#multi-class classification

[thehugwizard]

HELLO OH GREAT WIZARD

I sent an ask to you ages ago about a dnd campaign. Well, my players finally met the hug wizard in game!

They were in a ren fair (the setting is time travel shenanigans so not medieval) and the hug wizard was there offering hugs. He was hugged by a Minotaur Cleric whom complimented your vibes.

The Bard did a good insight check and the Hug Wizard was assigned a bard multi class from the college of love (this isn’t following dnd rules it’s based on vibes that I had to come up on the spot. Would the hug wizard have a dnd sheet???)

Anyway they loved it a lot!!!

I LOVE IT!!!!!!!!!! And he would tho since he is an eldritch elder god his classification is celestial in nature

[thephonemenarentreal]

Writing this out before I forget as the ideas here have been slapping me around! I plan to draw out all the models with height comparisons, but for now, text only!

PHONEMEN UNIT ROUND UP

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The phone faction utilize far more defensive units than offensive, focusing on a strong defense and utility to how they fight. This means that they may not have the same firepower as other factions, but they last far longer in battle, coordinate more concisely, and work as excellent supports.

Living in space has caused them to focus on defense more and to work more in tandem with other units in coordinate pack fashion than in smaller units or solo. One phone might be easy to take down, but a group is an extremely cohesive and deadly match for any enemy.

UNIT CLASSIFICATION

Basic Unit: These phones are called the "civilian class" within greater phone society and are usually running their lives and are rarely involved in actual warfare. They are usually involved in the industry sector and service sector.

Basic Combat Unit: The grunts of the army and are outfitted more towards conflict with weaponry and armor. They also serve as the backbone of the military apparatus and crews on ship.

Conclave Units: Similar to basic units with usually more elaborate heads. These units serve as the leaders of the phones and are the highest authority.

Scientist/Engineer Units: slightly larger than the others with more elaborate phone heads, they also have stronger capacity that allows them to float.

Elite Combat Units: Similar size to scientist and engineers, although are outfitted with combat armor and weaponry. They are noted to be much faster than the basic units as well as more heavily armed.

Stealth Units: These units are lighter and less heavily armed than elites and are built to sneak behind enemy lines to assassinate, infiltrate, and otherwise cause chaos.

Handler Unit: These units toe the line between a unit and large unit classification are are trained to be able to control the larger units and direct action. Within them, the Elites are the ones who directly control the titan.

Elite Engineer Unit: Similar in size to the handler units although they often take senior positions within the ranks.

LARGE UNIT CLASSIFCIATION

Mechanics: A non-combat unit that is tasked with repairs. They are larger, able to carry other units safely into and out of battle and are made to fix other units, structures, and ships quickly. Their heavy shielding allows then to take heavier damage, thus protecting their charges.

Stalker Units: Larger versions of the stealth unit that act more as a hybrid between sneaking to take on enemy units and meeting them head on. They are larger with longer limbs and are strangely nimble for their appearance.

Operators: These tall, multi-armed and strange looking units tower over the others in their unit class and act as coordinators on battle, maintaining communication between groups as well as helping to relay battle information.

They are able to produce powerful shields and can mink them to the shields of other operators to crate larger or larger barriers or work together to use shields in ways to take down foes. They have no true offensive capacities like guns or the like, instead relying on their heavy defenses and shields to keep more attack oriented units safe to continue damage. Or using shields to smash things.

SEMI-TITANS

Incinerators: These are the most aggressive units of the phones and resemble cell phone towers and are capable of intense, high damage laser fire that increases in damage the more the weapon is activated.

These units use concentrated fire to burn through enemies, leaving huge sweeping swats of destruction in their wake and are able to move their arrays independently, to target more or focus all arrays on a single target.

Once they are pointed at a target and told to destroy, they become rather single minded in their pursuits, screeching angrily and leaving no survivors. There are currently six incinerators active.

Terrorizers: They are similiar to the Incinerators in that they resemble cell phone towers except they modify their towers to help blend into the landscape and sit completely still, monitoring areas. Once an enemy is detected, they start to broadcast subtle signals that start to cause confusion, delusions, paranoia, and intense feelings of being watched, leading to migraines and an general inability to ground themselves.

This disorientation will increase in severity as long as individuals are near the terrorizers, allowing them to move in closer for the kill or to call out for the incinerators to come finish off the job.

They are also perfect mimics, able to copy the voices of individuals they hear and infiltrate communications to pretend to call out for aid.

The Docents: These units match the sizes of the titans of earth, making them in a strange grey spot where they are not quiet a titan, but also a little large for a semi-titan.

They are non-aggressive units and have no weaponry, instead focusing their energy on creating the most powerful shields in the phone armadas. These shields can cover all ships and units and are able to absorb and re-direct energy, allowing for the armada to stay engage longer. They amplify the connections between the operators, allowing for greater coordination as well as able to take control of ships in the armada to move them into position quickly.

These many armed units also have warp capability, allowing them to move units in and out of combat, move the fleet where it is needed, and even send enemy units hurtling into nearby stars and black holes if they get too close.

There are only two docents that work in tandem, mirroring each other as they ensure the safety of the main bodies and most powerful ships of the armada.

TITAN CLASS

(Phone classification of titan and earth classification differ as it seems the biggest factor to a titan is the core. For phones, a core born of a star classifies as titan and allows for larger size and increase of abilities. Although they do not classify earth titans as such, they do put them in the titan category for the role they play in the factions, the strength of the cores made, and general consensus of serving the same role of point fighter. They just make a distinction between "earth titan" and "star titan".)

