions on what to do with that data output.

Game-Changing, Actionable Intelligence with AI-Driven Computer Vision

Computer vision is a field of artificial intelligence that trains computers to interpret and understand the visual world. Using digital images from cameras and videos and deep learning models, machines can accurately identify and classify objects — and then react to what they “see.”
Data-driven organizations across all industries are unlocking actionable intelligence from real-time video data coupled with other edge sensor data like audio and biometrics, artificial intelligence (AI), and high-performance edge computing. Adding stored historical data enables a powerful method of using deep learning techniques on videos and digital images known as computer vision, and it’s not only transforming organizations, but more importantly, it’s changing how they build or deliver a product or service. According to IDC, forward-looking organizations that maximize their data to generate insights are two times more profitable and see eight times more growth than their peers.
Computer vision capabilities are fast becoming a significant contributor to that end. Analysts at Omdia expect the global computer vision software market to reach $33.5 billion by 2025 (growing at 42.1 percent year over year). Connecting computer vision to the edge directly impacts what customers do to drive revenue in their organizations. Whether it’s gaining a greater knowledge of customer behavior within a retail space, predicting failures in oil and gas pipelines, controlling autonomous vehicles in a smart city, or managing traveler flow in an airport, private and public organizations of all sizes are capitalizing on the petabytes of audio-visual data captured daily
Historical data can be used as a training archive to develop increasingly accurate models for compelling insights.
government agencies need real-time monitoring at public events or for agriculture, construction, or mining organizations requiring immediate response to system failures in the field
An agile edge-to-core computer vision platform and framework allow cognitive insights to be generated close to the data sources and saved for later use The addition of new systems designed to enhance protection can actually add security gaps and holes if they are not well integrated.
…an environment susceptible to ‘monitoring fatigue’.

Monitoring behaviors - from vehicles to people

Information technology and telecom, energy, banking and finance, transportation and border security, water, and emergency services. These critical infrastructures share a common threat of vandalism, theft and attack coupled with concerns for regulatory compliance and the liability associated with trespassing. By adding advanced perimeter security solutions, these sites can detect intruders before they breach the perimeter.
Radar detection solutions that warn of fast-approaching vehicles coupled with license plate recognition solutions can provide both advanced warning of an imminent threat and the analytics to quickly react to and mitigate potentially dangerous situations. AI-powered heat mapping and behavior analysis tools can also amplify a security team’s ability to proactively assess threats through crowd-gather alerts, wrong-way travel, and other data-driven information.
Milestone revolutionized the industry by leading the transformation from analog to IP cameras. The transformation set the stage for modern video surveillance technology. In 2014, Canon acquired Milestone…By 2019, our net revenue reached just over 143 million USD…by 2022, 215 million USD. …Today, we are present in 25 countries and with partners and customers in nearly every corner of the world.
Data-driven video technology increases the value of video streams—traditionally utilized for safety and security purposes—by combining Artificial Intelligence (AI) with video technology. For example, by adding Artificial Intelligence to the mix, we are getting things like Adaptive Video Analytics, which allow users to calibrate the AI model deployed at various sites. In practice, this means that the industry will continue to move towards embedding self-learning, self-calibrating video analytic technology into cameras and other devices, allowing them to self-adjust to changing scene conditions. All that data will be captured by the Video Management Software (VMS). In the future, this data will improve the accuracy of Video Analytics and make the value of the video streams captured, organized, and archived by the VMS incredibly important. Data-driven video technology will truly “make the world see.”
Threats, unlike any previously imagined have become real and commonplace
Preventing access to physical machines and networking using biometric credentials is in keeping with a broader industry trend to phase out easily compromised techniques such as passwords and pins.
Security no longer involves simply physical access; it now must embrace digital access and the authorization to execute transactions and services using personal devices. Examples include leveraging biometrics built into mobile devices such as mobile phones and electronic wearables to provide real-time requests for authorization to complete transactions, access systems, or to move data. Electronic objects and networks which may be connected and accessed using personal electronics include:

The onboard computer system in vehicles, such as automobiles and scooters Medical devices, both external and inside the body Financial accounts, payment systems, and healthcare systems Entertainment platforms, such as video games and television Exercise equipment Luggage tracking Home appliances and HVAC Systems Access control door readers with Bluetooth technology

