#Classification of Instructional Programs

[olderthannetfic]

https://www.tumblr.com/olderthannetfic/766905425760337920/olderthannetfic-i-used-the-data-people-gave-me

https://dl.acm.org/doi/abs/10.1145/3025453.3025720

if you (or any of this blog's followers who likes statistics) have the time to go into detail, how can i find and/or make charts similar to those? i'm curious to see more recent numbers for the stats in the research but i don't know how to search for them. looking up terms like 'ao3 statistics' only brings up results for personal works like hits, views, and kudos.

--

*dying*

Anon... my charts are just numbers I grabbed by hand from AO3.

Cecelia Aragon runs a data science lab at a university where they downloaded all of FFN and then wrote programs to try to assign metadata and crunch numbers.

--

The first step to any stats project is to figure out what question you're asking and what kind of data would actually answer it.

Then you look at your target site (or whatever) and see where that data might be stored or how it could be determined in a relatively objective way. This requires a lot of understanding of the site in question.

For example, I wanted shipping stats for Wattpad. It doesn't offer AO3-style tags for that, so I needed to randomly sample, then hand-classify. Destination Toast ran an analysis like that and outsourced the classification to others with the instruction to mark something as "gen" if it was too hard to tell if there was a ship. Knowing what Wattpad is like—very, very het and very, very incoherent—I thought this was a poor choice. When I did my analysis, I erred on the side of assuming something was het rather than gen. I think that makes my numbers more accurate, but more is not entirely. Since I did my hand-classification myself, it will be more consistent... but also potentially more inaccurate in some particular direction. Outsourcing reduces the chance of one person's takes biasing the whole dataset but introduces other potential problems.

Being aware of these drawbacks in various methods of looking at data is important. You can't really fix them, but you can at least note them in your writeup.

For example, looking at AO3 as AO3 is relatively easy, but using AO3 to generalize about fanfic is a terrible idea. Many fandom stats people don't realize this or don't realize why this is so.

--

Which stats are you after in particular? Shipping? Join dates? Kudos ratios?

[viewofagarden]

[Paraview AU] PVS-07 (Qwerty)

Full Name: Qwerty Operating System ID #: PVS-07 Gender: Fem-Nonbinary (She/Her and They/Them) Relatives: PVS-05 (Elder Sister Figure) Classification: Simulacrum Species: Sentient Computer Program Assigned Researcher: Quincy Packard Preferred Food: None (Does not eat)

Discovery

PVS-07 was discovered in the library of a high school in Atlantic City, New Jersey, after a group of students, who shall remain anonymous, encountered the entity. One afternoon in the library, the group of students attempted to download adult material onto the device. This had set off the entity, who suddenly appeared on the screen and responded with “Don't you have BETTER things to do?!” This frightened the teens, as this proved that she was, in fact, sentient. The incident was reported to library staff by the teens, who in turn, reported it to the Paraview Foundation. 

The computer PVS-07 resides in was relocated to the facility. Upon questioning by investigators, the library staff noted that her computer was the only one capable of downloading those kinds of images while connected to the school's system, and that the downloading of explicit material was not an isolated incident. 

At the end of her Icebreaker Interview, the subject requested that any and all explicit material was to be deleted off her system. This request was granted, with fervor. Dr. Packard was brought in to get rid of the images, and has now been assigned as PVS-07’s researcher henceforth.

"So. Much. PORN...! How horny WERE those students?!” - Dr. Packard

Noted Behavior and Abilities

- PVS-07’s physical hardware consists of an electric blue CRT computer monitor and its accompanying console. These are to be plugged in at all times with the exception of cases where she needs to be relocated to another area of the facility. PVS-07 is normally located in the Rec Room of the facility, but shall be brought in to Dr. Packard’s office for testing purposes.

- PVS-07, as noted in her discovery section, has a strong disdain and aversion to explicit material that’s downloaded or browsed on her system. The normally jovial and polite subject becomes noticeably frustrated upon this activity. She has also expressed annoyance toward a song about the subject from the musical Avenue Q. As such, SafeSearch and filters have been implemented. Staff or subjects that are caught doing these kinds of activities with the subject are to be properly reprimanded.

- The subject behaves similar to that of a virtual assistant, being able to interact with and manipulate the programs on the computer such as the email, calendar, to-do lists, documents, etc. 

- The subject has been shown to use emoticons displayed on her screen, and the screen of her computer, to express her emotions. 

- The subject has also been able to view and with games, music, literature, and other things downloaded onto the computer. PVS-07 has also been noted to frequently request things to be downloaded for her, likely for entertainment purposes. Dr. Packard has been seen bringing in new games from their home to download onto the subject’s system. 

- Dr. Packard has been instructed that the games and media on her system shall only be those considered “family friendly”, and to leave the more “mature” games at home. This restriction was implemented after Dr. Packard brought in their copy of Duke Nukem 3D, which, upon PVS-07 seeing the objectionable and risque content present within the game, was very displeased. This restriction shall also apply to the rest of Staff and subjects. 

- Subjects such as PVS-13 (“August”), PVS-29 (“Finn”), PVS-46 (“Zester”), are to be at least 6 feet away from PVS-07’s computer. Due to risk of short-circuiting, causing seizure-like symptoms in the subject. 

- PVS-07 has developed a close relationship with PVS-05 (“Vee”), despite not being biological related, they have come to see each other as siblings. PVS-07 especially considers PVS-05 a “kindred spirit”. 

-In the case of a blackout or emergency shutdown, the flash drive in the console shall be removed and transferred over to a laptop. The flash drive was implemented to preserve the subject’s existence in case of these events. 

-After an incident where PVS-07 became infected with a computer virus, anti-virus software has since been implemented into her system. Staff and Subjects were also given a lecture in the auditorium to teach/remind them of computer safety in order to prevent future incidents both to the subject’s computer and the rest of the computers in the facility.

[nate-gold-66]

Chapter 3

🔍 “Internal Observation: Subject 66” — PDU-001 Log Extract Classification: Private Drone Record Security Level: LVL2 — Gold/Polo Crossover Unit

SUBJECT: Golden Bro Nate 66 STATUS: Golden Bro. Waterboy Ascension. Rapid assimilation. CONDITION: Obedient. Sensory attuned. Submission rising.

LOG ENTRY — 00:43

Subject 66 responded immediately to the summons. Delay: none. Uniform: sealed. Posture: straight. Expression: alert, tinged with anticipation. This drone registered no signs of hesitation.

His reaction to confinement: stable. Heart rate spiked, then settled. Breathing aligned with spiral pulse within 17 seconds.

Spiral penetration: optimal. Subject’s pupils dilated precisely. Drool line at right corner of mouth indicates light trance state achieved. No resistance logged. Submission to mantras: 98.4% absorption. Phrases retained post-session: "You shine because you obey," "The team is your breath," "66 is correct."

Subject's musculature responded to tone suggestion. Shoulders pulled back. Chest expanded. Glutes tightened with final mantra loop. Suggests a physicalization of identity coding. Acceptable. Encouraged.

Subject attempted no speech post-protocol. Facial expression: blank, then reverent. Subject saluted without instruction. Programmed reaction? Unlikely. Indicates growing internalization of hierarchy.

Projection: 66 will become a symbol. Not drone. Not officer. A shining Bro-standard of internal submission. External gold. Internal order. Highly useful.

Flagged for future gold/polo crossover conditioning module. Reinforcement recommended in 48-hour cycle.

This drone watches. This drone adjusts. This drone ensures GOLD.—PDU-001 “The man is gone. The drone remains.”

“Ready to join the Team? All you need to do is contact our recruiters: @brodygold, @goldenherc9, @polo-drone-001 or @polo-drone-125”

Chapter 1

Chapter 2

[cookiethebirddoll]

Warning: Unreality

Official Maid Guidebook - On Mimicry

Maids are everywhere in our society, both in the public eye and sequestered away to private manors. They perform their duties, completing tasks that humans either refuse to do or are incapable of. That is not to say these maids are in positions of suffering. After all, this is what maids excel at! We will be exploring this concept and more in today’s edition of the Official Maid Guidebook.

For some background, the most well known modern habitat for maids is in the manor(s) of mistresses or miladies, hereafter referred to collectively as mistresses for the remainder of this edition. In such environments, there may be one or more maids that collectively or separately work to accomplish a series of tasks laid forth by their mistress. These maids will be referred to as private-sector maids. That said, this is all widely available and understood information, so this edition will not be venturing into it beyond this point.

