#Comprehensive Architectural
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versaiconcepts · 5 months ago
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roomba-mangga · 11 months ago
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i really didn't anticipate the first episode of i am in eskew being remotely about david ward attempting a tryst with the most random couple
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monstersofsilence · 3 months ago
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NO FUCKING SHOT THAT FROMSOFT WENT TO NINTENDO AND MADE, kinda, A BLOODBORNE 2
like I know that it is multiplayer focused but like
BRO
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cnyonbd17 · 1 month ago
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Underfloor Heating Systems: Luxury Comfort or Costly Compromise? A Deep Dive into the Pros and Cons
When it comes to modern residential comfort, underfloor heating systems are often seen as the gold standard—a seamless, silent, and space-saving solution that blends effortlessly into contemporary home design. But while this technology offers a raft of advantages, it’s important for homeowners, developers, and architects to fully understand both the positive and negative effects before committing.
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As a highly experienced architectural professional with years of involvement in energy-efficient and high-performance residential design, I can confidently say that underfloor heating is a game-changer when implemented thoughtfully—but it’s not a one-size-fits-all solution.
Let’s break it down—from the persuasive pitch that sells the dream to a critical expert analysis of its full impact.
The Sales Perspective: Why Underfloor Heating Sells
Imagine a living room with no clunky radiators, no whirring fans—just smooth, radiant warmth that rises gently from the floor. That’s the magic of underfloor heating. It’s not just a heating system; it’s an elevated lifestyle experience.
For property developers and estate agents, offering underfloor heating is an easy way to differentiate listings, command higher selling prices, and appeal to eco-conscious buyers looking for efficiency with elegance. It also delivers a minimalist, modern aesthetic that designers crave. No vents. No grates. Just pure, invisible comfort.
Buyers are increasingly drawn to homes that reflect modern technological integration and comfort-driven design. And underfloor heating fits perfectly within the smart home narrative: clean lines, energy efficiency, and climate control that feels indulgent.
The Expert Breakdown: Positives of Underfloor Heating Systems
1. Energy Efficiency
Underfloor heating systems, particularly hydronic (water-based) ones, can be more efficient than traditional radiators. They operate at lower temperatures while evenly distributing warmth, making them ideal for pairing with low-carbon energy sources like heat pumps. This results in lower energy bills and smaller carbon footprints, ticking critical boxes for sustainable builds.
2. Thermal Comfort
Because heat rises naturally, floor-based systems provide consistent warmth throughout a room—eliminating cold spots common with wall-mounted radiators. The result? Superior comfort, especially in open-plan or high-ceilinged spaces.
3. Aesthetic and Design Freedom
Without the visual interruption of radiators or vents, architects and interior designers have more freedom to create uninterrupted lines, sleek wall finishes, and better furniture placement. It enables more elegant, flexible layouts—especially valuable in smaller or luxury spaces.
4. Silent and Low Maintenance
Once installed correctly, underfloor systems are nearly silent and require minimal maintenance. There are no moving parts or filters to change regularly, making them both discreet and dependable over time.
But What About the Drawbacks? A Balanced Architectural View
While underfloor heating offers an impressive list of benefits, there are notable considerations that every expert and homeowner must weigh.
1. Installation Cost and Complexity
The upfront cost—especially for retrofit projects—can be significantly higher than conventional systems. Floors often need to be raised or reconstructed, and installation is best handled during new builds or major renovations to avoid extensive disruption.
2. Slower Heat-Up Time
Unlike traditional radiators that heat up quickly, underfloor systems take longer to reach desired temperatures. This makes them less responsive in poorly insulated homes, and requires smarter thermostatic planning.
3. Flooring Material Compatibility
Not all flooring types conduct heat equally. Thick carpets or dense wood flooring can impede performance. Architects and homeowners must plan finishes around thermal efficiency—meaning material choice becomes an integral part of the design equation.
4. Repair Accessibility
If a problem occurs post-installation—like a leak in a hydronic pipe—accessing and fixing it may require lifting flooring, which can be both costly and inconvenient. While rare, this underscores the need for precision installation and high-quality components.
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Conclusion: Is Underfloor Heating Right for You?
Underfloor heating represents the intersection of modern luxury, energy efficiency, and design freedom. For new builds and carefully planned renovations, it offers an elegant, long-term heating solution that enhances value, comfort, and sustainability. It’s a perfect match for forward-thinking homes designed with wellness, style, and efficiency in mind.
However, it’s not without its caveats. Installation cost, responsiveness, and flooring choices are critical factors. When considering underfloor heating, consult with experienced architects and MEP (mechanical, electrical, plumbing) professionals early in the design process to ensure seamless integration.
In the end, underfloor heating isn’t just about keeping your feet warm. It’s about building smarter, living better, and embracing comfort without compromise. When specified correctly, it’s more than a system—it’s a selling point, a lifestyle upgrade, and an architectural advantage that truly pays off.
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collabinteriors · 4 months ago
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adelllseo · 5 months ago
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The user experience design process is evolving at an unprecedented rate, largely driven by advances in artificial intelligence (AI). As businesses strive to enhance digital interactions, AI's role in UX design has become more crucial than ever, offering a sophisticated blend of efficiency and insight. This integration streamlines the design process to ensure that digital platforms are more intuitive, responsive, and tailored to user needs. This post explores how AI is revolutionizing the UX design process, from initial user research to the final stages of implementation, providing practical insights for those considering its adoption.