In the world of digital security these are all considered “connected objects.” Biometric solutions play a mission critical role in the new world of “connected objects” to provide verification and trust (certainty) of an individual’s identity for frictionless, secure physical and digital access. Biometrics provides assurance that only an authorized individual can access their “connected objects.” Security trends to watch for in 2023
2023 will see significant adoption of AI-based analytics in cameras and video management systems (VMS) as more manufacturers provide this feature within their standard camera lines. There are simply too many camera streams for humans to monitor effectively, so AI-based analytics will be a catalyst that enables security departments to do more with less.
Video surveillance for education must integrate easily with other security applications to extend the power of the system.
...ditching manual methods once and for all.
Successful businesses are preparing their operations for the future and want a video surveillance system that is AI capable and has the flexibility to run advanced analytics. Dynamic shifts over the past few years in the way the world does business forced companies to use technology in new ways. Video surveillance systems, once only used for security, are now a tool to help optimize business operations. Businesses want an AI-ready video surveillance system that will generate useful insights from gathered data.
Over 50% of businesses are using AI in some way, with more than 25% reporting widespread AI adoption within their company, according to a 2022 AI business survey by PriceWaterhouseCoopers. The survey shows that businesses that are not already using AI know that new, modern technologies will automate their systems and processes in the future and are budgeting for the infrastructure now.
Video surveillance systems capable of running AI help businesses scale their ability to analyze and act on data. Advanced uses include systems that can automatically detect and send real-time alerts of security threats and gather data to provide useful information like peak foot traffic or customer wait times.
In 2022 inflation broke a 40-year high. There are few indications that consumers or businesses can expect inflation relief in the cost of goods and services in the near future. Security companies must find ways to increase revenue to compensate for the higher prices in materials, overhead increases, wage inflation, and the possible attrition of customers who need to “tighten the belt.”
According to the National Apartment Association (NAA), demand for apartments is at an all-time high. The demand is driven by a number of young adults aged 18 to 24 who are delaying home ownership and an aging population sometimes choosing to live in apartments.
Parks Associates research finds that 80% of property managers plan to implement smart home devices within the next 12 months, demonstrating a strong demand for automation and operational efficiency in the MDU space (living in an apartment with a roommate, basically).
Whether for a video doorbell or freestanding camera, manufacturers are improving pixel quality, night vision, thermal vision, camera view, camera durability, battery life, and A.I. detecting capabilities.
adoption of vehicle monitoring services is on the rise
almost 50% of apartment or townhome residents report having a package theft, while over 60% of condominium residents report having a package stolen.
Overall, Swiftlane estimates $6 billion worth of packages were stolen in 2020.
Frictionless Technology Keeps Gaining Momentum
Before the pandemic, the market was moving toward frictionless options, but COVID accelerated the need for touch-free technology. Today, the frictionless user experience is here to stay, the company says, because it delivers highly secure access using biometric identifiers that are unique to each individual, have greater ease of use, and can reduce the spread of germs.
The three primary technologies used to create a frictionless experience are iris scans, facial recognition and facial authentication. Iris scans have proven to help boost security, but adoption has lagged, given the disruption it creates for movement into secure areas. Facial recognition, primarily used in mass surveillance, has shown promise, but privacy concerns have slowed adoption.
And, with the introduction of facial authentication in everyday consumer products such as the iPhone, it is becoming the go-to technology to create a frictionless environment
When facial authentication is coupled with intelligent systems, not only can someone receive real-time security alerts when unauthorized access to restricted entrances occurs, but they also get actionable data to modify user behavior.
The security industry is innovating rapidly to provide new solutions that drive revenue and customer loyalty. Product features that are cutting edge today will be expected features in base model products. Dealers need to keep abreast of the latest innovations to source products that customers will start to demand
The impact on security dealers looks to be a net positive, as the major players in the home security space are currently seeing record highs in revenue despite slowed growth and times of economic uncertainty.