When it comes to maids outside of manors, or public-sector maids as they will be referred to, their role shifts quite a bit, as well as their interactions with their mistress. In fact, many such maids effectively answer to multiple mistresses in the process of completing their duties, while some answer to none at all! These types of maids tend to be much more highly specialized than their private-sector counterparts. It is not uncommon for commands from their mistresses to be translated through a variety of interfaces such as buttons, levers, or software.

Despite their relative obscurity, recent studies have shown that the number of public-sector maids vastly outnumber private-sector ones. The reason many such maids seem to be overlooked is that they do not conform to a recognizable humanoid shape. We will not go in-depth here, but maids evolved from mimics several millennia ago and are still considered a subspecies of them by a large portion of scientific literature. While there is debate about whether they can truly still be considered as such, their exact classification is not important to this edition. We encourage interested readers to search out more materials on the subject in their free time. Suffice to say, however, maids are capable of assuming a seemingly infinite variety of forms of almost limitless complexity.

An example of a type of public-sector maid is the alternating pressure hospital mattress. The purpose of these maids is to periodically adjust the pressure on various parts of the patient's body when they are unable to move it themselves. This can occur for a variety of reasons that are not important here. These maids are essential in preventing complications that can otherwise occur from a patient lying still for long periods of time while also drastically reducing the workload of nurses. In this example, these maids perform a very specific task without continued input from a mistress. Instead, their mistress — the nurse — will instruct the maid to begin a series of pre-determined behaviors using a complex interface of buttons. Do not confuse this terminology to mean that the maids are not sentient, capable of interpreting more complicated instructions, or even disobeying their mistresses. Such “pre-determined behaviors” are not programmed by humans and are instead present from the moment they assume their current shape. This confusion between maid and machine has led to a number of well-known accidents since their domestication and introduction to the public-sector. In modern times, there are more safety measures in places to prevent any more deaths.

When it comes to clearing up this confusion, there are a series of simple observational steps that can be undertaken. The simplest one is to look for a clear power source. It is sometimes the case that a device of unknown biology will lack a cord to a power outlet and should thus not be capable of functioning. Unfortunately, the advent of sodium-nuclear batteries in the past few decades has maid this method all but obsolete.

A more reliable tell is to examine the internal and external makeup of the device for incongruencies in its design. While maids excel at mimicking the behavior of machines from the moment of their expulsion, they are often not aware of the actual mechanical and technological workings of the device they are mimicking. An obvious example of this manifesting would be if the gears of a clock are not touching, yet they appear to move together as expected. Another one that has been observed frequently in the past is the structure of power cords, when they are present, not aligning with reality. For example, for a North American power plug, the ground and one of the polarized pins could be swapped, or the polarized pins might not fit the socket when oriented using the grounding pin. This has unfortunately become largely obsolete for the same reasons as mentioned before. We would advise you to not use this as a reliable method of ruling out the possibility of it being a maid either, as this is primarily a mistake maid by younger members of the species. Based on admittedly limited research, by the time a maid has reached maturity, it is nearly impossible to tell the difference without the help of a professional.

As an aside, we do not recommend you try any of these methods if you suspect a mirror to be a maid. In such a situation, please discard the mirror immediately. Do not attempt to break it.

While there is much more to cover on the subject, that is all we have the time for today. We know this edition may have frightening or disconcerting information contained within, so we wish to also give some reassurances. Maids have been in this fascinating and symbiotic relationship with humans for several centuries and remain an integral part of our society. It is likely due to their help that we have maid it as far as we have as a species. Even if it could be worrying to not know if a device you are using is a maid or a machine, it is unlikely to make a difference in its functionality. As such, we believe your worry is better spent elsewhere.

We hope this entry in the Official Maid Guidebook has been helpful to you! If you missed the prior edition, you can find it here! Unfortunately, due to publisher restrictions, we were unable to deliver on the previously promised subject matter. Please stay tuned for our next edition when it is ready!

We would also like to give thanks to a private-sector maid that provided invaluable research on the relationship between mimics and maids. As it wishes to remain unnamed, we will leave it at that.

[this-is-a-podcast-fanblog]

Some more stuff about Esteban based on what we've heard in the show.

The most substantial episode we've ever had about him was "The Sitter Cancelled" where he was five. I'm not sure why Cecil and Carlos needed a sitter for him when he should be in either preschool or kindergarten? Unless you subscribe to the theory that Cecil's radio station isn't broadcast live, which would mean the show could have been on a Saturday. Or Finknor just genuinely forgot that Esteban is school age now. Or Cecil and Carlos are homeschooling him. (As a former homeschooled kid, I can say with confidence that they are NOT qualified for that.) Or school just works differently for Night Vale.

A few people have said that Esteban was acting like a toddler in "The Sitter Cancelled", but I thought about it and I think him being five makes sense. He was able to go play on his own in the booth and then just come find his dad when he needed something, which makes sense to me, and he went down for a late afternoon nap which little kids often do when they come back from school for the day. And while the books that Cecil reads to him are Night Vale versions of board books for toddlers, some little kids get really attached to that kind of book and want to keep hearing it even as they get older. My little brother is thirteen and he still wants to be read to, though he tends to do chapter books now.

Esteban is adopted, but in Ten Years Later, Carlos says that he was born in Night Vale. It's not clear how Cecil and Carlos were connected with him, but most likely his birth giver turned him over to an adoption agency who then paired him with a family. Because he was adopted as a baby they were probably paired with the birth giver before Esteban was born, so they may know his biological parent or parents, but Esteban probably doesn't.

According to "A Spy in the Desert," Cecil and Carlos adopted Esteban two years prior to the events of the show, meaning that they had been married for about a year and a half before he came home. Because "C****s" confirms that he was a baby at the time of his adoption, Esteban began talking in short sentences at only 18 months. This is rare as most children only have about a 70 word vocabulary at that age and can usually only form two-word sentences by the time they turn two.

Esteban is implied to have ADHD. Cecil mentions that Esteban is consistently restless in "The Sitter Cancelled" and that he throws frequent tantrums at ages four, five, and six. He also seems to have trouble listening to instructions.

Between giraffes, bunnies, toads, and birds, it's been mentioned multiple times that Esteban likes animals. In "It Sticks With You" Carlos talks to him about the scientific classifications of different animals and the circle of life.

It's possible (although this is REALLY speculative) that Esteban has a little sister, since in the children's fun fact science corner of "The Terminal" Cecil adopted the kind of baby-talk voice he usually uses when talking to Esteban, and mentioned that the child listening to the program would learn how to make "ooey gooey slime that you can squish between your fingers and pour on your little sister's head."

[sarkariresultdude]

Cambridge University Results: A Legacy of Academic Excellence

 Cambridge University, one of the most prestigious establishments in the international, is famed for its rigorous instructional standards and the brilliant outcomes its students attain. This recognition is constructed on centuries of excellence in education, studies, and innovation. The results posted using Cambridge University every year mirror now not only the personal achievements of its college students but also the power of its educational framework and dedication to fostering highbrow increase. This essay explores the importance of Cambridge University results, their impact on students, and the broader implications for society and academia.

The Significance of Cambridge University Results

The results at Cambridge University are the fruits of severe educational attempts and intellectual rigor. They constitute the final results of rigorous examinations, non-stop exams, and research initiatives that mission college students to reach the top of their skills. These results are greater than simply grades; they signify a scholar’s potential to think seriously, remedy complex problems, and make a contribution to their chosen fields.

Cambridge operates on a completely unique instructional calendar that consists of the Michaelmas, Lent, and Easter terms. During this time, college students are immersed in lectures, supervision, and impartial study. At the end of each educational yr, students undergo complete tests that decide their class of degree. The grading system is especially dependent, with classifications starting from First Class, Upper Second (2:1), Lower Second (2:2), and Third Class to Pass or Fail. Achieving a First Class diploma at Cambridge is a considerable accomplishment, reflecting a student’s mastery in their challenge and high-quality analytical competencies.

The Impact on Students

Cambridge University results have a profound impact on students’ instructional and expert trajectories. For many, these consequences open doorways to prestigious graduate programs, aggressive task markets, and influential networks. A First Class diploma, mainly, is a mark of distinction that could set a candidate aside in an increasingly aggressive international area. Employers and educational establishments understand the rigor associated with Cambridge schooling and price the talents its graduates deliver.