The phone titan is the most powerful unit of the phone armada and is massive enough to sustain their own gravitational pull on objects in space. The core of the titan is an actual star, created in a nebula by specific factories that solely exist to create titan cores as needed.

The phone titan is outfitted with intense electromagnetic capabilities allowing them to rebel threats or pull things in closer at a subconscious level once they activate this function. Add to this the abilities of incinerators and terrorizers and the phone titan is a one-unit army, important as they often move onto missions on their own or act as the first line of attack to break lines open.

The titan is also used to do the first "hit" if a planet is to be "cracked" for resources, where they increases their electromagnetic pull, gravitational pull, and crash into the planet with force, breaking through the planet enough to allow the armada to lay down concentrated fire and break the planet apart.

The phone titan notably does not have many ranged weapons or guns, instead using their abilities to increase their own ability to create extremely high impact hits, keep enemies from fleeing or pushing them away at high speeds, as well as using transmissions to cause disorientation, preferring a close combat style or acting as support. The titan has the ability to connect to semi-titans to rapidly repair them as well, adding to their more support based abilities.

[ao3feed-kiribaku]

Honeybee

read it on AO3 at https://ift.tt/JGqCwWh by Moss_Is_H3re_To_Steal_Your_Knees Kaminari Denki was confident. Confident that he was a waste of space. He was already needy and annoying. The only thing that could make people hate him more is if he was a little. Kaminari Denki was also 15. And he had to take a test. He was never any good at tests. Words: 1238, Chapters: 1/?, Language: English Series: Part 1 of Family Found Fandoms: 僕のヒーローアカデミア | Boku no Hero Academia | My Hero Academia (Anime & Manga) Rating: General Audiences Warnings: No Archive Warnings Apply Categories: F/F, Gen, M/M, Multi Characters: Class 1-A (My Hero Academia), Monoma Neito, Kaminari Denki, Midoriya Izuku, Shinsou Hitoshi, Todoroki Shouto Relationships: Kaminari Denki/Midoriya Izuku/Shinsou Hitoshi, Bakugou Katsuki/Kirishima Eijirou, Iida Tenya/Sero Hanta, Aizawa Shouta | Eraserhead & Class 1-A, Ashido Mina/Jirou Kyouka, Monoma Neito/Todoroki Shouto Additional Tags: Todoroki Enji | Endeavor's Bad Parenting, Age Regression/De-Aging, Age Regression Caregiver Midoriya Izuku, Age Regression Little Kaminari Denki, Age Regression Little Shinsou Hitoshi, Age Regression Caregiver Kirishima Eijirou, Age Regression Little Bakugou Katsuki, Age Regression Caregiver Monoma Neito, Age Regression Little Todoroki Shouto, Age Regression Little Jirou Kyouka, Age Regression Little Ashido Mina, no beta we die like sir nighteye, Other Additional Tags to Be Added, Shinsou Hitoshi is in Class 1-A, Supportive Class 1-A (My Hero Academia), Classification AU read it on AO3 at https://ift.tt/JGqCwWh

[the-nexus-network]

🛂 GUIDE TO YOUR NEXUS IDENTIFICATION NUMBER (NXS-ID) 🛂

The NEXUS Identification Number (NXS-ID) is your official record in the NEXUS interdimensional registry, used for identification, classification, and verification across all recognized jurisdictions. This number serves as a permanent marker of your species classification and status within interspecies relations.

Your NXS-ID follows a structured format to ensure clear documentation and authentication. Below is a guide to properly understand and fill out your own NXS-ID when registering.

📌 NXS-ID FORMAT

Your NXS-ID will appear as:

NXS-XX-####-XXX

NXS → Standard NEXUS identifier (denotes official registry status).

XX → Species Classification Code (see list below).

#### → A unique four-digit identifier for personal identification.

XXX → Personalized alphanumeric sequence assigned for further distinction.

Example: 🛂 NXS-HU-2047-AXQ (A human citizen with the unique identifier 2047-AXQ) 🛂 NXS-DR-8876-ZXN (A draconic entity with the unique identifier 8876-ZXN)

📌 SPECIES CLASSIFICATION CODES (XX)

Your classification code represents your documented species or genetic classification. Please select the code that best reflects your identity.

Humanoid (Near-Human) – Code: HU

Includes: Humans, Vampires, Werewolves, Elves, Orcs, Fae, Incubi, Succubi (For species that share significant biological and cultural similarities with humans.)

Therianthropes (Shapeshifters) – Code: TH

Includes: Werecats, Kitsune, Selkies, Nagual, Skinwalkers (For beings with transformative abilities, particularly those who shift between human and animal forms.)

Cryptids & Beasts – Code: CR

Includes: Mothman, Bigfoot, Chupacabra, Wendigo (For undocumented, mythological, or regionally recognized entities of mysterious origin.)

Draconic & Reptilian – Code: DR

Includes: Dragons, Kobolds, Lizardfolk, Serpentine Beings (For beings with draconic ancestry, reptilian features, or scaled biology.)

Eldritch & Cosmic Entities – Code: EL

Includes: Outer Gods, Tentacled Horrors, Lovecraftian Beings (For entities beyond human comprehension, typically existing outside standard reality.)

Avian & Celestial Beings – Code: AV

Includes: Angels, Harpies, Valkyries, Starborn (For winged beings, celestial entities, or those tied to divine forces.)

Aquatic & Deep-Sea – Code: AQ

Includes: Merfolk, Deep Ones, Leviathans (For water-dwelling or amphibious species, including deep-sea entities.)

Artificial & Synthetic Life – Code: SY

Includes: Androids, Cyborgs, Sentient Constructs (For beings who are artificially created, technologically enhanced, or self-aware constructs.)