Me [19f] and my ex [20m] had been dating for nearly 7 years . We got together at 13/14 and the early years of our relationship were nothing but pure bliss. We were often referred to as “end game” and our peers, family and even teachers would often command us for being able to maintain such a solid and consistent relationship at our young age especially in todays day and age. Going to the same school, having the same friend group and sharing the same hobbies were in my opinion, the things that attributed to our relationship being able to last for so long. Though young and naive , him and I would always express how we felt like God brought us together and that our relationship was uniquely important. We would spend all night chatting and pouring our hearts out , we went on adventures and dates and he knew that ANYTIME he needed ANYTHING I was a phone all away . I would do anything to see him smile and I would give my life if that ment that he would survive. I wasn’t only I love I genuinely felt obsessed with him. As we got older , our relationship began to change and his eyes started to wander . Social media came into play and hormones began to rage more than ever . Eventually he ended up cheating on me with someone he claimed to be “just a friend” which ended up shattering my heart and our relationship. In an effort to convince me otherwise , he got down on his knees and started to cry like I had never seen before and kept repeating that “he only loved me” blah blah blah . We broke up for a few months after I found out but ended up getting back together soon after. Ever since , he would “conveniently” end up in situations where he would have to work with her or was around her. He’d constantly make me feel bad to doubting his loyalty even after he cheated on me after being together for so long . We would constantly argue over him adding her back on social media after swearing that he would never or him texting his sister asking about her and her family. I always felt as though I was the side chick in my own relationship. About a year after he cheated , his childhood best friend [17m] , which he still was extremely close with , got into a tragic accident while on his way home from school . An ambulance hit him and rolled over his body and he died on impact. The news absolutely destroyed my boyfriend and our school. The night of the accident my boyfriend laid up all night crying and pacing up and down . The days following the accident were extremely tough for my boyfriend and he spent hours trying to rationalize his best friends death through many hours of tears. My heart broke for him and his classmates, as his best friend was in his class. The night of the viewing came and my boyfriend attended without me. One of my friends texted me during the viewing and told me that the girl that he had cheated on me with was crying and he went over to hug her . Apparently they were sobbing and embracing each other for a good 10 minutes, he wiped her tears and rubbed her back and vice versa. Though in hindsight , the embrace was justified being that they were both grieving a good friend , the news infuriated me and I felt like I needed to talk to him when he got home . I expressed how the embrace made me feel uneasy and uncomfortable and how I felt as though many other people could’ve comforted her ie her close girlfriends and parents so why did he have to ? Again he put on a whole performance and cried and begged me to just relax because although he cheated they were “just friends” and that the hug meant nothing. Given the circumstances I decided to leave it alone and believe him. I still felt uneasy about the funeral the next day but I shut my feelings off and focused on the real matter at hand ; my boyfriend about to burry his best friend in less than 12 hours. He did assure me that he would stay far away from her at the funeral. The day of the funeral came and I spent the entire morning praying with my boyfriend, wiping his tears and trying to do all that I can to make him happy. I had brought breakfast and hot coco to his house and even ironed his tux for him . I did not go to the funeral myself because I struggle with extreme social anxiety but I was going to watch the funeral online . My boyfriend understood and told me that he appreciated my efforts to support him even though I wouldn’t be there in person. He left and I went back home so that I could watch the funeral . The funeral was beautiful but the entire time I couldn’t stop worrying about him and her. I tried to pan the audience and hoped that the camera would glance over to where he was seated but it didn’t . Finally , 30 minutes before it ended I spotted him on the camera . Seated right next to her … with his arm around her I quickly texted him a long and detailed message with very colorful language. I blew up his phone and threaten to leave him if he didn’t move away from her . He ignored my texts all day and I continued to curse him out and call him constantly. When he got home he said that I could go to hell and told me that I was an ass for blowing up at him on the day of his best friends funeral . We dated for a couple more years and he continued to “conveniently” be around her and every time I would confront him he would tell me to get over it and bring up how I wasn’t there for him on the day of the funeral while she was… needless to say we broke up . But still to this day I wonder AITAH for starting an argument on that day ?

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Hello, everyone
I have a Etsy shop related to gaming design like Twitch overlays, logos, stickers etc. . Running an online shop can be quite challenging, especially when you're just starting out. That's why when I received a message from u/dimipaul offering to help me improve my store, I was both surprised and skeptical. But as she explained that they had analyzed my store and identified areas that needed improvement, I became more intrigued.
She pointed out that my product titles were too short and my descriptions were undefined and not optimized for SEO keywords. She also offered more feedback on my shipping costs and other areas where I could improve. And then came the surprising part – dimipaul offered to rewrite the titles, tags, and descriptions for five of my product listings for free, without any charges.
At first, I was hesitant and thought this could be a scam. But she sent me demos of their previous work and reviews from their previous clients, which helped to build my trust in their services. They even wrote a sample product description for me, which was so attractive, defined, and eye-catching that it would surely attract customers to buy my product.
So, I decided to take a leap of faith and asked dimipaul to rewrite the SEO-based titles, descriptions, and tags for five of my product listings. The conversation was very nice, and dimipaul asked me respectfully if I could sign up for an Amazon Business account in return, which was free and would take less than two minutes. As it turned out, signing up for Amazon Business would give me over $1000 worth of benefits, and she would get an affiliate commission from it.
Within 24 hours, She delivered the rewritten product listings in a pdf form, and I was thrilled with the results. However, I was disappointed that my Etsy store was not getting enough views through SEO. But after a week, my products ranked on the first page of Etsy and were receiving a lot of views. To my surprise, I made 48 sales in the next ten days, I am very happy and excited to the further Etsy journey. Thank you so much!