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adambrosrenderingservices · 7 months ago
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Polystyrene cladding services Melbourne
For reliable Polystyrene cladding services Melbourne, Adam Bros Rendering Services is a trusted choice. They specialize in high-quality Polystyrene cladding Melbourne, offering solutions that enhance the look and insulation of your property. Their team has extensive experience in applying polystyrene cladding to both residential and commercial buildings. When it comes to Melbourne Polystyrene…
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panaromicinoftechs · 1 year ago
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Mastering Mobile App Localization: The Ultimate Guide
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#In an increasingly globalized world#mobile app localization is crucial for developers aiming to expand their reach and connect with international markets. Localization involve#content#and functionality to suit different languages#cultural nuances#and regional preferences. This comprehensive guide will walk you through the steps of effective mobile app localization#ensuring your app resonates with users around the world.#1. Understand Your Target Audience#Before diving into localization#it's vital to thoroughly understand the markets you are targeting. Research the languages spoken#cultural norms#legal requirements#and local technologies. This foundational knowledge will guide your localization strategy and help you prioritize which elements of the app#2. Internationalize Your App#Internationalization is the process of designing an app's architecture so that it can support multiple languages and regions without requir#text directions (like right-to-left scripts)#local date and time formats#and numerical values. Preparing your app in this way simplifies the subsequent localization process.#3. Localize Content and UI#The next step is to translate and localize the app’s content and user interface. This goes beyond mere translation; you must also adapt gra#icons#and layouts to align with local customs and expectations. It’s advisable to work with native translators who understand the linguistic subt#4. Adapt to Local Regulations and Legal Requirements#Different markets may have specific legal standards regarding data privacy#digital transactions#and censorship that can affect your app. Ensure that your app complies with local laws and regulations to avoid legal issues and build trus#5. Test and Optimize for Local Markets#Once localized#thoroughly test your app in each target market to catch any issues with translations#or functionality. Consider conducting usability tests with local users to gather feedback and understand their user experience. Use this fe
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versaiconcepts · 5 months ago
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cnyonbd17 · 3 months ago
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Canyon Building Design transforms the notion of architectural excellence by integrating innovation, functionality, and aesthetic beauty. Drawing inspiration from the grandeur of nature's canyons, we develop dynamic spaces that are in harmony with their environment. Our expertise is in creating timeless designs, prioritizing sustainable solutions, and delivering exceptional quality, making each structure a true masterpiece of contemporary architecture.
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saheed-uae-blog · 2 years ago
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The Benefits of Glass Doors
In the modern world of interior and architectural design, glass doors have emerged as a symbol of elegance, functionality, and innovation. These transparent marvels have witnessed a surge in popularity, and for a good reason. Glass doors offer a wide array of advantages that not only enhance the aesthetic appeal of a space but also contribute to practicality, energy efficiency, and overall well-being. In this comprehensive guide, we will delve into the myriad benefits of glass doors and why they have become a cornerstone of contemporary design.
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Types Of Glass Doors
Aluminium Glass Doors: Aluminium glass doors combine the durability of aluminium frames with the elegance of glass panels. They are commonly used for both interior and exterior applications, providing a sleek and modern look while ensuring weather resistance.
Frameless Glass Door: Frameless glass doors offer a minimalist and contemporary design. They lack visible frames or hardware, providing an unobstructed view. These doors are perfect for creating a seamless and open ambiance in homes or offices.
Glass Doors Sliding: Sliding glass doors are known for their space-saving design. They slide horizontally rather than swinging open, making them ideal for areas with limited space. They offer the same benefits of natural light and transparency as traditional glass doors.
Glass Door Wardrobe: Glass door wardrobes feature glass panels as the front doors of the wardrobe. This design not only adds a touch of sophistication to the bedroom but also allows for easy visibility of clothing and accessories without the need to open the doors.
Stackable Glass Doors: Stackable glass doors consist of multiple panels that can be neatly stacked or folded away when fully opened. They are often used to create wide openings between indoor and outdoor spaces, providing a sense of continuity and flexibility in design.
Interior Glass Doors: Interior glass doors are designed to separate different living spaces while maintaining an open and airy feel. They come in various styles, including frosted, etched, and clear glass options, offering versatility in design and privacy levels within a home.
Benefits of Glass Doors
Transparency and Openness
The most evident benefit of glass doors is their ability to create an atmosphere of transparency and openness. These doors allow an unobstructed view of both interior and exterior spaces, blurring the lines between indoors and outdoors. This feature makes rooms appear larger, more inviting, and provides a sense of connection with the surrounding environment.
Natural Light Infusion
One of the primary advantages of glass doors is their capacity to usher in an abundance of natural light. The entrance of daylight into a space not only reduces the need for artificial lighting but also provides numerous health benefits. Natural light promotes productivity, enhances mood, and even contributes to energy savings.
Aesthetic Versatility
Glass doors come in a variety of designs, from classic to contemporary, and they can be customized to suit any architectural style. Whether you prefer a sleek and minimalistic frameless design or a more traditional framed look, glass doors offer the flexibility to match the aesthetic of any interior or exterior space.
Energy Efficiency
Modern glass doors are designed to be energy-efficient. They are equipped with advanced insulation technology, including low-emissivity (Low-E) glass, which reduces heat transfer and helps maintain a comfortable indoor temperature. This not only reduces energy consumption but also lowers utility costs.
Noise Reduction
Glass doors equipped with double or triple glazing can significantly reduce noise transmission from the outside. This feature is particularly advantageous in urban environments or areas with high traffic, contributing to a more peaceful and quiet indoor ambiance.
Easy Maintenance
Maintaining glass doors is a breeze. They are easy to clean and resistant to stains and odors. A simple wipe with a glass cleaner is often sufficient to keep them looking pristine, making them an excellent choice for spaces that require minimal upkeep.
Conclusion
The benefits of glass doors in UAE are abundant and diverse, making them a top choice for homes and businesses. From illuminating natural light to enhancing property value and providing security, glass doors offer a range of advantages that transcend aesthetics.Additionally, finding the right Glass Doors manufacturers is important in ensuring you get top-quality products. TradersFind, a reputable platform, connects you with trusted glass doors suppliers, further enhancing the advantages of glass doors in terms of reliability, choice, and affordability. So, when considering the benefits of doors, don't forget the added advantage of accessing the best sources through TradersFind.
