📘 Deep Dive Into Engineering:

Want to know the exact mathematical breakdown, the automated VLM dataset captioning protocol, and how to replicate this local pipeline on a mobile laptop GPU? Read the full step-by-step training guide here: Link

Key Features & Killfiches:

• Zero Color Bleeding: Thanks to a strict, surgically clean tagging protocol, you can call multiple characters into the same frame using structural delimiters (first:/second:) or spatial cues (On the left...). Outfits, hair colors, and eye shapes will never melt together.

• Dual-Input Flexibility: The text encoder handles both descriptive, natural English prose and strict Danbooru-style tag structures with equal flawless precision.

• The "Funny Face" Integration: The model fully understands and replicates the signature, exaggerated comical expressions of KonoSuba (wavy mouth, crying with tears stream, pouty face) without breaking underlying anatomical structures.

• Two-Tier High-Res Polish: Finetuned at a native 1024px with an ultra-low learning rate to ensure extreme line clarity, flawless line-art, and perfect micro-geometry rendering (such as sharp patterns on armor and props).

Trigger Strategy & Character Prompts

Main Core Triggers:

Every generation must start with the structural anchors:

anime, konStyle

Comprehensive Character Prompt-List:

Use these exact structural blocks to summon your favorite characters with full gear consistency:

• Darkness:

  1girl, konDarkness, tall, voluptuous build, large breasts, fair skin, large breasts, teal eyes, long blonde hair, ponytail, red cross hairpins, crusader armor, black full-body suit, white breastplate, small red bow, long yellow tunic, pauldrons, orange bracers, sabatons

• Megumin:

  1girl, konMegumin, petite build, small breasts, fair skin, red eyes, short hair, asymmetric bangs, sidelocks, black choker, crimson magic tunic, brown magic robe, witch hat, brown leather belt, black fingerless gloves, uneven legwear, one leg bandage and one black thighhigh, orange boots

• Aqua:

  1girl, konAqua, average build, big breasts, fair skin, blue eyes, long blue hair, hair bun, blue water ball hair ornament, water archpriest outfit, dark purple detached collar, blue vest, white detached sleeves, green bow, blue miniskirt, white thighhighs, blue boots

• Kazuma:

  1boy, konKazuma, slender build, fair skin, green eyes, short messy brown hair, rookie adventurer suit, dark green capelet, white tunic, grey long-sleeved shirt, brown leather belt, dark grey trousers, brown boots

• Yunyun:

  1girl, konYunyun, average build, big breasts, fair skin, red eyes, brown hair, braid crown, short twintails, red hair ribbons, yellow hair ornament, crimson archmage dress, black long-sleeved dress, boob window, white collar, pink necktie, brown leather belt, pink layered skirt, pink thighhighs, brown boots

• Chris:

  1girl, konChris, petite build, small breasts, fair skin, single short diagonal flesh-colored scar line on right cheek, purple eyes, short messy silver hair, phantom thief gear, asymmetrical dark grey tube top, single strap, dark green detached sleeves, long black gloves, green short cape, light green scarf, blue shorts with yellow trim, brown leather belt, white thighhighs, blue v-shaped stripe on cuffs, brown boots

• Wiz:

  1girl, konWiz, voluptuous build, large breasts, very fair skin, brown eyes, long brown hair, hair over one eye, ahoge, purple archmage robe, purple dress, long sleeves, yellow trim, purple cloak, black collar, long skirt, boots

• Vanir:

  1man, konVanir, tall, slender build, sharp chin, fair skin, short dark blue hair, half-white half-black domino mask, trickster butler suit, dark blue double-breasted coat, white piping, white collared shirt, yellow ascot, white gloves, dark blue trousers, black shoes

• Eris:

  1girl, konEris, petite, average build, small breasts, fair skin, purple eyes, long silver hair, low twintails, puffy twintails, orange hair beads, goddess cleric dress, purple nun veil, gold trim, white frills, pink diamond pendant necklace, purple long-sleeved dress, white corset lacing, white long skirt, white tights, purple shoes

• Luna (Guild Receptionist):

  1girl, konLuna, voluptuous build, large breasts, fair skin, amber eyes, blonde hair, updo, orange hair tips, gradient hair, curled sidelocks, guild receptionist uniform, white off-shoulder jacket, open chest, red bowtie, white collar, blue shorts, brown boots

• Chomusuke (The Bestiary Anchor):

  small black cat konChomusuke, red cross on forehead, glowing yellow oval eyes, tiny black bat wings on back.

Example Complex Inference Structure

Multi-Character Interaction Setup:

anime, konStyle, a scene of two characters:
first: young man konKazuma. He has slender build, fair skin, green eyes, short messy brown hair. konKazuma wears rookie adventurer suit, dark green capelet, white tunic, grey long-sleeved shirt, brown leather belt, dark grey trousers, brown boots.
second: young woman konAqua. She has a average build, big breasts, fair skin, blue eyes, long blue hair, hair bun, blue water ball hair ornament. konAqua wears a water archpriest outfit, dark purple detached collar, blue vest, white detached sleeves, green bow, blue miniskirt, white thighhighs, blue boots.
konKazuma has an annoyed expression while konAqua is looking at him with a smug smile. White plain background