There is a notebook deep in the back of my closet that I have kept hidden for 5 years now. A notebook I only take out to write in at night. When the darkness feels like warmth and safety. It's filled with Names. Names of my sisters, brothers, and siblings. Some older, some younger than me. A-a lot, who are younger than me now. Names of all those lost over the years. Of those who couldn't bear the pain anymore or were forced to leave this world. I wrote them all down.
I started it after I met another quirkless person for the first time. After I hold her hand while she died. I was ten. I left the apartment one evening. I don't remember why. But, on my way, I saw a girl only a year or two older than me walking toward the park. Her red shoes with white laces were clear in the street lamps. She saw mine. And I followed her to the lake.
Her name was Suzuki Mei. Mei told me about her life. How she sat at that lake with her mother when she was little. How her father always brought her a flower when he got home from work. How angry her parents became when she wasn't what they wanted her to be. She told me what her life became after that fateful day. The fear, pain, shame, and the seemingly endless pit of hopelessness. Mei had wanted to be the owner of her own little flower shop. She told me that she never will because you need to have proof of a higher education and that is something near impossible for the Quirkless. No school would accept her. Mei told me about the flower language and how flowers and herbs were used in history, as medicine, and as poison.
Aconitum, also known as monkshood, wolf's-bane, or devil's helmet. One of the most poisonous plants there are. Depending on how much you digest death can follow within the hour or nearly instantaneous. Mei took three whole bites of the root. I took her hand as we hold our breaths. And I didn't let go as I watched her face twist in pain. I didn't let go as her body convulsed beside me. I didn't let go as she became still. I didn't let go as her body grew cold. I only let go as I saw the first sunlight over the horizon shine. I let go and went home and opened the first page of this notebook. I wrote down everything Mei told me. Her pain, her love, her ambitions that will never be. Even if she hadn't died that night.
After that, I read every paper, website, and forum in search of others like Mei. I would write down everything I could. Their names, ages, dates of birth and death, jobs, or schools.
Misaraki Ai. 11, a student, killed by 2 classmates in a 'Quirk accident'. Inugawa Tenshi, 34, jobless, overdosing on heroin. Tama Haruta, 5, killed by his own mother shortly after his quirkless diagnosis. Miyamoto Kaeru, 14, was abused by his parents for years but only committed suicide after being forced to see them kill his dog.
I made a vow that night, to myself, and every other quirkless person. I would never kill myself. No. I promised to be the one who would bring change to this society. I-I promised Mei I would open a flower shop in her name one day. I promised Hayate to build the shield he mailed me the blueprints to before he said goodbye. I promised Chiyo that I would take in her dog when she finally lost her fight. I promised, that one day, I wouldn't have to make any more such promises.
But in the meantime, I would be the one to remember them. I always try to find people who knew them. Either online or, whenever I could, even take a ride and talk to whoever they left behind. I would be the one to tell their story. However short or painful it may hat been.
Because they Lived, they were Here and they laughed, cried, feared, and loved. They had dreams, ambitions, hobbies, and passions. And they deserve to be remembered. Even if the whole world wanted to erase their very existence.