#In the modern world of interior and architectural design#glass doors have emerged as a symbol of elegance#functionality#and innovation. These transparent marvels have witnessed a surge in popularity#and for a good reason. Glass doors offer a wide array of advantages that not only enhance the aesthetic appeal of a space but also contribu#energy efficiency#and overall well-being. In this comprehensive guide#we will delve into the myriad benefits of glass doors and why they have become a cornerstone of contemporary design.#Types Of Glass Doors#Aluminium Glass Doors: Aluminium glass doors combine the durability of aluminium frames with the elegance of glass panels. They are commonl#providing a sleek and modern look while ensuring weather resistance.#Frameless Glass Door: Frameless glass doors offer a minimalist and contemporary design. They lack visible frames or hardware#providing an unobstructed view. These doors are perfect for creating a seamless and open ambiance in homes or offices.#Glass Doors Sliding: Sliding glass doors are known for their space-saving design. They slide horizontally rather than swinging open#making them ideal for areas with limited space. They offer the same benefits of natural light and transparency as traditional glass doors.#Glass Door Wardrobe: Glass door wardrobes feature glass panels as the front doors of the wardrobe. This design not only adds a touch of sop#Stackable Glass Doors: Stackable glass doors consist of multiple panels that can be neatly stacked or folded away when fully opened. They a#providing a sense of continuity and flexibility in design.#Interior Glass Doors: Interior glass doors are designed to separate different living spaces while maintaining an open and airy feel. They c#including frosted#etched#and clear glass options#offering versatility in design and privacy levels within a home.#Benefits of Glass Doors#Transparency and Openness#The most evident benefit of glass doors is their ability to create an atmosphere of transparency and openness. These doors allow an unobstr#blurring the lines between indoors and outdoors. This feature makes rooms appear larger#more inviting#and provides a sense of connection with the surrounding environment.#Natural Light Infusion
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versaiconcepts · 5 months ago
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ARCHITECTURE
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We not only design structures to deliver environments that elevate the human experience; we also preserve the living, breathing works of art that stand as testaments to our unwavering commitment to architectural innovation.
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alexanderwales · 16 days ago
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Okay, but why does San Francisco have so many bay windows? I had this question last night, and sure, bay windows let in light and provide ventilation, but I thought to myself "this kind of smells like a tax dodge". Specifically, pushing out a bit of the house is the kind of thing you do if you have some kind of tax assessment that's based on the footprint of the house rather than the square footage, or if it allows you to gain square footage that you couldn't normally gain, e.g. by extending over a property line, or some kind of public encroachment.
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Or maybe this was driven by something about building costs? Some difference specific to the San Francisco Bay that meant that they did this where other people didn't?
I didn't get many answers, but San Francisco, particularly after the 1906 Earthquake/fire, was heavily influenced by Victorian architecture. So why did Victorians have bay windows? Well, in 1894 the UK Building Act changed the regulations, so that windows no longer had to be flush with the exterior wall.
So why did that happen?
Well, back in 1774 there was a Fires Prevention (Metropolis) Act in Great Britain which restricted exterior ornamentation, most of which was timber, on the (probably very correct) theory that this was one of the things that was making fires a lot worse. And prior to that, the Mischiefs by Fire Act 1708 had similar provisions. And before that was the 1666 London Fire, which is maybe the biggest piece of the puzzle.
But after many long years of horribly flat monotonous buildings, which accumulated over time, people were hungry for something that was elaborate and ornate, and there was a housing and disease crisis and maybe drove the need for comprehensive regulatory reform. And when regulations relaxed, a bay window was one of the modifications that you could do to a building without having to start the whole thing over or drastically change the floorplan. And when San Francisco was rebuilding, this is the style that was all the rage.
There's something so beautiful and ironic about this, the line that we can draw here between the Great London Fire of 1666 and the Great San Francisco Fire of 1906.
So I spent some time today wandering around Berkeley, looking at the bay windows and thinking about this history, and how this became a piece of the architectural identity of the area.
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cosmic-conqueror-diabelos · 13 days ago
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An adventurer’s guide to the galaxy
In their relentless pursuit of peak physical perfection, Jihyo, Momo, Sana, and Mina had pushed themselves through nearly every fitness trend—from intense Pilates sessions to disciplined weight-lifting regiments. But when they hit a frustrating plateau, their competitive spirits refused to settle. Searching for the next challenge, they found themselves drawn to a quiet yet well-respected dojo nestled just on the outskirts of the city.
It was there, under the strict yet graceful tutelage of Sensei Umezewa—a stoic Japanese immigrant and the daughter of a so-called "exiled samurai"—that they began spending nearly every weekend honing their skills. What started as a personal training sanctuary soon turned into something else entirely. As word spread among their peers, the dojo quickly became a magnet for other idols chasing their own version of physical and mental mastery.
Before long, familiar faces began appearing at the dojo: Sakura Miyawaki, always composed and deadly with a shinai, and Kazuha Nakamura, graceful as a dancer but deceptively strong. Their presence added a new layer of intensity to the sessions, and it wasn’t long before their training schedules naturally aligned. They often sparred together, sweat and adrenaline bonding them through every strike and counter, their movements crisp and purposeful beneath layers of traditional gear.
Today’s session had been no different—rigorous, disciplined, and exhausting. Sensei Umezewa had calmly observed from the sidelines, her eyes as sharp as a blade, offering the occasional correction or nod of approval. The training had concluded with the quiet arrival of three new recruits: Giselle and Karina of Aespa, and Itzy’s Yeji—all drawn to the dojo for the same reason as the others: the hunger to evolve, to transcend.
After bowing to their Sensei and one another, the group made their way out of the dojo, laughter, and conversation punctuating the quiet of the late afternoon. But as they stepped into the gravel path outside, something strange happened.
One, two, three… eight steps.
Then nothing.
They kept walking—but the scenery didn’t change. Their feet moved, and the gravel crunched beneath them, but they weren’t getting anywhere.