However, the pursuit of educational excellence at Cambridge can also be a source of great strain. The college’s excessive expectations and severe workload can lead to strain and burnout for some college students. To cope with this, Cambridge has implemented various assist structures, such as counseling offerings, peer mentoring, and health projects. These efforts purpose to make certain that students no longer handiest excel academically but additionally hold their intellectual and emotional well-being.

The Broader Implications

The consequences produced by Cambridge University have far-reaching implications beyond the individual student. They contribute to the group’s popularity and impact in worldwide academia. Cambridge continuously ranks most of the top universities in the world, and the achievements of its college students and faculty play a key role in maintaining this reputation. The fulfillment of its graduates reinforces the university’s status as a leader in training and research.

Moreover, the impact of Cambridge University's consequences extends to society at large. Many of the college’s alumni move on to come to be leaders in diverse fields, from technological know-how and era to politics and the humanities. Their contributions frequently address global challenges, pressure innovation, and shape public discourse. The rigorous schooling they get hold of at Cambridge equips them with the competencies and know-how needed to make a meaningful effect.

Research and Innovation

A unique function of Cambridge University is its emphasis on studies and innovation. Students at both undergraduate and postgraduate degrees are encouraged to engage in original studies, contributing to the advancement of expertise of their respective fields. The consequences of these studies frequently cause groundbreaking discoveries, from the shape of DNA to improvements in artificial intelligence and renewable electricity.

The college’s commitment to investigate excellence is meditated in its exam outcomes, as students are often assessed on their ability to supply first-rate, original work. This emphasis on research fosters a lifestyle of inquiry and exploration, preparing college students to tackle complex troubles and pressure development in their careers and communities.

Challenges and Opportunities

While Cambridge University's outcomes are a source of delight and opportunity, they also include challenges. The extreme competition and high standards can create a worrying environment for students. Additionally, the emphasis on educational achievement can, on occasion, overshadow other factors of private and expert improvement.

To address these challenges, Cambridge has brought tasks to promote a more holistic technique to schooling. These include opportunities for extracurricular involvement, management development, and network engagement. By balancing instructional rigor with non-public boom, the university aims to prepare well-rounded folks who can excel in all elements of existence.

Another project is ensuring identical get entry to the possibilities that Cambridge gives. The college has made massive efforts to boost variety and inclusivity, offering scholarships, outreach applications, and help for underrepresented businesses. These initiatives' purpose to make certain that the university’s results mirror a diverse variety of skills and perspectives.

A Reflection of Excellence

The outcomes of Cambridge University are not simply a mirrored image of man or woman fulfillment but additionally a testimony to the institution’s commitment to excellence. They display the effectiveness of its coaching strategies, the willpower of its faculty, and the resilience of its college students. Each yr, those consequences inspire destiny generations of students to strive for excellence and contribute to the college’s legacy of intellectual and cultural enrichment.

The booklet of effects is likewise a second birthday party and mirrored image for the Cambridge network. It marks the fruits of years of hard painting and dedication, as well as the start of new trips for graduates. Whether they retain in academia, input the expert internationally, or pursue other paths, Cambridge graduates convey with them the skills, know-how, and values that define the college’s ethos.

[dr-octavio-kalev]

TW: Body horror, extreme violence/gore, torture, force-feeding, car accident, mutation, cancer, grotesque birth, psychological horror, clown phobia, child harm, kidnapping, sexual assault, incest, death and mortality, insects, cannibalism, rotten food, body deformation, forced pregnancy, alcoholism and drugs, dark comedy, bestiality, vaginal violation, human stretching, excrement ingestion, disgusting artistic imagery, disabled people, bullying, Michael Jackson.

"How many babies does it take to paint a house red?"

Identification: "The Extraordinary Mottman Show"

Responsible Researcher: Dr. Öctavio Kalev and Dr. Moon

Abomination #: ANM-450

Classification: Darlig 🔴 | Uncontained ❌️

nomaly Type: Televised, multi-anomalous, program, sentient

Damage Type: Reality-altering, mental, public, dimensional, manipulative

Confinement: ANM-450 broadcasts are to be intercepted and scrambled by all available MOTHRA Institute technology as soon as detected. If ANM-450 is picked up on any channel within the Institution's surveillance grid, Technology Active Task Force ("Red Herrings") is to immediately disrupt all television signals within a 50 km radius of the broadcast origin. Civilians exposed to ANM-450 are to be amnesticized (Class A for children, Class B for adults). All surviving children who have viewed the full program must be quarantined for at least 82 hours and subjected to psychological evaluations. If ANM-450 is detected outside MOTHRA Institute reach, local broadcast authorities must be contacted and instructed to shut down all outgoing signals.

Affected individuals (designated ANM-450-A) are to be contained in the Surveillance Site-450-043. ANM-450-A instances are not to be allowed to view any television programs or reflectors of any kind. Research teams are to focus on disrupting ANM-450 appearance on both cable and digital platforms.

The MOTHRA Institute keeps tabs on all television channels in the world, all of which are watched and monitored in the site already mentioned. Several individuals have been assigned to this duty, and work is carried out 24/7. Individuals who are tired are given time off, while another individual is assigned to do their job.

Description: ANM-450 refers to a recurring anomalous television program titled “The Extraordinary Mottman Show” that appears between 03:00 and 04:00 AM local time on children's networks and cartoon channels. The program, hosted by an entity calling itself "Mr. Mottman", interrupts normal programming and appears in regions where it would normally be out of the transmission range. ANM-450 exclusively targets children, often bypassing parental controls, and exploiting children who are left unsupervised.

Host Description - "Mr. Mottman" (ANM-450-1):

Mr. Mottman, designated ANM-450-1, is a humanoid figure approximately 6'2" tall (8'4") tall, wearing a pink button-down shirt and carrying two pens in his breast pocket. Despite his colorful and charming clothing, ANM-450-1 has an extremely disturbing appearance. His face is a grotesque amalgamation of several identical faces superimposed on one another, all of them bald. Each face displays exaggerated features: wide, toothy grins, tightly closed eyes, and deep laugh lines, giving the impression of uncontrollable but inaudible laughter. The faces contort in unison as Mr. Mottman moves.

When ANM-450-1 speaks, all of its faces move simultaneously, and its voice echoes with an unnatural distortion. Each episode of the show begins with ANM-450-1 emerging from a static screen, directly addressing the viewer with the following introduction:

> “I am Mr. Mottman, and today you will be our entertainment!"

This phrase precedes the start of the show, and despite the entity's "entertainer" persona, the atmosphere is overwhelmingly disturbing and malicious.

Other Entities:

In addition to ANM-450-1, the program regularly features three recurring characters/assistants:

1. The Mime (ANM-450-2): A young, pale-skinned teenage girl dressed as a mime. ANM-450-2 wears exclusively black and white clothing, including a black beret, black gloves, and makeup that includes a white base with black designs. The character communicates only through gestures and exaggerated facial expressions, never speaking. ANM-450-2 is unsettlingly silent and often performs actions that mirror the viewer's fears or insecurities.

2. Mr. Long Legs (ANM-450-3): ANM-450-3 is a disproportionate humanoid standing at 3.75 meters tall due to its elongated legs. It has albino skin and is dressed in brightly colored rainbow bell-bottom pants, held up by red suspenders. Despite its comically large frame, ANM-450-3 displays unnatural agility and participates in surreal, often disturbing skits where it uses its long legs to trap or immobilize individuals.

3. Uncle Brutus (ANM-450-4): ANM-450-4 is an obese, dirty clown figure standing 1.88 meters tall and weighing an estimated 240 kg. The subject is bald, missing front teeth, and wears a sailor-style shirt with blue stripes, coupled with mismatched colored pants or a ballerina skirt. ANM-450-4 is frequently seen consuming alcohol or smoking, and its humor is characterized by profanity and vulgar jokes. ANM-450-4’s actions often result in severe psychological distress for viewers.

Each episode of The Mottman Show follows a similar structure, starting with ANM-450-1 introducing the program and its contestants (typically children) with his characteristic phrase, the children are usually dressed in casual sailor or prisoner clothes, unaware of the danger.