We (myself 37F and husband 40M) are going through a rough patch which seems to have no end. Where our day-to-day has improved, our fights are generally worse and meaner.
Some backstory: MIL diagnosed with cancer. Husband "Tom" is struggling emotionally with this and I'm trying so hard to be supportive, despite having no genuine relationship with her. She's cold, recluse, never shown interest or care towards me. She is aware of my own health issues and never once asked how I'm doing. Despite this I treat her with kindness and respect bc Tom loves his mom. I've offered a lot of help to her personally and spent many hours doing so. She'd never do the same for me. As for her cancer, we've been given good prognosis.
My mother, on the other hand, very kind, caring - but Tom's relationship with her is strained (another long story). He has major issues being kind to her which he has recently started "working on", our therapist advised him to get a therapist of his own for this matter. Sadly his behaviours have taken a toll on me, and created a situation such that I feel anxious and scared to mention my mom, or suggest spending time with her as a family, or be "caught" spending time with her - because of how he reacts, it causes nothing but trouble for me in our marriage.
We have been seeing Tom's mother / family a LOT recently because it's really important to Tom to spend frequent time with her (due to cancer). Nearly every weekend. Half the time MIL doesn't even want us coming, she dislikes people, Tom forces ourselves on her.
The argument in question: We had a squabble this past weekend as Tom was making plans to see his mom I said he/we can go anytime except Sun lunch we were hosting company. Guess what? Even though MIL had zero wkend plans the "only" time she felt like seeing him was exactly when I didn't want him to go. I let this slide but....
What didn't slide for me is how unfair this whole situation is. I have huge resentment that Tom goes above and beyond for his mom while anything with my mom is such a fight. This sprouted an argument whereby I ended up saying "stop throwing your mom's cancer in my face". I felt like if I heard it 1 more time in the convo I was going to lose my mind. Yes she has cancer, no this does not make her any more important than my mom - and who can say when anybody is going to die!
Well this comment punched him in the gut and ignited serious rage. He screamed at me, swore every name, threw objects around the room and at the wall above my head, slammed doors, hit wall. All this while our baby slept in the room next to ours. He also told me I'm the biggest mistake of his life.
This remains unresolved for many days now. I've tried talking and sincerely apologized for what I said, he apologized for his angry outburst but stands by what he said about me being a mistake. He later said he gave it more thought, I'm not a mistake because of the baby we have together, but he wouldn't want to be with someone who'd say what I said to him. He said I didn't apologize with enough emotion / hugging (?) for him to feel better like excuse me how much warmth can he expect from me after he doubles down on the most hurtful thing he could have ever said? He also said that if I had called him a mistake, he immediately would have felt SO REMORSEFUL for whatever he did to make me feel that and he would have tried to do anything to make it up to me. Well I call bullsht on that because when he says hurtful things that make me cry he doesn't comfort me. When we fight, he abandons me and I have to do the chasing for reconciliation. And I've spent the past few nights audibly crying while he drifts to sleep beside me. I have felt uncared for so long.
I know what I said was wrong and hurtful. I'm also questioning how I can be with a person who makes me feel this unstable and unsafe, there's a small voice somewhere telling me this is very wrong. I'm terrified of divorce. I can't equate what I said with his reaction, but I'm also losing sight of reality here.
Does this sound like abuse (emotional or other)? Or is he truly justified in his words?

I am in a class that is very small and tight knit with no more than 40 students and our grades were recently returned for an assignment.
I was marked quite harshly in one criteria which I don’t think is very accurate at all. For context I received a “C/B” on a scale from F to C to B to A, and I think I deserve a B/A. I got 14/20 total and I think IF I did get this grade revised, it would probably be about 15.5/20 which isn’t crazy much but I do feel really confused and upset.
However because the class is so small and the lecturer IS the marker, I am really worried that he will be biased towards me and mark me lower in future assessments. It also doesn’t help that this is a writing based assignment so marks are already so subjective.
Should I wait until near the end of semester when all assessments have been finished and before grades are finalised before appealing my grade? I’m so disappointed in my grade already but the fact that part of it isn’t even justified is really bothering me.

I play with a couple of sweaty friends who think THEY are bad and I’m very casual and I am nowhere near their level but I think I’m average and I try to tell them they’re actually a little above average because they think I’m really bad (they still play with me because I’m chill and they just carry me lol). My K/DR varies between .7 and .8 and theirs are high 1’s and almost 2’s. I think my highest kills in one game was 12 and highest damage in one game was 2,080.
So, tell me - what’s your K/DR? I feel like “average” casuals rest somewhere around .5-.9 while above average is higher. If we play on firing range I can still kill them because I’m not constantly getting shot in the back or third partied but I’d say they definitely have better aim, movement, and situational awareness than I do. I also have TERRIBLE CoD timing luck.

So I'm moving to Bangalore next week (from Chennai). Got a job in a product based company with a package of 10lpa. What are the do's and don'ts a newcomer should be aware of. Also I'm literally broke and have borrowed 15k to settle in, so how do I chose PG's and save money for the first month and eventually get socialized or blended to the Bangalore environment. I can speak English, will it be enough to communicate as well ? I do not have any friends in Bangalore. So pls help me out.
P.S : I'm moving somewhere near Marathahalli/Yemalur.