It took a moment before anyone noticed. One by one, they paused, puzzled, glancing around. The air felt heavier, charged with a strange, humming tension. Confused murmurs gave way to silence as they all tilted their heads upward.
That’s when they saw it: a colossal beam of pale blue light pouring down from the sky, shimmering like liquid glass. It enveloped them completely, holding them in place with an invisible grip.
A split second later, everything went white.
And then—nothing.
Darkness.
They came to—roughly four Earth hours later—disoriented and sprawled across the cold, metallic floor of an alien chamber. The room hummed softly with energy, its walls a lattice of strange, glowing symbols and seamless, shifting panels. The very structure they were in felt alive, its design so far beyond human comprehension that even trying to make sense of it gave them a dull headache. No edges, no visible doors—just smooth, flowing architecture that pulsed like a heartbeat.
And sitting at the far end of the chamber, upon what looked like a throne grown out of the floor itself, was a towering figure that resembled a man crossed with a white tiger—broad-shouldered, draped in dark, ornamental armor, and radiating a quiet, effortless menace.
“Oh good, y’all are awake,” the feline giant said in heavily modulated English, his voice deep and oddly melodic, like metal scraping velvet.
The idols instinctively recoiled, hearts pounding, pressing themselves against the walls as far from the creature as possible. Panic danced in their eyes—this was no stage, no dream, no fantasy.
The creature raised a massive paw in what seemed like a gesture of calm.
“Now, now—no need to be afraid,” he said, his tone rehearsed but not unkind. “I’m not here to hurt you. My name is Rylor. I come from the planet Jenji, in the Solaris system. I am what you might call… a recruiter.”
“A what?�� Sana whispered, still breathless.
“I seek out exceptional talent and bring them to their new… hmm. Not ‘masters,’ no—that’s not the word. Employers. Yes. That’s what you humans call it,” Rylor corrected himself, his tail lazily flicking behind him. “You’ve been chosen. I hope to make your transition from your… previous lives to this one a bit easier.”
As their eyes adjusted, the girls noticed the details of him more clearly: he was less like a cartoonish feline and more like a white tiger standing on two legs—hulking, rippling with muscle, with intelligent amber eyes that gleamed beneath his metallic circlet. He was beautiful in the way a storm is beautiful. Dangerous. Unstoppable.
Jihyo stepped forward, fists clenched.
“You didn’t recruit us,” she said firmly, her voice low and even. “You abducted us. You stole us from our home.”
Rylor let out a low, rumbling laugh. “You’re from Earth. It’s practically the same thing.”
He paused, scanning each of them with what looked like genuine curiosity—and maybe even a little admiration.
“Liroc,” he called, not looking away from the idols, “get them chipped and resonant.”
From a nearby shadowed corridor emerged something even less comforting—an insectoid creature, tall and skeletal, with glistening carapace armor and multi-jointed limbs. Its face was a twisted mandible of clicking parts, closer to a nightmare than anything terrestrial. Think Predator, if it grew up in a hive instead of a jungle.
The idols froze, eyes wide.
“Move,” Rylor said gently, as if herding kittens. “He won’t bite. Unless you try to run.”
The creature—Liroc—made a rapid series of harsh clicks and guttural sounds that echoed off the walls like static-fed radio transmissions. The girls tried speaking to him, asking questions, but all they got in response were more unsettling chittering noises and unreadable gestures.
He led them down a narrow, curving corridor. The floor beneath their feet shimmered with every step, adjusting somehow to their pace. At the end of the hallway, a chamber opened—a sterile white room illuminated by ambient light from no visible source.
Standing in the center was a humanoid robot—sleek, silver, and humanoid in shape, with glowing red eyes. Despite the intimidating appearance, its voice was eerily calm, a soft, automated baritone that sounded like an old friend reading bedtime instructions.
“Welcome,” it said. “I am HAL-2000. You have been selected for linguistic synchronization and cosmic resonance attunement. Please proceed to the tubes.”
Six cylindrical pods stood against the wall, faintly humming, mist swirling at their bases.
The idols hesitated.
“It is painless,” HAL added, sensing their fear. “And necessary. You will understand everything soon.”
With no other choice—and Rylor’s words still ringing in their ears—they stepped forward, one by one, into the strange machines.
As the lids closed over them, a soft pulse filled their ears.
Then—
Darkness again.
Light slowly bled into their consciousness.
This time, when they opened their eyes, the sterile chamber was gone. The soft walls here were the color of aged parchment, gently pulsing with an inner glow. The air was warmer, breathable—but laced with an unfamiliar metallic tang. Each of them lay in their own cot, covered by strange yet comfortable woven sheets that shimmered like liquid thread.
They were no longer in the pods.
At first, they stirred quietly, groggily, unsure if they were dreaming again. But then a sound reached them—soft at first, like fingers tapping on crystal. Then it formed words.
Actual words.
Words they understood.
“In your language now?” came a voice—clicking, layered, but unmistakably intelligible.
They sat up. Liroc stood at the entrance to the chamber, his towering insectoid frame half-hidden in the shifting glow of the doorway. No longer just a horror movie silhouette, he now looked more… real. His mandibles twitched with each word, but his voice carried directly into their minds, perfectly fluent—not in English, but in each of their native tongues.
“I know this is unsettling,” Liroc continued, his multifaceted eyes scanning their faces one by one. “And I know it’s scary.”
There was no trace of mockery or malice in his voice—just a tired honesty, like someone who had delivered this speech many times before.
“But if you do your four years,” he said slowly, “you’ll be free. And you can go home.”
Silence fell over the room like a thick curtain.
Sana was the first to speak, her voice barely above a whisper. “Four years of… what?”
Liroc didn’t answer immediately. Instead, he stepped into the room, claws clicking gently on the floor. He didn’t loom or threaten—he sat. Or rather, crouched in a way that seemed both alien and oddly respectful.