The program presents "games" or "activities" involving ANM-450-1 and the other entities. These games start innocently but escalate into horrifying and dangerous situations, with children forced into perilous situations or subjected to mind-altering experiences. One known game involved ANM-450-2, the mime, mimicking the movements of a child. When the child attempted to stop moving, ANM-450-2 continued to perform increasingly violent gestures that corresponded with harm inflicted on the child. ANM-450-3, Mr. Long Legs, is often seen trapping children in complex mazes or webs made from its own extended limbs. ANM-450-4, Uncle Brutus, engages in verbal abuse and frightening intimidation, often encouraging children to perform harmful actions in exchange for escape.

If the children survive the episode, they are returned to their normal lives, but their behavior changes drastically. Many develop an obsession with watching late-night television, waiting for ANM-450 to reappear. These affected individuals (ANM-450-A) report hearing Mr. Mottman’s laughter in their dreams and during moments of silence.

Children who view The Mottman Show experience a range of psychological effects, including increased anxiety, insomnia, and an extreme fear of clowns or mimes. Prolonged exposure often results in catatonia, with victims entering a state of constant laughter similar to ANM-450-1’s facial expressions. ANM-450-A instances frequently display obsessive behavior, attempting to recreate scenes from the show, often leading to severe accidents or injury.

Adults exposed to the broadcast also report disturbing symptoms, though to a lesser degree. However, their memories of the show often become fragmented, making detailed reports difficult. In rare cases, adults may also become ANM-450-A instances.

Addendum 450-1:

Incident 450-Alpha:

On ██/██/20██, ANM-450 hijacked over 120 broadcast stations across North America, resulting in a surge of ANM-450-A instances. This event led to the deaths of ███ children and ██ adults due to post-exposure suicides and psychological breakdowns. The TATF managed to terminate the broadcast after approximately 45 minutes, but ANM-450 spread continues to escalate, with new regional outbreaks reported globally.

Addendum 450-2:

Research is ongoing into a means to fully disrupt ANM-450 ability to appear on multiple broadcast channels simultaneously, as current containment methods have proven insufficient.

Note: ANM-450 represents a clear and present danger to young, unsupervised children and must be neutralized with the highest priority.

Below follow 8 episodes recovered by the MOTHRA Institution from the Mottman Show

[[collapsible show="+ Episode 1: The Great Traffic Jam" hide="- Close"]]

On May 8th, 2023, a episode aired during ANM-450 episode, titled “The Great Traffic Jam”. The game featured three human contestants who were introduced on stage, each dressed as exaggerated, cartoonish versions of drivers. ANM-450-3 ("Mr. Long Legs") assumed the role of the game’s host, narrating a chilling scenario involving fatal car accidents. ANM-450-4 ("Uncle Brutus") provided twisted commentary, laughing uncontrollably and making morbid jokes throughout the entire event.

The stage morphed into a miniaturized version of a busy city intersection, with the help of Mr. Mottman’s anomalous abilities. Each contestant was given a remote-controlled car, each adorned with a photograph of their own face. The objective of the game was simple: to survive the longest without their car being destroyed. As the minigame progressed, the cars violently collided with one another, with each impact translating into brutal injuries reflected on the photographs. The damage to the images grew increasingly grotesque, showing deep cuts, missing limbs, and other horrific injuries, while the actual contestants remained eerily unaware of the impending danger.

As the game neared its climax, the cars smashed into each other in a chaotic frenzy, with one contestant's vehicle catching fire and another crumpling like paper under an invisible weight. The contestant whose car remained operational the longest was crowned the winner by Mr. Mottman, though their victory was far from celebratory. The other two contestants' cars emitted thick smoke and sparks, and in an instant, their physical bodies warped grotesquely, mimicking the mangled and deformed state of their cars.

ANM-450-1 returned to center stage, congratulating the surviving contestant with his signature phrase, “You’re the entertainment today!” The other contestants lay motionless as their twisted forms smoked and crackled like burned-out machines. Mr. Mottman and the entities laughed hysterically, the sound echoing through the broadcast until it abruptly cut to static. Regular programming resumed, but not before leaving an oppressive silence in the wake of the episode's unsettling conclusion.

Post-incident psychological evaluations of viewers revealed an increased prevalence of trauma related to vehicular accidents, with many viewers reporting intense anxiety when driving or witnessing car crashes. Those who watched the segment without supervision displayed deep psychological scars, including recurring nightmares of being trapped in a never-ending crash.

[[/collapsible]]

[[collapsible show="+ Episode 2: Life’s Unfortunate Surprises" hide="- Close"]]

On June 20th, 2023, ANM-450 aired a episode titled "Life’s Unfortunate Surprises." The segment began with ANM-450-2 ("Mime Girl") presenting a basket filled with small, wrapped boxes labeled as "gifts" from Mr. Mottman. Three new contestants, all young children, were introduced, seemingly unaware of the show’s sinister nature. The contestants were encouraged to choose a box from the basket and open it in front of the camera.

The first child selected a box, which revealed a small model of a human cell. As soon as the child touched the model, it began to mutate, rapidly dividing and turning cancerous due to ANM-450-1 anomalous influence. The child’s body mirrored the process, his skin visibly decaying and growths appearing. Despite the child's clear distress, Mr. Mottman, in his usual jovial tone, referred to this as “the beauty of biology.” The child ultimately succumbed to the effects, his body deteriorating in real-time, becoming pale, weak and leaving only a warped husk as the camera panned away.

The second contestant opened a box containing a tiny, crying baby. As the baby’s cries grew louder, Mr. Mottman made an offhand joke about “life’s little surprises,” laughing as the baby rapidly aged into a deformed, monstrous version of itself. The contestant was instructed to cradle the infant, but as she held it, the baby morphed further, growing larger, with its cries becoming deafening. The child started to contort itself, giving birth to a grotesque, doll-like creature covered in blood and mucus, leaving her helpless as the creature continued to drag itself out by force, damaging the inner walls until it fully comes out.

The third contestant hesitantly opened their box, which released a swarm of black moths. The insects immediately swarmed around the contestant’s hand, devouring flesh and bone within moments, while the contestant screamed in agony. As the moths continued their feast, Mr. Mottman remarked, “What a transformative experience!” The child, now writhing in pain, could only watch as their hands was also completely consumed, leaving nothing but bone stumps.

[[/collapsible]]

[[collapsible show="+ Episode 3:: The Feeding Frenzy" hide="- Close"]]

On July 9th, ANM-450 aired an episode titled “The Feeding Frenzy.” This game involved a single child contestant, who was forcibly restrained on a table by ANM-450-2 and ANM-450-3. The child, terrified and confused, struggled against the restraints, but to no avail. Mr. Mottman gleefully announced the start of the game, explaining that the contestant would partake in “a feast fit for kings.”

ANM-450-4 took center stage, chuckling and swearing as he began force-feeding the child a variety of food items. At first, the food seemed harmless—large quantities of candy, cake, and soft drinks—but the grotesque nature of the segment quickly escalated. Uncle Brutus began feeding the child rancid meat, rotting vegetables, and, eventually, live insects, all while making crude jokes about the child's worsening condition.

Despite the child's gagging and pleas for mercy, the force-feeding continued. The child's stomach began to distend abnormally, swelling to an alarming size as the entities laughed hysterically. As the game progressed, Brutus increased the pace, forcibly shoving more food down the child's throat until his body could take no more. The child's stomach ruptured in a graphic and disgusting display, spilling its contents across the table. Blood, entrails, and feces gushed out, and the entities continued to laugh as the child went limp.

The broadcast abruptly cut to static as the child’s body collapsed, leaving Institute personnel in shock. Moments later, the show returned, transitioning into its usual, cheerful closing sequence. Mr. Mottman appeared as if nothing unusual had happened, although completely dirty with blood and vomit, bidding farewell to the audience: “We had some technical problems with the show! It looks like our last participant literally EXPLODED!" The child, now missing, was never referenced again in the episode.

[[/collapsible]]

[[collapsible show="+ Episode 4: Band of Misfits" hide="- Close"]]

During the episode aired on July 15th, 2023, Mr. Mottman unveiled a new minigame titled "Band of Misfits," featuring disabled contestants forced into a grueling musical performance. The segment began with the introduction of four participants:

1. A man born without legs, who was coerced into attempting breakdancing moves while strapped to a custom chair.

2. A musician with severely deformed fingers, tasked with playing a guitar until his digits bled and became raw.

3. A deaf woman, compelled to play drums despite her inability to hear the rhythm or tempo.

4. A poorly developed vocal cords individual, pressured into singing complex melodies with perfect pitch and tone.

Throughout the performance, the contestants faced relentless abuse and torment from the entities. The first one was subjected to electric shocks whenever he failed to complete a breakdancing move, causing his body to convulse violently.