I made an email extension that uses AI to suggest responses based on the context of your email, which has made composing emails 10x faster. It's completely free and doesn't collect any personal data: Athena on Chrome
As someone who has always struggled with finding the right words to say in emails, I scoured the internet for a solution but couldn't find anything that worked for me. So, I decided to take matters into my own hands and created a Chrome extension that writes and replies emails.
Creating this extension has made me consider the broader implications of AI in communication. How will AI change the way we interact with each other in the future? This is a question that has been on my mind, and I'm excited to see how it unfolds.
If you're interested in giving my extension a try, search for "Athena AI" on the Chrome Web Store or click here. As always, I welcome any feedback and suggestions to make the extension even better!

I had been considering solar for awhile and my roof is going to need replacing in the near future (its 20+ years old no leaks normally but some signs of a small one in hurricane conditions). While my power bill isn't outrageous isn't to cheap either (about $160-$380, my last 2 months were about 1500kwh used) so I was strongly considering getting solar if the savings looked to cover a good chunk of the bill. I looked for a company that could do both found Sun-Tec and Solar Bear, Sun-Tec's rep felt like the very definition of a sleazy salesman but Solar Bear seemed good overall.
Quote from Solar Bear LLC for Pasco County Florida
10.8 Kw salfab system 15141 kwh annually
28.6 squares gaf roof
$82,141 before considering any solar credits of which about 22k is the roof (they gave me a number abit north of 15k IF the tax credit 30% is applied to the value of the roof which I'm not certain is even valid but working it backwards came just under 22k for the full price)
with the layout of my roof this is roughly the maximum number of panels that could be put on with proper spacing estimating 85% of my energy cost. That said my house needs new insulation blown in but I didn't want to do it until the new roof was on so we aren't at peak efficiency and we are about to install an on demand water heater so between them we'd probably end up in the 100%+ range for most of the year
Is this reasonable? I feel like the solar end of this is higher then I was expecting and the Roof is near the top of the range too.

Me and my girlfriend are moving to the bay area this summer for our internship and looking for someone to share a flat with (preferably another couple). We’d be looking for areas near Mountain View or Sunnyvale… Please reach out if anyone would be interested in finding a place together…

Hello all.
Yesterday I tried baking something with cassava root flour I got from the African store and I got bloated like I've been a few times in my life; like a balloon with lots of intestinal pain. That got me to wonder what's best for my microbiome: should I keep eating it, maybe in smaller amounts, or should I stop taking it because of the negative effects it has on me?
For the record I suffer from Intestinal Methanogenic Overgrowth (IMO).

“When My servants ask you ˹O Prophet˺ about Me: I am truly near. I respond to one’s prayer when they call upon Me. So let them respond ˹with obedience˺ to Me and believe in Me, perhaps they will be guided ˹to the Right Way˺.” (The Cow - Al Baqarah, 186)