Extraterrestrials – Code: EX

Includes: Greys, Hive-Minds, Cosmic Travelers, Symbiotes (For non-Earth-originating life forms, including intergalactic species and intelligent parasites.)

Kaiju-Class Beings – Code: KA

Includes: Titanic Entities, Colossal Monsters (For beings of immense size and destructive potential, often treated as planetary threats.)

Undead & Spirits – Code: UN

Includes: Ghosts, Revenants, Wraiths, Phantoms (For entities that persist after biological death, including spectral and necromantic beings.)

📝 Note: If your species is a hybrid, anomaly, or otherwise difficult to classify, you may select the closest category or follow the following list:

📌 HYBRID & MULTI-CLASSIFICATION CODES

General Hybrid Code – HY

Used for any general hybrid entity that does not fit neatly into one species classification.

Example: NXS-HY-1032-ZRK (Denotes a registered hybrid with unspecified mixed ancestry).

May require further subclassification depending on genetic composition.

Dual-Class Hybrid Codes (For hybrids of two primary species groups)

HUTH – Humanoid + Therianthrope (Example: Half-Elf Werewolf, NXS-HUTH-2376-LXP)

HUCR – Humanoid + Cryptid (Example: A Fae-Mothman hybrid, NXS-HUCR-5921-KJD)

HUN – Humanoid + Undead (Example: A Vampire-Ghost hybrid, NXS-HUN-4417-VXL)

EXEL – Extraterrestrial + Eldritch (Example: A Symbiotic Cosmic Horror, NXS-EXEL-8801-BRZ)

DRAV – Draconic + Avian (Example: A Dragon-Harpy hybrid, NXS-DRAV-1904-MLQ)

AQAQ – Dual-Aquatic Lineage (Example: A Deep One-Merfolk hybrid, NXS-AQAQ-5623-TXP)

Multi-Class Hybrids (For entities with three or more classifications mixed)

OMN – Omniclass Hybrid (Used for highly complex genetic or mystical mixtures.)

CHX – Chimera-Class (Denotes a being with three or more distinct ancestral classifications.)

FLC – Flux-Being (For shape-shifters or unstable hybrid entities whose forms vary.)

Other Special Hybrid Codes

NAT – Naturally Occurring Hybrid (A hybrid species that has developed without external intervention.)

ENG – Engineered Hybrid (A lab-created, modified, or enhanced multi-species entity.)

EXM – Experimental Hybrid (Used for one-of-a-kind or recently developed species blends.)

📝 Note: Hybrids may request custom classification reviews if their ancestry is not easily categorized.

📌 UNIQUE IDENTIFIER NUMBERS (####-XXX)

#### → A four-digit sequence assigned uniquely per individual.

XXX → A randomized alphanumeric code to further individualize the NXS-ID.

📌 HOW TO USE YOUR NXS-ID

Your NXS-ID serves as your primary interdimensional identifier.

It is used for permit applications, species verification, and diplomatic records. Among others.

You may be asked to provide this ID when dealing with NEXUS-registered partners, entities, or organizations.

A QR code linked to your NXS-ID will verify your identity and status when scanned.

Need help completing your NXS-ID? Feel free to reach out to our totally well-paid license workers!

NEXUS ARCHIVE - Authority for Registry, Classification, Hybrid Identification & Verification of Entities "If you defy classification, we’ll make a new one just for you."

[who-is-there]

Wondering how universal it is to experience the pipeline of ‘ha ha this is such a silly fic idea I will write a one shot for sure’ to rewriting the semi-canon religious system, creating an entirely new classification for a character and breaking out of your months long artists block just to draw a cover.

Like this was meant to be simple, why am I adding Dante’s inferno-esque logic into my silly multi-class fic?

[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.

[dungeonmalcontent]

Let your fantasy cry!

Grimdark & Dangerous is an extensive collection of content with a focus on dangerous magic, weaponized vulnerability, monstrous physicality, and many more gruesome features. These are features designed to empower players who want to see their characters grow from the damage they sustain and provide a wide variety of unique and interesting elements for DMs to add to their games.

This book consists of over 150 pages of pure content. Split into three chapters containing new class options, new subclass options, feats, boons, race options, backgrounds, spells, and magic items, it is roughly comparable in scale to Tasha's Cauldron of Everything. Specifically, this book includes the following:

+ Optional Rules for adjusting class levels without breaking character or altering the narrative of a game.

+ The Beast Sibling Class: a mix of natural power and animalistic ferocity, the beast sibling is a martial class that sits somewhere between the barbarian, druid, and ranger. Includes 3 different subclasses that allow players to pick from different animalistic natures for their character to embody.

+ The Manabound Class: a vessel for magical potential so overwhelming it might just kill you, the manabound is a half-caster class that treats spell slots like ankle weights. Includes 2 subclasses that define the magic that manabound characters can release.

+ The Mutant Class: something like a Frankenstein's monster, the mutant class is a martial class that relies on body augmentation to become a powerful monster. Includes 3 subclasses that allow you to choose the type of mutation that twists your character. Also includes a diverse collection of mutant body modifications akin to the artificer's infusions.

+The Proto-Lich Class: a spellcaster similar to the warlock, the proto-lich practices spirit magic that can capture the souls of the fallen to mimic their magical abilities. While the proto-lich has no subclass options, it draws diversity from the abilities it can copy and functions just as well as a multi-class option to add flavor to magic characters.

+The Sacrifant Class: a dedicated practitioner of blood magic, and roughly the full casting equivalent of the blood hunter, sacrifants draw their magical power from their vitality in order to perform and master powerful spells.

+2 new subclass options for each existing class, including artificer, as well as new optional features for many of these classes.