“Work. Missions. Tasks that require… exceptional beings. You were chosen because your abilities—discipline, adaptability, group cohesion, physical prowess—are rare. Even among humans.”
“Chosen,” Mina repeated flatly.
“Recruited,” Jihyo added bitterly.
Liroc inclined his head slightly. “I won’t lie. Most of you would not have volunteered. But many before you have served. And survived. Some even thrived.”
Karina spoke up, voice trembling. “And if we refuse?”
There was a pause. Not ominous—just… somber.
“Then you’ll be reassigned,” Liroc said. “To less cooperative handlers. I can’t protect you from them.”
That landed with force. The room went cold again.
“Why are you helping us?” Yeji asked.
Liroc’s mandibles twitched, and he made a low, rattling sound—it might’ve been a sigh.
“Because I remember what it was like,” he said quietly. “To wake up in a place that wasn’t mine. To be told I belonged to someone else. I earned my freedom. I serve now by choice. And I would rather guide you gently… than see you broken.”
The silence that followed wasn’t fear.
It was decision.
As the days turned into weeks—four Earth weeks, to be exact—the idols slowly began to settle into an uneasy rhythm aboard the alien vessel. The initial terror faded into something more mechanical: they cleaned, they ate strange but nourishing food, and they trained.
Under the ever-watchful eye of Rylor.
Training was rigorous. Physical drills, weapons handling, even simulations that pulled on both their instinct and discipline. They were pushed hard, but not broken. The crew—diverse, strange, and mostly indifferent—treated them with a cold professionalism. No cruelty, but no affection either. They were assets. Temporary, expendable.
But Rylor was different.
Though none of the others were singled out, Jihyo somehow drew his constant attention. She noticed the way he lingered during sparring sessions, the way he observed her with a mix of curiosity and something else—something more possessive. It wasn’t romantic, exactly. It was… fixated. Fascinated.
Jihyo didn’t trust him. Not even a little. But she kept her guard up and her tone neutral, even when he hovered just a bit too close or watched her with those amber, unreadable eyes.
Despite the circumstances, the group adapted. They grew stronger. More cohesive. They began communicating with each other and the ship more easily thanks to the resonance chips. They weren’t free—but they weren’t helpless either.
As their vessel neared the coordinates of their so-called employers, a quiet anxiety settled over them.
Then came the night before they were to be handed over.
Rylor summoned Jihyo to his private chambers.
It was a rare invitation. No one refused. She went—cautiously.
The chamber was dimly lit, filled with artifacts and relics from across the galaxy: weapons mounted like trophies, silk banners embroidered with alien script, and the faint scent of incense that made her slightly dizzy. Rylor lounged on an elevated couch, a decanter of shimmering blue liquid in one paw, two crystalline cups set before him.
“Sit,” he said, voice low but heavy with expectation.
Jihyo did, stiffly. She didn’t touch her drink.
Rylor, on the other hand, was already a few glasses in. As the evening wore on, the stoic pirate grew looser, more talkative—his speech slurred, his posture relaxed.
“You know,” he said, tail flicking lazily behind him, “you humans don’t usually do it for me. Too soft. Too loud. But you… you're different.”
Jihyo said nothing. Just listened.
“You remind me of the Panthera Regiment back on Jenji,” he went on, eyes glazing over with memory. “An all-female platoon. Vicious. Lethal. Beautiful. They didn’t fear anything—except failure.”
He leaned in slightly, his voice lowering.
“You could’ve led them. You should stay with me. Be my consort. My wife.”
Jihyo’s face remained unreadable, but her heart pounded. She kept her tone polite, measured.
“I appreciate the… compliment. But I can’t accept.”
Rylor froze, just for a moment. Then something shifted.
“How dare you?” he growled, rising slowly to his full, imposing height.
“I take care of you. I train you silly apes. I give you purpose, and you—"
A sudden buzz sliced through the tension.
The intercom crackled to life, interrupting him mid-rant with a calm but commanding female voice:
“Pirate Rylor, this is Commander Samira of the Galactic Federation. You are in direct violation of the Nephilim Treaty of Year 17 Billion—Earth year 2012—regarding the acquisition of Terran civilians. Prepare to be boarded and arrested.”
For a moment, the chamber was still.
Then Rylor’s expression twisted into something primal. He slammed the decanter to the ground, blue liquid splattering across the floor like blood.
“Federation scum…” he hissed, eyes glowing with fury.
He turned toward the sealed door, muscles tensing, ready to fight.
Behind him, Jihyo remained silent—calculating.
Her moment might’ve just arrived.
As the last syllables of her warning faded from the comms, Commander Samira turned smoothly from the console to face the three of us—her elite strike unit, her so-called little wolves.
There was a gleam in her eyes—equal parts mischief and menace.
“My little wolves,” she purred, brushing a lock of silver hair behind her ear, “would you be darlings and tear that cat’s ship apart?”
I gave a sharp nod, feeling the familiar pulse of power building in my chest.
“As you wish, Commander,” I said.
With a slash of my hand, a portal tore itself open before us—vibrating with crackling energy. Through it, the innards of Rylor’s ship were revealed, dim and pulsing like the belly of some dormant beast.
Combat Captain Dinozen Sisko, ever silent and grim, stepped through first—his hammer already crackling with kinetic charge. Artillery Specialist Magnara Unika followed close behind, her twin shoulder-cannons humming softly, calibrated for close-quarters suppression. I entered last, sealing the rift behind us with a flick of my wrist.
We materialized in what looked like the prisoner holding bay—cold, metallic, sterile. The idols were there, huddled but alert. All of them except one.
Magnara gasped softly. “Oh my stars… it’s really them.” Her voice was unusually high-pitched with excitement. “Is that Kazuha? And Sana?!”
She was fangirling—actually fangirling in the middle of an extraction op.
“Focus, Unika,” Dinozen muttered, though his mouth twitched in what might’ve been a grin.