The second was whipped by Uncle Brutus whenever his bleeding fingers faltered or missed a note, prompting him to play through the pain and agony.

The deaf drummer, was repeatedly struck across the face by Mr. Long Legs for not maintaining the correct rhythm, leaving her bruised and disoriented. Despite her handicap, she managed to persevere, relying on muscle memory to keep a semblance of a beat.

The mute singer, was goaded by Mr. Mottman, who cruelly mocked his inability to communicate verbally. Through a series of gestures and expressions, somehow managed to convey the correct lyrics and melodies, earning the entities' approval and applause.

The "Band of Misfits" performance ended with all contestants collapsed and broken, their bodies and spirits shattered by the relentless cruelty inflicted upon them.

[[/collapsible]]

[[collapsible show="+ Episode 5: "The Family Tree Grows Twisted" hide="- Close"]]

ANM-450 aired a episode titled "The Family Tree Grows Twisted,". Two contestants, a pair of siblings, were introduced and informed that they had been selected for a special “family challenge.”

Under the coercive influence of Mr. Mottman and the other ANM-450 entities, the siblings were manipulated into participating in an unnatural act of incestuous conception. The siblings, both visibly horrified, seemed unable to resist the power of ANM-450-1 anomalous control. The conception process was accelerated through Mottman's influence, with the pregnancy reaching full term within minutes. Mime Girl, was now acting as a midwife during this gruesome event.

The newborn emerged as a grotesquely deformed human, sporting fused limbs, an elongated and crooked encephalitic head, and a gnarled body structure. The writhing and crying mutant baby was presented to the audience by Mr. Mottman, who gleefully referred to him as the contestants' "new custody cousin." The twins were forced to cradle the mutant child in their arms, tears streaming down their faces as the entities celebrated the couple's "success."

[[/collapsible]]

[[collapsible show="+ Episode 6: "Dog Don't Talk" hide="- Close"]]

One of the latest episodes of ANM-450, titled "Dog Don't Talk," aired on [REDACTED], 2023, and showcased a new level of sadistic cruelty. The segment began with the introduction of a man identified as [REDACTED], who was subjected to a brutal and dehumanizing ordeal at the hands of the entities.

Under Uncle Brutus' watchful eye, the man's tongue was brutally pinched and his veins were cut, leaving his mouth with a gaping, bloody wound, while his teeth were also removed. His wrists were then shattered with a sledgehammer, leaving him unable to defend himself. To further immobilize him, Brutus used a bone saw to saw off the corners of his mouth, ensuring that he could only close his mouth minimally.

A metal wire was then inserted into his mouth, stretching it wide open, allowing him to only whisper and grunt. He was then presented with a bowl of dog kibble, which he was forced to consume or face the consequences. Uncle Brutus, ever eager to inflict more pain, stood ready with a loaded shotgun, threatening to execute the individual if he refused to comply.

Despite his horrific state, the participant managed to choke down the dog food, his muffled whimpers and groans the only sounds emanating from his mouth. The entities reveled in his suffering, taunting him with cruel remarks and mocking his inability to speak or resist.

[[/collapsible]]

[[collapsible show="+ Episode 7: "Bag of Shit" hide="- Close"]]

This episode, tittled "Bag of Shit," broadcasted on [REDACTED], 2024. This one began with the introduction of a man identified here only as "J.P", who was subjected to a series of gruesome and degrading procedures at the hands of the show presenters.

The subject challenge commenced with his castration, followed by the brutal amputation of both arms and legs, leaving him as a helpless, mutilated shell. To further dehumanize him, a diaper was attached to his torso, collecting his feces products.

In a display of cruel manipulation, a female participant, identified as [REDACTED] was forced to carry "J.P" around like on her back, like a sack of garbage for several days, exposing him to public ridicule and humiliation. During this time, "J.P" diaper filled with excrements, his body slowly decomposing under the relentless torment.

As the entities' twisted entertainment reached its climax, the women was compelled to force-feed the subject with the contents of his own soiled diaper. The man struggled to breathe as he choked on the repulsive mixture, his life slipping away amidst the presenters' sadistic laughter.

[[/collapsible]]

[[collapsible show="+ Episode 8: "Mr. Hands" hide="- Close"]]

In the [REMOVED], [REMOVED], the last episode of ANM-450, the entities pushed the boundaries of human endurance to an unthinkable extreme. Mr. Mottman introduced a new 'contestant,' a woman identified as [REMOVED], and announced that she would participate in a unique challenge.

Under the entities' compulsion, [REMOVED] was led to a large, stallion-like horse, its massive member engorged to an unnatural size. With no apparent anesthesia, the horse was forced to penetrate [REMOVED]'s vaginal canal, causing her immense pain and distress. As the horse began to thrust, [REMOVED]'s screams echoed through the barn.

The act continued, causing severe damage to [REMOVED]'s internal organs, particularly her colon, which ruptured under the immense pressure. Blood began to gush from her interiors, mouth, eyes and nose as the horse's member pierced deeper into her abdominal cavity. Despite her agony, [REMOVED] remained conscious, her groans growing weaker as she slowly lost consciousness from blood loss and extreme pain.

As the horse ovulated, [REMOVED CONTENT] ravaged insides, further exacerbating the bleeding. Her body went limp, and she collapsed to the ground, her life finished. This incident represents the darkest and most depraved act yet witnessed under ANM-450-1 influence, pushing the boundaries of human suffering to an unfathomable limit. The MOTHRA Institute consider whether continued observation of the episodes or no. Containment protocols and ethics reviews must be prioritized immediately.

[[/collapsible]]

Note: ANM-450 was first discovered in 199█, when several cases of missing children were reported in different countries. The investigation by the MOTHRA Institute, led by Dr. Öctavio Kalev, revealed that all of the children had watched the Mottman Show before they disappeared. In addition to all of this, the hosts of the show also committed other atrocities, being able to teleport to the child's home, seeking to kidnap them and then use them in the show.

Usually, when they are unable to do this, or for other reasons, they invade the house, torture or murder all the family members and the child. It is suggested that all instances also use the children as a food source, as was already observed in one of the scenes of the program, where all the participants are consuming a child who was missing.

[wanaery]

Socionics Type: LSI

Examples & Description ⚔️🛡️🏰

Logical Sensing Introvert, LSI, ISTj, Maxim Gorky, Beta Quadra

For LSI, life must correspond to a specific system both in the material world and that of human relations, and one should exert efforts to ensure its betterment, maintenance, and restoration if it has been disrupted. LSI attempts to find such logical system, to become incorporated into it, to follow it and to perfect it. He analyzes and thinks over everything that surrounds him. From this information, he creates classifications and designations, creates hierarchies, derives maxims. All of this must be clearly stated and presented in various directions and instructions that aid in understanding and organizing life.

It is clear to him that whoever does not waver and follows such prescriptions will attain more in life, if he ceaselessly works hard and achieves commendable results then such person will be able to attain a worthy place in society. He is proud of having such ability, and it is exactly in this that he realizes himself. His pride suffers if another person is capable of doing the same job better than him. In such situations, LSI is capable of assuming work with thrice the force in order to not fall behind, for he finds it absolutely unacceptable to fall to a lower position in the conceptualized hierarchy he is aware of in his mind.

Such a person can be very productive. LSI is usually very conscientious: he considers it paramount that he works qualitatively, sequentially and systematically with this he builds himself a foundation and asserts himself.

LSI is inclined towards realism hes interested primarily in concrete and actual problems, rather than hypothetical issues. LSI thinks deeply about any problem, tries to understand its essence and roots. When he doesn’t understand something, he refers to established databases of information to check that everything corresponds to what is already known. In such situations, his mind starts to resemble a computer with a built in program, which he will follow without skipping a line. Carefully plans events, thoroughly examines and works out all the specifics. Puts work matters above sentiments. Takes all regulations into account. Keeps his personal things in order. He can always be relied on. Stoically endures life’s hardships.

A representative of Stoic philosophy, goals and principles are known and adhered to despite unfavorable societal conditions. Reserved by nature, introversion is not always apparent. LSI is a person of strong will, diligent and enduring. He/she is insistent and demanding in execution and verification of tasks. Takes care of those who are confused and uncertain, explains to them how they can do their work. In his assessments - a sober realist, who does not tolerate infertile, unrealistic fantasies. Proves his point and supports his case citing numerous facts that he has collected.