+12 new feats that add new features and abilities to the game as well as build on other new features included in Grimdark & Dangerous.

+Boons! Far from the end-game options of the "epic boons" in the DMG, these powerful features are akin to miniature pacts or overwhelming feats. Grimdark & Dangerous includes 10 boons as well as rules for how to include and grant them to players.

+9 new race options that aren't just a mixture of existing race options, and clearly defined rules on how to use humanoid creature subtypes.

+15 new backgrounds that fill in the gaps of fantasy societies, as well as new optional rules for attributing ability score modifiers by background rather than race (in order to determine abilities based on past experience rather than racial heritage).

+Blood Magic! 20 new spells in an entirely new school of magic that requires the sacrifice of hit points in addition to the use of spell slots. In exchange, blood spells are more impactful than your standard pieces of magic.

+Rune Magic! 18 new spells that utilize a new classification of magic item called "lesser rune stones." These spells are powerful pieces of primeval magic that rely on the language of magic itself and its inscription upon targets.

+21 new traditional spells that expand on the existing repertoire of spells.

+54 new magical items, including the new lesser rune stone class of items. There are just so many items that I can't do them all justice in this short blurb.

---

This book also has stretch goals!

A decent chunk of content for this book was trimmed off and is still sitting on the cutting room floor. But with enough sales, it can be added back on as bonus content! All previous and future purchasers will recive this additional content after stretch goals are met. These stretch goals are based on the number of copies sold. At each of the following sales milestones, purchasers unlock...

+ At 50 copies, purchasers unlock The Living Grimoire Expansion; book centered around a new full casting class with three sub-class options. Also comes with additionl subclases for manabound, monk, rogue, and warlock; grimoire related class feature options for other existing classes, more feats, and more items.

+ At 100 copies, purchasers unlock truncated, Pay What You Want editions of each chapter of Grimdark & Dangerous for everyone else.

+ At 150 copies, purchasers unlock Grimdark & Darker, a mini-manual with more assorted short form content from the cutting room floor. Primarily, more subclass content centered around blood magic, runes, and feral abilities. Also includes a handful of items and spells, as well as more boons.

+ At 250 copies, purchasers unlock a custom character sheet layout that favors the content of the book and a custom printable DM Screen with Drimdark & Dangerous reference information.

+ At 500 copies, purchasers unlock Grimdark Bestiary; an additional book of monster stat blocks and information related to the contents of Grimdark & Dangerous.

+ At 1000 copies, Grimdark & Dangerous will be submitted for print-on-demand editions with the additional Living Grimoire class and Grimdark Bestiary content.

All items on this stretch goal list, apart from the PWYW copies, are included in the file library for Grimdark & Dangerous. That means no extra purchases, no reprints, no nickle and diming you for extra bits and bobs. If you and 499 other people buy this book, you all get 4 books.

[gorgeouscars]

Reliable Home Decor For Your Dream Homes

Browse through saraf furniture online website for various classifications, sorts, channels, and shortlist items, make your list of things to get and add to your shopping click here to learn more basket, and outfit your fantasy home.

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Through online shopping you can calmly look over the furniture costs, highlights and features of the products, check available discounts, wrangle over the final cost; lastly you can check details about the nature of wood and workmanship.

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Their comprehensive multi-year guarantee policy additionally covers the uncommon example when their material and workmanship may be discovered with any defects.

[patheticperipatetic]

From OceanGate's blog: "Why isn't Titan Classed?"

The below is copy/pasted from the official blog. Bolding is my own.

---------------

Most major marine operators require that chartered vessels are “classed” by an independent group such as the American Bureau of Shipping (ABS), DNV/GL, Lloyd’s Register, or one of the many others. These groups have assembled very detailed standards for classing everything from oil tankers to auxiliary ship equipment like Remotely Operated Vehicles (ROVs). Many of these standards are based on industry practice or covered by regulations such as reserve buoyancy, the number of life rafts, the types of materials that can be used on a hull, etc.

Classing assures ship owners, insurers, and regulators that vessels are designed, constructed and inspected to accepted standards. Classing may be effective at filtering out unsatisfactory designers and builders, but the established standards do little to weed out subpar vessel operators – because classing agencies only focus on validating the physical vessel. They do not ensure that operators adhere to proper operating procedures and decision-making processes – two areas that are much more important for mitigating risks at sea. The vast majority of marine (and aviation) accidents are a result of operator error, not mechanical failure. As a result, simply focusing on classing the vessel does not address the operational risks. Maintaining high-level operational safety requires constant, committed effort and a focused corporate culture – two things that OceanGate takes very seriously and that are not assessed during classification.

Innovation and Classing

When OceanGate was founded the goal was to pursue the highest reasonable level of innovation in the design and operation of manned submersibles. By definition, innovation is outside of an already accepted system. However, this does not mean that OceanGate does meet standards where they apply, but it does mean that innovation often falls outside of the existing industry paradigm.

While classing agencies are willing to pursue the certification of new and innovative designs and ideas, they often have a multi-year approval cycle due to a lack of pre-existing standards, especially, for example, in the case of many of OceanGate’s innovations, such as carbon fiber pressure vessels and a real-time (RTM) hull health monitoring system. Bringing an outside entity up to speed on every innovation before it is put into real-world testing is anathema to rapid innovation. For example, Space X, Blue Origin and Virgin Galactic all rely on experienced inside experts to oversee the daily operations, testing, and validation versus bringing in outsiders who need to first be educated before being qualified to ‘validate’ any innovations.

Depth Validating

As an interim step in the path to classification, we are working with a premier classing agency to validate Titan’s dive test plan. A licensed marine surveyor will witness a successful dive to 4000 meters, inspect the vessel before and after the dive, and provide a Statement of Fact attesting to the completion of the dive test plan.