Magnara gathered herself quickly, motioning for the idols to follow. “Come on, ladies. You’re safe now. Let’s get you out of here before things get… explode-y.”
They obeyed, moving fast but wide-eyed, still processing their rescue. Just before they reached the portal, one of them—Sana, I believed—turned back and looked up at me with urgent eyes.
“Um, sir?” she asked, voice trembling with both hope and fear. “Can you save our leader? Her name’s Jihyo. She’s about this tall—” she held up her hand, “—big brown eyes, tan skin. She’s probably still with that… tiger freak.”
I gave a short nod. “I’ll find her.”
Dinozen and Magnara led the group through the portal, the shimmering light swallowing them as they vanished back to the safety of Samira’s warship. As they disappeared, I caught a glimpse of one of the paler idols—Mina, maybe—casting a lingering glance back at Dinozen. Her gaze wasn’t fear, though. It was curiosity. Interest.
I chuckled softly to myself. Well now… that could get interesting.
Then I turned, armor humming as I moved deeper into the belly of the ship, toward the captain’s quarters. Toward the one they called Jihyo.
The moment the intercom cut out and Rylor stormed toward the chamber doors, Jihyo made her decision.
No more waiting. No more being watched. No more being handled.
She had seen the shift in Rylor’s eyes—how rejection twisted his fascination into something darker, something that boiled beneath his pride. The look of a predator who wasn’t used to hearing “no.”
As he stomped toward the control panel beside the door, growling curses under his breath, Jihyo moved. Not wildly. Not recklessly. Precisely.
She snatched the shard of the shattered decanter from the floor—glass in this part of space wasn’t like Earth glass. It didn’t break into fine sand; it fractured into jagged, durable splinters. She wrapped part of her sleeve around one end, creating a makeshift grip, and crept toward the brute’s back.
“How dare she,” Rylor snarled under his breath, punching in override codes. “I offer her legacy, power… and she—”
He never finished the sentence.
Jihyo struck.
The shard sliced across the back of his knee, deep enough to draw a roar of pain but not enough to sever anything. The beast fell forward, surprised more than wounded. She leapt back as he twisted toward her.
“You dare?” he bellowed, voice echoing through the chamber like thunder. “You little animal—”
“I’m not yours,” Jihyo snapped. Her voice didn’t tremble. “You don’t get to ‘keep’ people. We’re not prizes. We’re not pets.”
Rylor charged.
She dodged—barely—tucking and rolling across the chamber as his claws scraped the floor where she’d stood. He turned, slower now, dragging his wounded leg.
“I was going to make you a queen,” he hissed.
“I’m already a leader,” she replied, tightening her grip on the glass shard. “And I don’t need a crown from you.”
Just as he lunged again—
-The wall behind Rylor ruptured in a violent blast of energy.
A portal flared open, clean and circular, its edges sparking as if reality itself had been neatly sliced. I stepped through—calm, composed—my gaze immediately locking onto the bleeding, seething tiger-like pirate.
Jihyo blinked in surprise. “Who—?”
“Reinforcements,” I replied coolly, tone level, but edged with authority. “Now, is there any chance you’ll surrender peacefully? Or are you intent on making this even more difficult?”
Rylor didn’t answer. He just growled—and lunged.
Wrong move.
A charged pulse shot from the coil around my wrist, striking him square in the chest. The blast sent him flying backward, crashing into the bulkhead with a sharp metallic crunch. He slumped, dazed but alive, smoke curling from the scorch mark on his armor.
I stepped into the room fully, scanning quickly—and then I saw her.
Jihyo.
Her light bronze skin glowed faintly under the flickering emergency lights. She stood tall despite the chaos, chin lifted, shard of alien glass still clenched in her hand like a dagger. Her eyes—wide, warm, but unyielding—held both the gentleness of a leader and the fire of someone who refused to break.
I understood in that instant why Rylor had fixated on her. But what struck me most wasn’t her beauty, or her resilience.
It was her presence.
“I believe your friends are waiting for you, Leader Jihyo,” I said, lowering my hand and offering a respectful nod. “Care to come home?”
She looked from the scorched wall… to Rylor, groaning but beaten… then finally up at me. Judging me. Measuring me. And then, she nodded.
“Yeah,” she said, slipping the shard into her belt. “Let’s go.”
I opened a second portal behind me, and together we vanished into the light.
We emerged into the safety of the Federation warship’s transport bay. The idols were already gathered there, recovering under the soft blue glow of medical filters. As soon as Jihyo stepped through, the others rushed to her.
“Oh thank God you’re safe!” Sana cried, flinging her arms around her.
The others followed quickly—Momo, Mina, Sakura, Giselle—all wrapping her in relief and laughter. The tension eased. Their leader was back. The circle was whole again.
I made my way across the deck toward Commander Samira. She stood with her arms behind her back, cool and commanding, letting the idols have their moment before speaking.
“Welcome, Terrans,” she said with a practiced warmth. “I am Commander Samira of the Rune Terra system, native to the planet Noxus, and an agent of the Galactic Federation. I’m here to take you home.”
The room filled with cheers and emotional gasps.
But I noticed something quieter amid the noise.
Three of the Terran girls were looking at us—at me, Dinozen, and Magnara—with something different than relief. Something more… curious. Jihyo’s eyes lingered on me. Sakura seemed drawn to Dinozen, her gaze soft but focused. And Giselle? She was practically orbiting Magnara, clearly fascinated by the towering artillery specialist.
I’m cheating as I write this, I know—I didn’t get their names right away. But I’ll learn them. I always do.
Samira turned and clapped her hands once.
“My wolves will escort you to your guest quarters,” she said, addressing the idols. “There you’ll find fresh approximations of Terran cuisine, warm baths, clean clothing, and real beds. Rest well, knowing you are safe now.”
Magnara and Dinozen led the group down the corridor. The girls followed, quieter now, some still glancing back. But Jihyo lingered.