Buckle up folks, this is a heck of a story, and very long. TL;DR at the bottom.
This all happened within the last couple weeks. I'm currently about ten days post op. I'm staunchly child free and have a Bilateral Salpingectomy scheduled for early May. I haven’t been sexually active for over a year, but recently came to an understanding with a discreet FWB. Hormonal birth control is not an option for me, so we’ve been using a combination of condoms and Phexxi. Welp, unfortunately, due to a combination of a broken condom and human error, I ended up pregnant. I was pretty sure I was pregnant right away. For the same reasons I can’t use hormonal birth control, plan B was not an option for me.
My body felt weird and I was a little crampy. I was a few days late for my period, and a home test was inconclusive, so I immediately went to Planned Parenthood. A urine test confirmed a positive pregnancy, so I scheduled an in clinic abortion in a few days. I had the option to take a pill, but it would mean more time off work, so I opted for the in-clinic option.
The staff at PP were amazing. There was zero pressure to do anything I didn’t want, and I was treated with kindness and respect. It was so surreal to me, to have the thing I’ve been terrified of most happening inside my body and I felt that I had no control. People make it seem like the minute you find out you’re pregnant you're filled with maternal instincts and love for a future baby. That absolutely did not happen to me. I felt as though my body had been taken over by a foreign being and I’d lost my future to a parasite. All I could think over and over in my head was “GET IT OUT GET IT OUT GET IT OUT” The day of the abortion couldn’t come soon enough.
Day of, they did a transvaginal ultrasound but couldn’t visualize the pregnancy in my uterus. The doctor explained to me there was a good chance that since it was probably only about two weeks old, there was a chance it was just too small. They gave me a choice to come back in a week, or to go through with the suction procedure and they would take a look at the tissue to confirm it was a pregnancy. I opted to go through with the procedure, I just wanted to get it done and over with.
They gave me a mild sedative, but hot damn that procedure was painful. They had to open up my cervix, which is really rough for me. I’d had it done when I got an IUD placed a number of years ago, but this was really intense. It lasted a few minutes, but it was far less painful and far shorter than childbirth. I was exhausted when they were done, and dozed quite a bit afterwards.
I work nights, but took that night off. I slept for about four hours after I got home from the procedure, then stayed awake watching TV until about 4 am then went to sleep so I could work the next night. I woke up around 2 pm, did some gentle stretching, then started getting ready for work. As I was walking I suddenly felt a sharp pain in my lower right abdomen. It was so intense I almost went to my knees, but as suddenly as it came, it went again and I felt fine aside from some mild cramps. The clinic told me some cramping was normal, so I didn’t pay it any mind, but over the course of an hour it got much worse. It was as intense as my worst menstrual cramps from back when I was a teen. I felt like throwing up, I was sweaty, clammy, and weak. Sometimes a CBD bath will help with my menstrual cramps, so I tried that, but as soon as I got in the hot water I felt like I was going to pass out and the pain intensified. I got out of the tub and went to my room, trying to decide if I should go to work or not, and ended up on the floor in my bedroom, literally writhing and crying out in pain. I contacted the after hours clinic and told them what was happening, and the very bored sounding woman told me to take ibuprofen. I texted my mom who lives nearby and asked her to bring me some ibuprofen, as all I had was acetaminophen.
My mom showed up, took one look at me and said either I was calling 911 or she was. I contacted 911 and told the dispatcher what was happening. The EMTs showed up, took some vitals and transported me to the nearest hospital. The whole time I felt like I was being a big baby and over exaggerating, though the pain was intolerable and I was still writhing in pain. The pain would come in waves and felt like it started near the right side of my belly button and traveled all the way down to my right knee.
The ER doctor took my pain very seriously and talked me into agreeing to morphine. Once I was on morphine, the pain went down to about a 7 out of 10, and I realized just how much pain I had actually been in. There was a lot of concern for me and they did another ultrasound. This one was external and transvaginal, and I’m going to tell you, that transvaginal ultrasound was absolute torture. I am not exaggerating, even on morphine I was holding on to the sides of the bed and tears were pouring out of my eyes as the poor tech did what she needed to do to see what was going on. The ultrasound felt like it went on for one million years, but it was probably closer to ten to fifteen minutes. I could barely walk afterwards. I was in so much pain, so they put me in a wheelchair and took me for a CT scan. The CT scan was much less invasive, but I was still in a lot of pain. The ER doctor then gave me more morphine and some zoloft.
The OBGYN came in and told me I had an ectopic pregnancy that had burst and I was bleeding into my abdomen. The Surgeon told me I needed emergency surgery to remove my right fallopian tube. I let her know I had a bilateral salpingectomy scheduled for the next month and was hoping she could just remove both fallopian tubes while she was in there.
The surgeon was very nice, but explained to me that since it was a Catholic hospital there was no way she could remove both. You could tell she didn’t agree, but her hands were tied. She even explained that not all Catholic hospitals had that restriction, but our Bishop had ruled that unless it was medically necessary they couldn’t do any bilateral salpingectomies. I even contacted a nearby hospital where my Bi Slap was scheduled, and asked if they would do it. They stressed to me that I literally could die if I delayed my surgery at all and for various liability reasons they couldn’t perform the bi salp right then. They urged me to stay at the hospital I was at and just get the emergency surgery done as soon as possible.
The whole thing happened very quickly. Within two hours of being in the hospital I was in the surgery room. The surgery staff were all lovely and I woke up feeling so much better than I had since the whole nightmare started. They gave me a wonderful button that gave me pain meds when needed, and I slept the rest of the night and into the day. They released me the next day with instructions to be off work for two weeks then on light duty for another two. I’m currently about a week and a half post surgery and am feeling much better. The first week was really tough. I kept over doing it and then getting exhausted, so I had to force myself to take it easy.
Anyway, I’m waiting to hear back from my surgeon on whether I can still have my other fallopian tube removed in May. While I’m glad I’m alive and that things worked out, I’m so incredibly frustrated that I’m going to have to have two surgeries, which means I have to take twice the time off work, twice the hospital bills, twice the wear on my body etc.
I’m willing to answer any questions anyone has. Hopefully this story is helpful for others in my situation.
TL;DR: I had an ectopic pregnancy that burst and required emergency surgery. Due to the fact it was a Catholic hospital they wouldn't remove both fallopian tubes, only the right one that had been affected.