Innovation and Risk Mitigation

In addition to designing and building an innovative carbon fiber hull, our team has also developed and incorporated many other elements and procedures into our operations to mitigate risks.

OceanGate’s submersibles are the only known vessels to use real-time (RTM) hull health monitoring. With this RTM system, we can determine if the hull is compromised well before situations become life-threatening, and safely return to the surface. This innovative safety system is not currently covered by any classing agency.

No other submersible currently utilizes real-time monitoring to monitor hull health during a dive. We want to know why. Classed subs are only required to undergo depth validation every three years, whereas our RTM system validates the integrity of the hull on each and every dive.

Our risk assessment team looks at the entire expedition and completes a detailed, quantified risk assessment for each dive. The risk assessment takes into account 25 specific factors that can influence a dive outcome. Using that information, a dive plan is written to mitigate against these known risks. These risk factors include things like weather forecast, sea state, sub maintenance, crew fatigue, predicted currents, dive site experience, recent dive history, schedule expectations, crew experience, and more. In this assessment, the actual operational risks are almost always concentrated on the surface operations not the subsea performance of the submersible.

Another simple risk mitigation step we take, that we believe to be unique to OceanGate is that we draw a small vacuum on the inside of the sub at the start of each dive. This step verifies the integrity of the low-pressure O-ring seal and eliminates the risk of leaks – a proven problem that even some other classed submersibles experience.

Classing is Not Sufficient to Ensure Safety

Classing standards do have value. In fact, our first submersible, Antipodes, has always been ABS classed and our entire team is well aware of the classing standards and the value of using them as a benchmark for vessel performance. But by itself, classing is not sufficient to ensure safety. In part this is because classing does not properly assess the operational factors are vital for ensuring a safe dive, and because classing assessments are done annually (at best) and do not ensure that the operator follows procedures or processes that are the key to conducting safe dive operations.

[tysiaradz]

class notes

Apartheid

https://www.sahistory.org.za/article/grade-11-what-were-consequences-when-pseudo-scientific-ideas-race-became-integral

Climate theory (of racism) - the colder the weather, the smarter the human (read: stamped from the beginning). The theory suggests that black people in Africa had no way of being intelligent

Simian traits - “ape like”, connected to black portrayal and Irish portrayal: JFK significance: he was Irish and catholic

White people made themselves feel racially secure by making themselves the ideal face shape and differentiating themselves from other races “you are not white!”

“Wide sargasso sea” jean rhys

Darwin, the father of modern evolution theory, was himself religious and was antagonised by the church for disproving the creationist theory. He was also not pleased with how his theories were being used to persecute other races and nationalities

What were the four different categories of people introduced under the Race classification laws?

White

Indian

Coloured

Black

What was the pencil test and what purpose did it serve?

If a pencil was placed in a students hair and fell, they were white. If it stayed, they were not white enough

What was the Sharpeville massacre and what was it caused by?1952

A protest forcing law enforcement to arrest them in the hopes that they would collapse the jailing system ended in thousands being arresting

March 21st 1960

Police opened fire on unarmed protest killing 70 and wounding 180

Passbook - document that black people had to carry at all times to be able to travel

The protest was to abolish passbooks

What is (somewhat) ironic about Nelson Mandela having been awarded the Nobel Peace Prize?

He won the Nobel peace prize despite not being a pacifist

Imagine you educate someone online about systemic racism. Feel free to rant

Website is down

What factors increased the tensions between the blacks and the whites in the SA, and caused the later to want to control the former?

Black people were allowed to work in white spaces as many of the white population went to fight in ww2

Black people had to move into some white spaces such as living and work

ANC - African National Congress

4. He won the Nobel peace prize despite not being a pacifist

5.

6.

Dei steigers- “the sixties generation”

Brinks book was the first book to be banned by the south african government

How brink outwitted the censors

1979 printing: 3000 copies through a private publishing press in Johannesburg

Detected 2 weeks later - too late to confiscate the first printing, but the book was banned

Simultaneous publication in uk - a great success

Black June

Multi-day youth riots in Soweto started on the 26th June 1976

Brutally suppressed - armed personnel carriers, machine guns and helicopters against sticks and stones

SA internationally condemned for the massacre of the youth and the use of the violence at a mass scale

According to official statistics 175 killed (official citizens), 1140 wounded, 1300 arrested

A moral obligation

a dry white season illustrates the thesis made by brink in his article “after Soweto” 1976

following the massacre, the white citizens of SA shoulder a tremendous moral responsibility, which each should fulfill no matter the personal consequences.

Ben du Toit is an example of a person who took this moral obligation to the end.

Torture

Torturing political prisoners was frequent in SA in the 70s

The 1973 report of the UN Special Committee

Against Apartheid described over 100 cases of mistreatment of prisoners

Often used by Special Branch, specialised in detecting and fighting anti-government activity (methods near-identical with the Gestapo's)

According to the Western press, in 1977 alone at least 20 arrested people died in shady circumstances.

The author inspired some of the stories that happened to the protagonist from the experiences of others such as;

mohammed salim essop

Stephen bantu biko

Ahmed timol

Donald woods

James Thomas Kruger

To research: Steve Biko / Stephen Bantu Biko

Birth date: 18.12.1946

Death date: 12.09.1977

Founder of the “Black Consciousness” movement in South Africa

BCM was an anti-apartheid movement that was started in 1960. The movement started after the South African government outlawed the Pan-Africanist Congress and the African National Congress following the Sharpeville Massacre.

In his life, Biko was part of numerous anti apartheid movements. He began his efforts in protesting while at university (he first studied at st. Francis College and then at the University of Natal Medical School where he joined the multiracial National Union of South African Students).