Samira noticed and gave me a sideways glance. I opened my mouth to speak, but Jihyo was already walking toward me—measured, deliberate. She stopped so close our chests nearly touched.
“You saved me,” she said softly. “I just wanted to say thank you.”
Her voice was warm but unwavering. Her face was close—far too close. I could hear the skip in my own pulse. She was distracting. Dangerous.
I smiled slightly. “Anytime.”
She gave a tiny nod, then turned quickly and jogged back to her friends.
Samira was smirking before I even turned around.
“Could you be any less subtle?” she teased. “I thought you were going to throw her down and kiss her on the deck.”
I narrowed my eyes. “Where did you learn that phrase?”
“Oh, Magnara taught me. Apparently it’s something people yell on ‘reality TV’.” She waved a hand. “Not important.”
She leaned in with that knowing grin. “So. My little wolf has a crush on a Terran.”
I composed myself quickly. Straightened my shoulders.
“She’s… stunning. Yes. But I wouldn’t call it a crush,” I said, voice even. “I have no desire to engage her.”
Samira laughed softly. “Of course not,” she said. “That’s exactly what a man with a deep, dangerous crush would say.”
I didn’t answer.
But I did glance down the corridor—just once—to catch one final glimpse of Jihyo.
She hadn’t looked back.
Yet somehow, it still felt like she knew I was watching.
Samira chuckled behind me, her tone knowing and amused. “So what’s up, Witch-Wolf? Don’t tell me the mighty Giordano’s been undone by a Terran girl with pretty eyes.”
Her words snapped me out of my trance, and I exhaled, shaking off the lingering warmth in my chest.
“Commander,” I said, shifting back into mission mode, “what’s our plan for Rylor? I saw the scorch trail—he escaped the moment the power grid failed. We both know he’s not going to stay quiet.”
Samira’s smile thinned, and her eyes narrowed thoughtfully.
“No need to chase him,” she said with a shrug, voice far more serious now. “He’ll be back—he always is. Especially now that he knows we’re heading toward Earth. He’s the vengeful type.”
She stepped forward, lowering her voice as if the ship itself might be listening. “But you—my little Witch-Wolf—don’t get to go full arcane wrath just yet. Not here. Not while we’re traveling through Federation trade lanes. You know the treaties.”
I nodded slowly. The Arcades Accord had grandfathered me in—barely. One of the last recognized war mages allowed to exist within Federation space, let alone operate freely.
“I don’t want to test the bureaucracy’s patience,” Samira continued. “Not until we’re out of their jurisdiction. You may be Chulane’s last pupil, but even that only buys so much tolerance. We wait. Once we hit the outer reach of the Sol system—past the Beacon Lines—then you can rampage splendidly.”
There was a glint of wicked amusement in her tone at that last part, but also trust. Faith.
I bowed my head slightly. “Understood, Commander.”
“Dismissed.”
I turned and began the walk toward my quarters. The halls were quiet now, shadows stretching long under the pulse-lights. My boots echoed softly.
The corridors of the Aurelius were quiet at this hour. Most of the ship’s human guests were finally resting after the chaos of their abduction and recovery. The faint hum of power cells and stabilizer coils echoed through the metal halls, familiar and comforting to someone like me.
I was heading back to my quarters after a debrief with Samira, boots barely making a sound against the polished alloy floor. My mind wandered—mostly to her. To Jihyo. I had heard her music thanks to Maggy who was a massive fan and had grown to like them but
I told Samira I didn’t have a crush.
Maybe I was a liar.
Just as I turned the corner by the guest wing, someone stepped into the hallway from one of the side rooms. I stopped short as she nearly collided with me.
It was her.
Jihyo.
Fresh from a bath, she wore soft Federation-issue loungewear—loose, comfortable, and cut in a way that made her seem even more disarmingly human. Her long hair was still damp, curling slightly at the ends, and her skin had that freshly-cleansed glow. She smelled faintly of citrus and something floral.
“Oh! Sorry,” she said, stepping back. Her tone wasn’t flustered, just… surprised. Then her eyes lit up in recognition. “You again.”
I swallowed before speaking. “You have a habit of bumping into your rescuers?”
She smirked. “Maybe just the handsome ones.”
That was… new.
“I’m kidding,” she added quickly, her grin widening. “Kind of.”
I chuckled and tried to keep walking. My heart was pounding like I’d just come from combat training. She turned and fell into step beside me like it was the most natural thing in the world.
“You’re not like the others on the ship,” she said, glancing sideways at me. “You speak our language too well. And your accent… It’s familiar.”
“I studied Terran linguistics,” I offered.
She narrowed her eyes, not buying it. “No. You are Terran, aren’t you?”
I hesitated—then nodded.
“Yeah same as Dinozen and Magnara I was born in California. Earthside. For taken off-world when I was young.”
Her eyes lit up even more. “I knew it! I could tell the way you moved, the way you looked at us. You’re not just some Federation soldier—they recruited you.”
I let a small smile crack through. “Something like that.”
“Well, Giordano,” she said, testing my name in her mouth like a lyric.
I raised an eyebrow. “I didn’t tell you my name.”
“It’s on your badge,” she replied, smug.
I laughed—a real one this time. First one in days.
“Giordano,” she repeated, drawing it out in a teasing tone. “Too many syllables. I’m gonna call you Gio.”
“Gio, huh?”
She shrugged. “It suits you.”
I slowed my pace, half-expecting her to head back to her quarters.
She didn’t.
She kept walking beside me, arms folded casually, bare feet padding softly over the floor.
“You’re heading back to your room?” she asked.
“Yeah.”
“Cool. I’ll walk with you,”
Absolutely — here’s a refined and expanded version of the scene, keeping the emotional vulnerability and growing connection between the narrator and Jihyo while improving flow, emotional beats, and sensory detail:
And she stayed beside me—step for step—as if this was something we’d always done. Like we were walking through memory instead of metal corridors, our rhythm already synced.