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Hi, Could someone please tell me how am I supposed to download it when it’s ”not available in my country or region ” even thought the coming soon page was? Just please I don’t care if I have to use alt store.

Hey all. First off. Wonderful that this community exists, I cannot wait to begin a fulfilling journey of healing. I'm a 27 year old male unvaccinated.
Some background - I've had COVID 6 times throughout the pandemic, after each infection my mental health worsened and worsened. My theory is that, due to living in an old moldy home - my immune system couldn't combat the mold and the mold exacerbated my mental health issues. It was manageable, until it wasn't between the 5th and 6th infection, things popped off. I'm a part of the Long Covid community, however, I've recently been thinking. This may not be "Long Covid - Long Covid" this may be mold exposure toxicity.
Sure enough I ran some at home mold tests. Ends up the bedroom I was suffering through the worst of my symptoms was between two moldy water damaged attics, with the attic doors having unsealed direct airflow into the bedroom between them. I was basically in a microwave of toxicity. The exposure tests themselves are gnarly. I've sent them in, pending species results. All of my horrific, terrible, inflammatory symptoms are super consistent with what you all describe. I've had nearly 200 symptoms over the past 8 months. Odd quirky, horrible, traumatizing symptoms.
I've come a very long way in healing. My remaining symptoms are feeling emotionally empty, apathetic, and careless. It feels like the upper right portion of my brain isn't attached to the rest. I dealt with Bells Palsy although its basically recovered. Anyways, emotionally empty, mentally/cognitively impaired, damaged executive function, low dopamine - no drive/desires, gut issues, and fluttering/weak heart/heartbeat. Sometimes my heart spins into a massively fast heartbeat that makes me feel like I'm having a heart attack, so that's fun.
If anyone has any advice on anything that'll just improve this damn mood or get me cognitively sharpeenergized. That'd be great.

I made an email extension that uses AI to suggest responses based on the context of your email, which has made composing emails 10x faster. It's completely free and doesn't collect any personal data: Athena on Chrome
As someone who has always struggled with finding the right words to say in emails, I scoured the internet for a solution but couldn't find anything that worked for me. So, I decided to take matters into my own hands and created a Chrome extension that writes and replies emails.
Creating this extension has made me consider the broader implications of AI in communication. How will AI change the way we interact with each other in the future? This is a question that has been on my mind, and I'm excited to see how it unfolds.
If you're interested in giving my extension a try, search for "Athena AI" on the Chrome Web Store or click here. As always, I welcome any feedback and suggestions to make the extension even better!

My(m18) boyfriend(m20) lives with his grandparents and has since he was a child. He was going to move out a while ago, but he ended up having some heart problems and they decided it was best for him to stay home for a while so they could keep a check on him/someone would be around if he had a spell and needed to go to the ER (which has happened multiple times)
They are in a tough financial situation to say the least, and my boyfriend is the only one in the house with a job. Both of his grandparents draw social security, his grandfather draws retirement, and they get a $500 child support check every month for his little sister on behalf of their late mother.
Here’s where the problem comes in. His grandfather started asking him for $200-300 dollars every time he gets a paycheck (which is usually only about $500-600), and I at first had no problem with this. However, I’ve started to consider where a lot of that money is going…
It’s going to pot. They spend $720-820 a month on pot. Pot that my boyfriend does not smoke. A majority of that pot goes to his little sister and the remaining fraction goes to his grandmother.
My boyfriend pays his own medical bills, all of them. He pays for his therapy, his psychiatrist, his medications, he’s paid all of his hospital/ER bills, he pays for his own gas, he pays his own insurance, he pays his own phone bills, etc. His sister is 17 and refuses to get a job to help out at all. So over the past couple months, he has also paid the phone bills of everyone else in the house, he’s paid for his sister and grandfather’s gas, and he’s paid part the electricity bill.
Almost all of the household income, other than my boyfriend’s, goes to food… and pot.
I grew up in a horrible financial situation, as in we didn’t know whether or not we’d have food on the table the next day, and I just know I would be absolutely livid to find out that we were spending nearly $1000 a month on pot rather than focusing on what we need.
Am I wrong to be a little bothered that all of my boyfriend’s money is going towards the necessities of three other people while all the money they make is going to pot?
I want to clarify that this would not strike me as a problem if it wasn’t for the excessive amount of pot being bought at the rate that it’s being bought. He’s expressed himself that this bothers him a great deal. WIBTA if I suggested he set a boundary with his grandparents and his willingness to pay the bills in regards to all of the pot being bought?