His involvement lessened when he realised he found the NUSAS focused less on merging the rights of black and white people, but rather on viewing black people as the rightful majority. This was his reasoning for founding the SASO and becoming its president. The organisation was founded on the philosophy of black consciousness.

He drew censure in 1973 when SASO, its members and statements were restricted and banned. He reverted to operating covertly and, as a result was arrested and later died of died due to the torture he experienced while under arrest. He was found at the age of 31 outside a hospital naked, shackled and having experienced a brain haemorrhage.

Police denied responsibility for what happened to Biko, however, in 1997, five former officers admitted to being responsible for Biko’s death and applied for amnesty to the Truth and Reconciliation Commission (a way of getting consequences for their wrongdoings and committed atrocities).

216, 262

Notes:

Dark, uncertain

Charcoal metaphor

Highlight

[anantam-ayurveda]

Dhaniya (Coriandrum Sativum): Dhaniya Water Benefits

Introduction to Dhaniya in Ayurveda

Dhaniya, also known as Coriandrum sativum, is a time-honored herb in Ayurvedic medicine, revered not only as a flavorful spice but also as a potent medicinal plant. Originating from the Apiaceae family, it is widely used in Indian kitchens and classical Ayurvedic formulations. Rich in phytonutrients, essential oils, antioxidants, and digestive stimulants, Dhaniya has been classified as "Deepaniya", "Pachana", and "Tridosha Shamak" in Ayurvedic texts.

In Ayurveda, it plays a critical role in pacifying all three Doshas – Vata, Pitta, and Kapha – making it one of the rare Tridosha balancing herbs. Whether used as a fresh green leaf (cilantro) or as dried seeds, Coriandrum sativum exhibits multi-dimensional therapeutic value.

Botanical Classification and Nomenclature of Dhaniya

Kingdom: Plantae

Division: Spermatophyta

Subdivision: Angiospermae

Class: Dicotyledonae

Subclass: Archichlamydeae

Order: Umbelliflorae

Family: Umbelliferae (Apiaceae)

Genus: Coriandrum

Species: sativum

Common and Vernacular Names of Dhaniya

English: Coriander (seeds), Cilantro (leaves)

Hindi: Dhaniya

Telugu: Dhaniyalu

Bengali: Dhane

Gujarati: Dhana

Tamil: Kottamalli

Kannada: Kotthambari

Malayalam: Malli / Kothambala / Kothambalari

Arabic: Kubjar, Kujwar

Farsi: Kashneer

Sanskrit Synonyms of Dhaniya

Dhanyaka – Grain-like seeds

Chatra – Umbrella-shaped inflorescence

Kustumburu – Disease-repelling

Vitunnaka – Pain and discomfort alleviator

Veshanagra, Kunati, Dhenaka, Hrudyagandha – Aromatic and healing

Chemical Constituents of Dhaniya

Coriander is a rich reservoir of potent phytochemicals that contribute to its pharmacological efficacy. Below is a comprehensive list of its bioactive compounds:

READ MORE

[ashapuracar]

Ahmedabad to Vadodara Taxi Service - Ashapura Car Rentals

Travel from Ahmedabad to Vadodara with easy convenience. Businessmen, tourists, and local commuters traveling Ahmedabad to Vadodara taxi service offer an experience that is hassle-free, comfortable, and economical. Our reliable drivers, well-maintained cabins, and reasonable taxi service prices ensure a hassle-free journey for all passengers.

Ahmedabad to Vadodara Distance by Taxi

The distance from Ahmedabad to Vadodara is approximately 110 km from the road; the duration of the trip would be around 1.5 to 2 hours, depending on traffic conditions. Our Ahmedabad to Vadodara cab service takes you smoothly on the well-maintained NH48 highway with a swift and warm trip. 

Ahmedabad to Vadodara One Way Cab

In case you need Ahmedabad to Vadodara one way taxi services, we provide an economical and feasible option. One-way taxi service is especially helpful for those travelers who do not require a return trip. The one-way trip offers a cost-effective way to travel with straightforward pricing and no hidden charges.

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The Ahmedabad Airport to Vadodara taxi service is provided for those landing at Sardar Vallabhbhai Patel International Airport and requiring a dependable ride to Vadodara. Booking a comfortable cab will ensure a carefree journey to your destination and saves you from public transport problems.

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Ahmedabad to Vadodara Taxi Fare is reasonable and depends on the vehicle type you choose. Here is a rough estimate of the fare:

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[codingprolab]

Homework 7 DSCI 552

1. Multi-class and Multi-Label Classification Using Support Vector Machines (a) Download the Anuran Calls (MFCCs) Data Set from: https://archive.ics. uci.edu/ml/datasets/Anuran+Calls+%28MFCCs%29. Choose 70% of the data randomly as the training set. (b) Each instance has three labels: Families, Genus, and Species. Each of the labels has multiple classes. We wish to solve a multi-class and…

[ayanseo]

Mastering Fotona Laser Training: Your Step-by-Step Guide on How to be an Expert of Next-Generation Laser Technology

The medical and aesthetic fields are in the process of a revolution, driven by innovation in the field of lasers. With increasing numbers of clients and patients seeking more non-invasive, outcome-oriented treatments, professionals need to be at the forefront by excelling at next-generation devices.

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The Evolution of Laser Technology in Modern Healthcare

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The world medical laser market is expected to surpass $11 billion by 2030, with the trend of growth intensifying for cosmetic procedures, treating chronic conditions, and minimally invasive therapy. But growth involves risk: improper use of lasers can cause burning, scarring, or machine malfunction. Fotona laser training reduces these risks with the following technical skill sets and safety guidelines that professionals learn to optimize the use of the machine without danger.