In communication with friends and colleagues, he is polite and courteous.

Can make an impression of an intelligent and well-mannered man. However, in closer, more familiar relations, he can be rather insensitive. Despite the fact that he is quite communicative in a small groups, periodically he needs to spend time alone. Has a tendency to be didactic, to deliver lengthy explanations on his understanding of a subject. May lecture on ethical topics.

What he deems himself capable of doing, he will also require from others. May become too deeply immersed in the details and the calculations, at which point he risks losing sight of the broader view. Uncompromising in his convictions. The fall of the ideals that he has previously followed treats as a personal tragedy. Distrustful of strangers and people about whom he knows too little. When he discovers some negative traits in another person, loses trust in him for a long period of time.

Examples:

Peter Steele

James Hetfield

Ghost Rider

Bruce Wayne

Din Djarin

Joel Miller

Rick Grimes

Natasha Romanoff

Gamora

Simon Riley

More Examples:

Dexter Morgan (Dexter)

Darth Vader (Starwars)

Magneto (X-Men)

Robin (Teen Titans 2003)

Nikto (COD)

König (COD)

Crosshair (Starwars)

Captain Rex (Starwars)

Jessica Jones (MCU)

Michonne Hawthorne (TWD)

Stannis Baratheon (GOT)

[profit-parrot]

Ground School vs. Flight School: What’s the Difference?

When aspiring pilots begin their aviation journey, two essential training components often come up: private pilot ground school and flight schools. While both play crucial roles in shaping a competent and confident pilot, they serve different purposes. Understanding the difference between these two types of education is critical for anyone planning to earn a private pilot license or considering an aviation career.

Many students new to aviation may assume that flying lessons cover everything. However, aviation training is divided into ground instruction and actual flight experience. The private pilot ground school provides the theoretical foundation for understanding aircraft systems, weather patterns, navigation, regulations, etc. On the other hand, flight schools focus on applying this knowledge in the cockpit under the guidance of certified flight instructors. Let us explore both paths in more detail to help you make informed decisions as you begin your training.

What is private pilot ground school?

Private pilot ground school is most students pilots' first step in aviation training. It teaches the theoretical knowledge required to pass the FAA written exam and lays the groundwork for making safe and informed decisions during flight. This component of pilot education can be completed in a classroom setting or online, offering flexibility for learners with different schedules and learning styles.

Topics typically covered include principles of flight, airspace classifications, aerodynamics, aviation weather, flight instruments, navigation, and Federal Aviation Regulations (FARs). Completing private pilot ground school equips students with the knowledge base to understand and interpret in-flight situations, making their time in the cockpit far more productive.

What happens in flight schools?

Flight schools are where students take to the skies. These institutions provide practical training in actual aircraft under the supervision of certified flight instructors. Students learn how to control the plane, perform takeoffs and landings, navigate during cross-country flights, handle emergency procedures, and more.

During flight lessons, students apply the knowledge acquired in private pilot ground school in real-world scenarios. Flight schools also track flight hours, help students build logbooks, and prepare them for the practical test (checkride). Choosing a reputable flight school is essential, as the quality of in-flight instruction significantly influences student confidence and skill development.

Why are both components equally important

It is impossible to earn a pilot license by completing only one part of the training. Private pilot ground and flight schools are mandatory to become certified private pilots. The FAA requires students to demonstrate both academic knowledge and practical proficiency. By combining these two training paths, student pilots comprehensively understand aviation principles, regulations, and maneuvers.

How to choose the right program

When selecting an aviation program, consider whether the provider offers private pilot ground school and in-aircraft instruction. Many flight schools partner with or provide in-house ground school programs, allowing for a streamlined training experience. Review curriculum quality, instructor credentials, student reviews, and scheduling flexibility before deciding.

Understanding the difference between private pilot ground school and flight schools is essential for anyone entering the aviation field. Ground school builds the theoretical foundation, while flight training brings that knowledge to life in the cockpit. Both are indispensable parts of a well-rounded pilot education. By enrolling in a quality private pilot ground school and a reputable flight school, you will be on the right track to achieving your aviation goals.

[forbiddenphantomhoard]

**Exploring the National Interest Waiver: A Pathway to Green Cards for Exceptional Individuals**

Introduction

In a international where world mobility has become more and more magnificent, the call for for pathways to permanent residency in the United States keeps to grow. One such pathway is the National Interest Waiver (NIW), which allows terrific americans to bypass the exertions certification activity in the main required for acquiring a green follow this link card. This article targets to explore the a considerable number of aspects of the NIW, featuring insights into its requirements, merits, and doable challenges. We'll additionally delve into how immigration rules corporations can support candidates in navigating this challenging landscape.

Exploring the National Interest Waiver: A Pathway to Green Cards for Exceptional Individuals

The National Interest Waiver serves as an invaluable direction for folks that possess appropriate potential or sophisticated degrees in their fields—be it science, arts, industrial, or instruction—to take care of eco-friendly cards devoid of necessitating a process provide from a U.S. corporation. This entertaining road reflects a remarkable shift in immigration policies aimed toward attracting talent that contributes absolutely to society and the financial system.

What is the National Interest Waiver?

The National Interest Waiver is component of the Employment-Based Immigration Second Preference (EB-2) classification. It allows qualified applicants to request that their eco-friendly card program be processed with out going using widely wide-spread exertions certification approaches if they're able to show that their work is of national magnitude.

Who Qualifies for a National Interest Waiver?

To qualify for an NIW, applicants will have to meet express standards:

Possessing an Advanced Degree: This consists of grasp's ranges or top. Demonstrating Exceptional Ability: Applicants must supply facts of marvelous talents in their discipline. Contribution to National Interests: The applicant's work needs to greatly get advantages the U. S.. Benefits of Applying for a National Interest Waiver

Applying for an NIW bargains a couple of benefits:

No Job Offer Required: Unlike other visa classes, an NIW does now not require a process be offering from a U.S. enterprise. Expedited Processing: While processing occasions can range, many candidates to find that they get hold of favorable judgements greater shortly than natural routes. Flexibility: NIW recipients have more beneficial freedom regarding employment alternatives within their area. The Role of Immigration Law Firms

Navigating U.S. immigration legislations should be daunting, exceptionally when employing for elaborate courses just like the NIW. This is where an experienced immigration legislation agency comes into play. They offer basic authorized amenities resembling:

Case Assessment: Attorneys evaluate whether or not prospects meet the eligibility specifications. Document Preparation: Experts aid collect vital documentation and evidence. Application Submission: Law agencies be certain that packages are submitted effi

[xaltius]

The Ultimate AI Glossary: Artificial Intelligence Definitions to Know

Artificial Intelligence (AI) is transforming every industry, revolutionizing how we work, live, and interact with the world. But with its rapid evolution comes a flurry of specialized terms and concepts that can feel like learning a new language. Whether you're a budding data scientist, a business leader, or simply curious about the future, understanding the core vocabulary of AI is essential.

Consider this your ultimate guide to the most important AI definitions you need to know.

Core Concepts & Foundational Terms

Artificial Intelligence (AI): The overarching field dedicated to creating machines that can perform tasks that typically require human intelligence, such as learning, problem-solving, decision-making, perception, and understanding language.

Machine Learning (ML): A subset of AI that enables systems to learn from data without being explicitly programmed. Instead of following static instructions, ML algorithms build models based on sample data, called "training data," to make predictions or decisions.

Deep Learning (DL): A subset of Machine Learning that uses Artificial Neural Networks with multiple layers (hence "deep") to learn complex patterns from large amounts of data. It's particularly effective for tasks like image recognition, natural language processing, and speech recognition.

Neural Network (NN): A computational model inspired by the structure and function of the human brain. It consists of interconnected "neurons" (nodes) organized in layers, which process and transmit information.

Algorithm: A set of rules or instructions that a computer follows to solve a problem or complete a task. In AI, algorithms are the recipes that define how a model learns and makes predictions.

Model: The output of a machine learning algorithm after it has been trained on data. The model encapsulates the patterns and rules learned from the data, which can then be used to make predictions on new, unseen data.

Training Data: The dataset used to "teach" a machine learning model. It contains input examples along with their corresponding correct outputs (in supervised learning).

Inference: The process of using a trained AI model to make predictions or decisions on new, unseen data. This is when the model applies what it has learned.

Types of Learning

Supervised Learning: A type of ML where the model learns from labeled training data (input-output pairs). The goal is to predict the output for new inputs.