What is Fotona Laser Training?

Fotona laser training is an educational course in professional training for medical and aesthetic practitioners. Practice is integrated with theory to endow participants with a comprehensive insight into laser physics, clinical practice, and the safety of the patient. We explore below the core areas of a successful training program:

1. Laser Physics and Safety: The Science Behind Success

It is important to understand the physics of lasers in order to treat them effectively. Fotona's platforms utilize two important wavelengths:

Nd:YAG (1064 nm) 

Tissue penetration to a profound depth is well-suited for vascular lesions, hair removal, and deep layer stimulation.

Er:YAG (2940 nm): 

Water-absorbed and ideally suited for superficial skin resurfacing, scar revision, and sensitive procedures.

Instruction starts with selective photothermolysis concepts—laser interaction with a target chromophore (melanin, hemoglobin) without harming the surrounding tissue. Students learn to control fluence (energy density), pulse duration, and repetition rate by skin type, condition, and desired effect.

Safety first. Training modules are:

Laser Classification:

 Awareness of risk by laser class.

Eye Protection:

Proper-fitting eye protection to avoid retinal damage in patients and personnel.

Skin Typing:

 Application of the Fitzpatrick scale to tailor settings and prevention of side effects such as hyperpigmentation.

Emergency Protocols:

Resolving complications such as burns or adverse reactions.

2. Clinical Applications: Mastery of Multidisciplinary Techniques

Fotona lasers are extremely versatile. Training sessions tend to bifurcate streams by specialty:

Dermatology and Aesthetics

Skin Rejuvenation:

 Stimulation of collagen by Fotona FRAC3® treatments by fractional photothermolysis, removing wrinkles and enhancing texture.

Pigment disorders:

 breaking sunspots or melasmas using Q-switched modes.

Acne Scarring:

 Biphasic ablative and non-ablative mode application for resurfacing in layers.

Hair Removal: 

Setting the settings of Nd:YAG to suit varying skin colors and hair colors.

Dentistry

Periodontal Therapy:

 Antibacterial and bleaching therapy with lasers for the treatment of gum disease.

Tooth Whitening:

 Irradiation of light energy to enhance the activity of bleaching agents.

Soft Tissue Surgery:

 Precise incisions to perform frenectomies or crown lengthening.

Gynecology

Vaginal Rejuvenation:

 Non-surgical tightening with Fotona's IntimaLase® for stress incontinence or laxity.

Laser lipolysis:

 Deflation of sensitive spots with less invasive methods.

Veterinary Medicine

Wound Healing

Facilitating tissue healing in animals after surgery.

Pain Management: 

Treating inflammation in joints using photobiomodulation.

3. Hands-On Practice: From Theory to Real-World Expertise

Practice teaching is supplemented by supervised practice. Trainees practice on simulated or live tissue in the presence of experienced trainers. For instance, a dermatology-specific tutorial would include:

Practice of Smooth® mode for non-ablative resurfacing and sliding the handpiece gently over the skin.

Practice of PIANO® mode for deep dermal heating, a method utilized for tightening of the skin.

Practice of emergency situations, such as how to deal with a patient presenting with acute erythema.

Instructors provide individualized feedback to enable participants to perfect their technique, configure device settings, and build confidence.

4. Certification and Beyond: Verifying Your Expertise

When the practitioners graduate from the program, they are certified Fotona-approved. Not only is this more authoritative, but it also follows local regulations, which often insist on certified training in order to use lasers. Post-training assistance is often given by most programs, such as online forums, clinical guides, or mentorship programs.

Why Fotona Laser Training is Non-Negotiable for Modern Practitioners

1. Ensuring Consistent, Improved Results

Poorly performed laser treatment may provide suboptimal outcomes or destroy a clinic's reputation. Fotona training introduces therapists to the subtleties of treating with the device. For example, rosacea treatment involves using lower fluence and increased pulse duration in order not to damage sensitive capillaries, and tattoo removal involves high peak power for breaking tattoo pigment particles. Proficiency with such specifics results in consistent, patient-satisfying outcomes.

2. Removing Legal and Financial Risks

Laser malpractice lawsuits are increasing worldwide. In the US alone, poor training is one of the main reasons for litigation in aesthetic clinics. Certification by Fotona proves dedication, lowering liability and insurance costs. Moreover, preventing complications such as burns or infections saves money on remedial treatments or refunds.

3. Diversifying Service Offerings and Revenue Streams

Practices with a wealthier laser treatment presence will realize a 20–30% revenue increase. Fotona-certified practitioners can bring in procedures—like a dental practice with gum reshaping via laser or an OB/GYN with intimate wellness procedures. High-margin procedures help new patients attract and build loyalty.

4. Patient Trust in a Competitive Market Building

In the era of beauty of the social media age, patients are informed consumers. They look for providers who spend money on accredited programs and FDA-approved technology. Fotona certification is the mark of professionalism that assures clients that they are in the right hands.

Who Is Eligible to Enroll in Fotona Laser Training?

The course is suitable for:

Medical Physicians (MDs) and Nurses:

 Exploring the field of aesthetics or increasing surgical accuracy.

Dentists and Hygienists:

 Incorporating lasers into periodontal or cosmetic procedures.

Aestheticians and spa owners:

 providing current treatments such as laser facials or body sculpting.

Veterinarians:

 treating chronic pain or surgical requirements in animals.

New Graduates: 

Creating a competitive advantage on entering the workforce.

Choosing the Best Training Program: A Checklist

Accreditation: 

Ensure the training is accredited by Fotona or similar organizations such as the ACCME or CPD. 