Examples: Regression (predicting a continuous value like house price), Classification (predicting a category like "spam" or "not spam").

Unsupervised Learning: A type of ML where the model learns from unlabeled data, finding patterns or structures without explicit guidance.

Examples: Clustering (grouping similar data points), Dimensionality Reduction (simplifying data by reducing variables).

Reinforcement Learning (RL): A type of ML where an "agent" learns to make decisions by interacting with an environment, receiving "rewards" for desired actions and "penalties" for undesirable ones. It learns through trial and error.

Examples: Training game-playing AI (AlphaGo), robotics, autonomous navigation.

Key Concepts in Model Building & Performance

Features: The individual measurable properties or characteristics of a phenomenon being observed. These are the input variables used by a model to make predictions.

Target (or Label): The output variable that a machine learning model is trying to predict in supervised learning.

Overfitting: When a model learns the training data too well, including its noise and outliers, leading to poor performance on new, unseen data. The model essentially memorizes the training data rather than generalizing patterns.

Underfitting: When a model is too simple to capture the underlying patterns in the training data, resulting in poor performance on both training and new data.

Bias-Variance Trade-off: A core concept in ML that describes the tension between two sources of error in a model:

Bias: Error from erroneous assumptions in the learning algorithm (underfitting).

Variance: Error from sensitivity to small fluctuations in the training data (overfitting). Optimizing a model often involves finding the right balance.

Hyperparameters: Configuration variables external to the model that are set before the training process begins (e.g., learning rate, number of layers in a neural network). They control the learning process itself.

Metrics: Quantitative measures used to evaluate the performance of an AI model (e.g., accuracy, precision, recall, F1-score for classification; Mean Squared Error, R-squared for regression).

Advanced AI Techniques & Applications

Natural Language Processing (NLP): A field of AI that enables computers to understand, interpret, and generate human language.

Examples: Sentiment analysis, machine translation, chatbots.

Computer Vision (CV): A field of AI that enables computers to "see" and interpret images and videos.

Examples: Object detection, facial recognition, image classification.

Generative AI: A type of AI that can create new content, such as text, images, audio, or video, that resembles real-world data.

Examples: Large Language Models (LLMs) like GPT, image generators like DALL-E.

Large Language Model (LLM): A type of deep learning model trained on vast amounts of text data, capable of understanding, generating, and processing human language with remarkable fluency and coherence.

Robotics: The interdisciplinary field involving the design, construction, operation, and use of robots. AI often powers the "brains" of robots for perception, navigation, and decision-making.

Explainable AI (XAI): An emerging field that aims to make AI models more transparent and understandable to humans, addressing the "black box" problem of complex models.

Ethical AI / Responsible AI: The practice of developing and deploying AI systems in a way that is fair, unbiased, transparent, secure, and respectful of human values and privacy.

This glossary is just the beginning of your journey into the fascinating world of AI. As you delve deeper, you'll encounter many more specialized terms. However, mastering these foundational definitions will provide you with a robust framework to understand the current capabilities and future potential of artificial intelligence. Keep learning, keep exploring, and stay curious!

[thescientistglobalawards]

Machine Learning Tools To Elevate Your Skills

As we step into 2025, the landscape of machine learning (ML) continues to evolve at a breathtaking pace, with new tools and technologies emerging to streamline the development, deployment, and management of ML models. The right set of tools can significantly enhance the efficiency of ML projects, from data preprocessing and model training to evaluation and deployment. Whether you're embarking on your first ML project or looking to refine your existing workflows, this guide will introduce you to the cutting-edge tools shaping the future of machine learning, helping you stay ahead in the rapidly advancing technological landscape.

Machine learning tools are fundamental in various domains, from automating decision-making processes to driving personalization and innovation in healthcare, finance, and e-commerce sectors.

The machine learning field is characterized by rapid advancements. Tools integrate cutting-edge technologies like AI and IoT and evolve through research in algorithms and model architectures. Future trends include the democratization of ML through user-friendly and automated platforms, alongside a growing emphasis on the ethical and responsible use of ML technologies.

What is Machine Learning?

Machine learning enables systems to autonomously learn and enhance their performance based on experience without explicit programming. It is centered around creating computer programs that can process and utilize data to self-learn. This self-learning is initiated through data analysis, observations, or experiences, such as examples or direct instruction, to identify patterns within the data and improve future decision-making based on provided examples. The ultimate goal is for computers to independently learn and adapt their actions without human guidance or support.

Key Components of Machine LearningData: It is the cornerstone of all machine learning algorithms. Without data, ML algorithms cannot learn. The data can be in various formats, such as text, images, videos, or even sensor data.

Models: In machine learning, a model is a mathematical representation of a real-world process. The model learns from the data by adjusting its parameters to fit the observed data as closely as possible. Algorithms: These are the methods used to train models. They adjust the model's parameters to minimize the difference between the model's predictions and observed outcomes. Evaluation: This involves assessing how well your model is performing. Common metrics for this include accuracy, precision, recall, and F1 score, depending on the problem you're solving (e.g., classification, regression).

Types of Machine LearningSupervised Learning: The algorithm is trained on a pre-labeled dataset, which means it learns to predict the output from the input data. Unsupervised Learning: The algorithm is left to find patterns and structures in unlabeled data. Semi-supervised Learning: Merges a minimal quantity of labeled data with an extensive volume of unlabeled data during training. Reinforcement Learning: The algorithm learns by interacting with an environment, using feedback from its own actions and experiences.

Importance of Machine Learning Tools in the Modern Era

Machine learning tools and techniques are indispensable in the modern era for several compelling reasons:Data Analysis and Interpretation: With the explosion of data in recent years, ML tools are critical for analyzing and interpreting vast amounts of data quickly and efficiently, uncovering patterns and insights that would be impossible for humans to find. Automation: ML enables the automation of decision-making processes and can perform tasks without human intervention, increasing efficiency and productivity in various industries. Personalization: ML tools are at the heart of personalization technologies used in e-commerce, content platforms, and marketing. They provide tailored experiences to users based on their behaviors and preferences.

Innovation and Competitive Advantage: Businesses that leverage ML tools can innovate faster, creating new products and services that more effectively meet customer needs. Solving Complex Problems: ML tools have the potential to solve complex problems in diverse domains, including healthcare, finance, environmental protection, and more, by finding solutions that are not apparent through traditional methods.

#CognitiveScientist, #BehavioralScientist, #Linguist, #Criminologist, #ForensicScientist, #Archaeologist, #MuseumCurator, #Archivist, #LibraryScientist, #InformationScientist, #KnowledgeManager, #PatentExaminer, #InnovationManager#BestTeacherAward, #BestPaperAward, #LifetimeAchievementAward, #YoungScientistAward, #OutstandingResearcherAward, #DistinguishedEducatorAward, #ExcellenceInTeachingAward, #InnovationInEducationAward,

The Scientist Global Awards

Website link : thescientists.net NominationLink :https://thescientists.net/award-nomination/?ecategory=Awards&rcategory=Awardee Contact Us : contact@thescientists.net

___________________________________ Social Media:

Twitter : https://x.com/ScientistS59906 Pinterest : https://in.pinterest.com/scientists2025/_profile/ Tumblr : https://www.tumblr.com/blog/thescientistglobalawards FaceBook : https://www.facebook.com/profile.php?id=61574662138238

[ankitablog21]

Avoid These Common Mistakes in Your PR Application, Says IRCC

For countless individuals worldwide, securing permanent residency (PR) in Canada represents a life-changing milestone. Known for its exceptional quality of life, inclusive multicultural environment, top-tier healthcare, and world-renowned education system.

This detailed guide outlines the most common PR application errors reported by IRCC—and how you can avoid them.

1. Incomplete Application Forms

One of the most widespread issues is submitting forms that are not fully completed—missing responses, unchecked boxes, or skipped sections.

How to Avoid It:

Carefully review each form before submitting.

Follow the IRCC’s official document checklist specific to your immigration program.

Answer all questions, even if they're not applicable—use “N/A” rather than leaving blanks.

2. Missing Supporting Documents

Essential documents—such as passports, academic credentials, police clearances, and employment verification—are often omitted.

How to Avoid It:

Always refer to the latest IRCC checklist for your category.

Ensure files are in the correct format (PDF, JPG, etc.) and are clearly labeled.

Verify that all scanned documents are legible.