Customized Learning Paths:

 Ensure the programs have specialty-specific modules (e.g., dermatology versus dentistry). 

Small class sizes:

 hands-on training with one-to-one instruction. 

Post-Training Support: 

Consider mentorship programs or inclusion in Fotona's clinical advisory team. 

Advanced Modules:

 Some schools provide training modules on how to combine Fotona lasers with other technologies, e.g., radiofrequency or ultrasound.

The Future of Fotona: Innovations and Lifelong Learning

Fotona is continuously innovating and pushing the envelope with:

PiQo4 Laser: Multi-wavelength platform for tattoo removal and pigmentation.

Dynamis Pro: Multi-specialty device for dynamic user-adjustable treatments.

In order to stay current, operators must continuously upgrade themselves on webinars, workshops, and year-end certifications.

Conclusion: 

Take Your Career to the Next Level with Fotona Laser Training

In a high-tech world where greatness is success, Fotona laser education is an education success story—a career decision success story. Being competent in Fotona equipment places you at the head of your group and, with the legitimacy of a visionary in your profession, able to produce outcomes that exceed patient expectations. Being an experienced practitioner or an emerging practitioner, the training is the doorway to creativity, profitability, and personal satisfaction.

Don't fall behind the pace of laser technology development. Sign up for a Fotona laser training course today and be among the leading practitioners who will define the future of healthcare and aesthetics.

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How to Clean and Label Your Image Classification Dataset for Better Accuracy

Introduction 

In the realm of machine learning, the caliber of your dataset is pivotal to the performance of your model. Specifically, in Image Classification Dataset , possessing a well-organized and accurately labeled dataset is essential for attaining high levels of accuracy. Disorganized or incorrectly labeled data can mislead your model, resulting in erroneous predictions and diminished overall effectiveness. This blog will guide you through the critical steps necessary to effectively clean and label your image classification dataset, ensuring that your model is trained on high-quality data to achieve optimal results.

The Importance of Cleaning and Labeling

Before we delve into the steps, it is important to recognize the significance of cleaning and labeling:

Enhanced Model Accuracy – Clean and precise data enables the model to identify the correct patterns, thereby improving classification accuracy.

Minimized Overfitting – Eliminating noise and irrelevant data helps prevent the model from memorizing patterns that do not generalize well to unseen data.

Accelerated Training Speed – A well-structured dataset facilitates quicker learning for the model, leading to lower computational expenses.

Increased Interpretability – When the input data for the model is clear and consistent, it becomes easier to debug and enhance.

 Step 1: Gather High-Quality Images

The initial step in constructing an effective dataset is to ensure that the images you gather are of high quality and pertinent to the classification task.

Suggestions for Improved Image Collection:

Ensure uniformity in image format (e.g., JPEG or PNG).

Steer clear of low-resolution images or those that have undergone excessive compression.

Ensure the dataset encompasses a variety of angles, lighting conditions, and backgrounds to enhance generalization.

Step 2: Refine Your Dataset

After collecting the images, the subsequent step is to refine them by eliminating duplicates, blurry images, and any irrelevant content.

Cleaning Techniques:  

 Eliminate Duplicates:  

Employ hashing or similarity-based algorithms to detect and remove duplicate images.  

 Remove Low-Quality or Corrupted Images:  

Identify corrupted files or images with incomplete data. Utilize automated tools such as OpenCV to discard images that are blurry or have low contrast.  

 Resize and Standardize:  

Adjust all images to a uniform size (e.g., 224x224 pixels) to maintain consistency during training. Normalize pixel values to a standard range (e.g., 0–1 or -1 to 1).  

 Data Augmentation:  

Enhance variability by rotating, flipping, and cropping images to strengthen the model's resilience to different variations.  

 Step 3: Accurately Label Your Dataset  

Precise labeling is essential for the success of any image classification model. Incorrect labels can mislead the model and lead to diminished accuracy.  

Best Practices for Labeling:  

 Implement Consistent Labeling Guidelines:  

Establish a fixed set of categories and adhere to them consistently. Avoid vague labels—be specific.  

 Automate When Feasible:  

Utilize AI-driven labeling tools to expedite the process. Tools such as LabelImg or CVAT can automate labeling and enhance consistency.  

 Incorporate Human Oversight:  

Combine AI labeling with human verification to achieve greater accuracy. Engage domain experts to review and validate labels, thereby minimizing errors.  

 Employ Multi-Class and Multi-Label Approaches:  

For images that may belong to multiple classes, utilize multi-label classification. Hierarchical labeling can assist in organizing complex datasets.  

 Step 4: Strategically Split Your Dataset  

After cleaning and labeling the data, the next step is to divide the dataset for training and evaluation. A widely accepted strategy is:  

70% Training Set – Utilized for model training.  

15% Validation Set – Used for tuning hyperparameters and preventing overfitting.  

15% Test Set – Reserved for the final evaluation of the model.  

Ensure that the dataset split is randomized to avoid data leakage and overfitting.

Step 5: Monitor and Enhance  

Your dataset is dynamic and will require regular updates and refinements.

Tips for Continuous Improvement:  

Regularly incorporate new images to ensure the dataset remains current.  

Assess model performance and pinpoint any misclassified instances.  

Modify labeling or enhance data if you observe recurring misclassification trends.  

 Concluding Remarks  

The process of cleaning and labeling your image classification dataset is not a one-off task; it demands ongoing attention and strategic revisions. A meticulously organized dataset contributes to improved model performance, expedited training, and enhanced accuracy in predictions. If you require assistance with your image classification project, explore our image classification services to discover how we can support you in developing high-performance  Globose Technology Solutions AI models!

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