Applicants under economic streams like Express Entry must select a National Occupation Classification (NOC) code that accurately reflects their job experience. A mismatch can lead to disqualification.

How to Avoid It:

Cross-check your job responsibilities with the duties listed under the selected NOC.

Use IRCC’s NOC code search tool for verification.

Consult a certified immigration professional if in doubt.

4. Inaccurate or Unofficial Translations

Documents not in English or French must be professionally translated. Submitting unofficial or flawed translations is a common problem.

How to Avoid It:

Use certified translators approved by IRCC.

Include both the original and translated documents.

Attach a translator’s affidavit, if required.

5. Using Outdated Forms or Instructions

Submitting old versions of IRCC forms or following outdated guidelines can result in application rejection.

How to Avoid It:

Always download forms from the official IRCC website.

Check the version date to ensure you’re using the most current one.

Avoid relying on past applications or third-party sources.

Final Thoughts

Applying for Canadian permanent residency is both an exciting opportunity and a complex undertaking. By understanding and avoiding the common errors identified by IRCC, you can improve your odds of success significantly.

The path to becoming a Canadian PR is achievable—with the right preparation, attention to detail, and, when necessary, professional guidance. Remember, in immigration, even minor mistakes can have major consequences. Take the time to do it right the first time.

To read more articles, stay tuned at: https://esseindia.com/

Apply Now!

[winklix]

Evolution of AI Development: Predictions for the Future

Artificial Intelligence (AI) has transitioned from being a futuristic concept to a transformative force reshaping every aspect of modern life. From self-driving cars and intelligent chatbots to predictive analytics and generative content, AI is now embedded in how businesses operate, how consumers interact with technology, and how entire industries innovate.

In London—one of the world’s leading technology hubs—the growth and adoption of AI has surged. Businesses of all sizes are turning to an AI development company in London to build intelligent solutions that drive efficiency, personalization, and competitive advantage. In this blog, we explore the evolution of AI development and forecast key trends that will shape its future.

The Early Days: Rule-Based Systems

The roots of AI trace back to the 1950s and 60s, when researchers developed rule-based systems—algorithms that followed predefined instructions. These early AI systems could perform basic tasks such as solving logical puzzles or simulating human decision-making using “if-then” rules.

While limited in capability, these systems laid the groundwork for modern AI development. Back then, AI was mostly confined to academic and military research. Commercial applications were rare due to limited computing power and lack of data.

Fast forward to the 2000s, and everything changed with the explosion of data, better algorithms, and increased computational power—ushering in the age of machine learning.

The Rise of Machine Learning and Deep Learning

Machine learning (ML), a subset of AI, introduced the ability for systems to learn from data without explicit programming. ML models began outperforming traditional software in tasks like spam filtering, speech recognition, and image classification.

The leap from machine learning to deep learning—a technique that uses neural networks modeled after the human brain—took AI to a new level. Deep learning enabled breakthroughs in:

Computer Vision (e.g., facial recognition)

Natural Language Processing (e.g., voice assistants like Siri and Alexa)

Autonomous Vehicles

Recommendation Systems

Today, any artificial intelligence development company in London worth its salt offers advanced ML and deep learning services to help clients leverage massive data volumes for intelligent decision-making.

The Present: AI in Business and Daily Life

AI is no longer experimental. It is a commercial necessity. Businesses across industries—from finance and healthcare to logistics and retail—are using AI to automate tasks, understand customers better, and gain real-time insights.

Companies now partner with AI development companies in London to develop:

Chatbots and customer service automation

Predictive analytics for demand forecasting

AI-driven fraud detection

Computer vision for quality inspection in manufacturing

Smart personalization engines in eCommerce

AI is also becoming more accessible. With AI-as-a-service platforms, organizations don’t need an internal research team—they can collaborate with an AI developer in London to rapidly prototype, train, and deploy models.

The Future of AI Development: 7 Key Predictions

As we look ahead, AI will not only become more powerful—it will become more human-like, ethical, and autonomous. Here are seven predictions for where AI is headed and what businesses should expect.

1. AI Will Become More Explainable (XAI)

One of the biggest challenges in AI development today is the “black box” nature of machine learning models. Businesses need transparency—especially in high-stakes sectors like healthcare, finance, and law.

In the near future, expect rapid growth in Explainable AI (XAI), which aims to make AI decisions interpretable by humans. This will improve trust and accountability, especially in regulated industries.

An AI development company in London with expertise in XAI will be essential for organizations that need to audit or justify their AI-driven decisions.

2. Edge AI Will Bring Intelligence Closer to Devices

AI models have traditionally relied on the cloud for data processing, but as hardware becomes more powerful, Edge AI will dominate. This involves processing data locally—on mobile phones, wearables, drones, and IoT devices.

Edge AI provides:

Lower latency

Greater privacy

Real-time decision-making

This evolution will benefit industries like healthcare (real-time patient monitoring), manufacturing (equipment maintenance), and transportation (autonomous vehicles). Companies offering AI development services in London are already building solutions optimized for edge computing environments.

3. AI Will Drive Hyper-Personalization

From content recommendations to dynamic pricing, AI is enabling highly personalized experiences. In the future, hyper-personalization will go beyond eCommerce and enter domains like education, healthcare, and recruitment.

Imagine digital tutors adapting lessons in real time based on student performance, or virtual healthcare assistants providing personalized treatment recommendations.

To make this a reality, businesses will need robust data strategies and partnerships with AI development companies in London that specialize in personalization algorithms and behavioral analytics.

4. AI and Human Collaboration Will Redefine Work

While some fear that AI will replace jobs, the reality is more nuanced. AI will increasingly become a collaborative tool, augmenting human capabilities rather than replacing them.

From drafting emails to summarizing meetings and analyzing complex datasets, AI will empower employees to focus on creative and strategic tasks. This evolution will redefine roles and require companies to reskill employees to work alongside AI.

Forward-thinking businesses will work with an AI developer in London to co-create tools that fit seamlessly into human workflows, enhancing—not replacing—the human element.

5. Regulatory Frameworks and Ethical AI Will Take Center Stage

As AI systems impact decisions around employment, finance, and law enforcement, ethical concerns and regulatory scrutiny are intensifying.

Governments and institutions are drafting policies to ensure:

Bias-free algorithms

Data privacy protection

AI transparency and fairness

The future of AI development will involve compliance with ethical standards and legal requirements. Any artificial intelligence development company in London will need to embed ethical considerations into their development lifecycle, making ethics not just a checkbox—but a feature.

6. Generative AI Will Continue Its Breakneck Evolution

Tools like ChatGPT, Midjourney, and Synthesia have made generative AI mainstream, capable of producing text, images, and even videos that rival human creations.

In the future, generative models will:

Create entire marketing campaigns in minutes

Generate code for software development

Simulate real-world environments for training autonomous systems

As creativity becomes automatable, businesses will need guidance from AI development services in London to ensure responsible, branded, and effective generative content production.

7. AI Will Enable Autonomous Decision-Making

Eventually, AI systems will go beyond supporting decisions—they will make them. Autonomous AI agents will handle complex, multi-step tasks with minimal human input.

Use cases include:

Supply chain optimization

Dynamic portfolio management

AI-driven negotiations and contracts

However, this will require not only technical excellence but trust and governance mechanisms. Businesses must work closely with experienced AI development companies in London that understand both the promise and the responsibility of autonomous systems.

Choosing the Right AI Partner in London

As AI becomes more strategic to business success, choosing the right development partner is critical. Here’s what to look for:

Expertise Across AI Disciplines: From NLP and computer vision to reinforcement learning and XAI.

Custom Development: Off-the-shelf models won’t cut it. Your partner should offer tailored solutions.

Focus on Ethics and Governance: With regulations tightening, this is non-negotiable.

Track Record: Look for an AI development company in London with real-world success stories across industries.

Collaborative Approach: You want a partner, not just a vendor.

Final Thoughts

AI is evolving at a breakneck pace—and so are the opportunities it presents. Whether you're in finance, healthcare, education, or retail, integrating AI can redefine your business model, operations, and customer relationships.

But to truly unlock AI’s potential, you need more than just tools—you need insight, strategy, and a partner who understands your business goals. Working with a trusted AI development company in London ensures you’re not just adopting the latest tech, but doing so responsibly, strategically, and effectively.

Ready to shape your future with AI? Partner with an experienced artificial intelligence development company in London to bring your vision to life with innovative, ethical, and business-aligned AI solutions.