As we neared my quarters, she leaned gently into my shoulder. Not clingy, not fragile. Just… present. Like she wanted to feel I was real.
When we reached the door, she turned to me with a small smile. “After you.”
I chuckled, brow raised. “Are you sure you want to be alone with me?”
She looked up at me, steady. No hesitation. “I feel safe with you.”
Then—before I could say something dumb to ruin it—she placed a hand on my chest and gave a soft push, guiding me through the door.
The lights flickered on as we entered, revealing the stark simplicity of my quarters: neatly stacked weapons on the rack, no decorations, no comforts. Just order and shadows.
Jihyo stepped inside and looked around. “Huh. Very… military monk.”
“Spartan elegance,” I said, dropping my gear onto the shelf.
She watched me as I moved—quietly assessing, but not judging. I took a seat on the couch, and without a word, she joined me, leaning into my side like it was the most natural thing in the galaxy.
We sat in silence for a few moments. Her body was warm against mine. The scent of whatever soap they stocked in the guest quarters clung faintly to her—floral, unfamiliar, but nice.
Then I spoke, my voice softer than usual. “Can I ask you something personal?”
She tilted her head, eyes curious. “Um… sure.”
I hesitated, then looked at her, really looked at her. “Did Rylor… hurt you? Or touch you in a way he shouldn’t have?”
Jihyo’s expression shifted. Not angry—just surprised. Thoughtful. She stared at me, her gaze unreadable for a moment that felt like a minute.
Then, she laughed.
Not a forced one. Not bitter. A warm, genuine laugh that cracked the tension like glass underfoot.
“No,” she said, smiling. “My knight in—well, slightly scorched—armor showed up just in time.”
I exhaled in relief and chuckled. “I’m not really a knight. Definitely no shining armor.”
“Could’ve fooled me,” she murmured.
We sat there for a while longer, the air warm with something unspoken. Eventually, her laughter faded into a yawn, and her body grew heavier against mine. Her head nestled into the crook of my neck, fitting there like it belonged.
Her breathing slowed. Peaceful. Safe.
I held still, not wanting to disturb her. Just listening to the silence, letting her weight anchor me.
After a moment, she whispered something.
“Why?”
I turned slightly. “Why what?”
“Why do you care so much?” she asked, eyes still closed.
I didn’t answer right away. Just let my hand rest lightly on her shoulder and stared at the dim ceiling above us.
“Why not?” I finally said.
She didn’t respond. She was already asleep.
But I sat there a little longer, smiling to myself like an idiot with a secret.
And outside the viewport, the stars kept moving—slow and steady—like time itself had decided to let us rest.
Absolutely — here’s a refined and expanded version of the scene, keeping the emotional vulnerability and growing connection between the narrator and Jihyo while improving flow, emotional beats, and sensory detail:
And she stayed beside me—step for step—as if this was something we’d always done. Like we were walking through memory instead of metal corridors, our rhythm already synced.
As we neared my quarters, she leaned gently into my shoulder. Not clingy, not fragile. Just… present. Like she wanted to feel I was real.
When we reached the door, she turned to me with a small smile. “After you.”
I chuckled, brow raised. “Are you sure you want to be alone with me?”
She looked up at me, steady. No hesitation. “I feel safe with you.”
Then—before I could say something dumb to ruin it—she placed a hand on my chest and gave a soft push, guiding me through the door.
The lights flickered on as we entered, revealing the stark simplicity of my quarters: neatly stacked weapons on the rack, no decorations, no comforts. Just order and shadows.
Jihyo stepped inside and looked around. “Huh. Very… military monk.”
“My old mentor used to say. A clear mind is a clean mind and a clean mind is a sharp mind,” I said, dropping my gear onto the shelf.
She watched me as I moved—quietly assessing, but not judging. I took a seat on the couch, and without a word, she joined me, leaning into my side like it was the most natural thing in the galaxy.
We sat in silence for a few moments. Her body was warm against mine. The scent of whatever soap they stocked in the guest quarters clung faintly to her—floral, unfamiliar, but nice.
Then I spoke, my voice softer than usual. “Can I ask you something personal?”
She tilted her head, eyes curious. “Um… sure.”
I hesitated, then looked at her, really looked at her. “Did Rylor… hurt you? Or touch you in a way he shouldn’t have?”
Jihyo’s expression shifted. Not angry—just surprised. Thoughtful. She stared at me, her gaze unreadable for a moment that felt like a minute.
Then, she laughed.
Not a forced one. Not bitter. A warm, genuine laugh that cracked the tension like glass underfoot.
“No,” she said, smiling. “My knight in—well, slightly scorched—armor showed up just in time.”
I exhaled in relief and chuckled. “I’m not really a knight. Definitely no shining armor.”
“Could’ve fooled me,” she murmured.
We sat there for a while longer, the air warm with something unspoken. Eventually, her laughter faded into a yawn, and her body grew heavier against mine. Her head nestled into the crook of my neck, fitting there like it belonged.
Her breathing slowed. Peaceful. Safe.
I held still, not wanting to disturb her. Just listening to the silence, letting her weight anchor me.
After a moment, she whispered something.
“Why?”
I turned slightly. “Why what?”
“Why do you care so much?” she asked, eyes still closed.
I didn’t answer right away. Just let my hand rest lightly on her shoulder and stared at the dim ceiling above us.
“It was how I was trained.” I finally said.
She didn’t respond. She was already asleep.
But I sat there a little longer, smiling to myself like an idiot with a secret.
And outside the viewport, the stars kept moving—slow and steady—like time itself had decided to let us rest.
Hours passed, but sleep never came.
I laid there on the couch, stiff as a statue, my arms still gently curled around Jihyo. She was sound asleep, her breaths deep and slow, her head still tucked into the hollow of my neck like she’d just decided I was her pillow for the night.
I didn’t dare move.
Not because I was uncomfortable—hell, I’d held positions in combat armor for longer—but because some irrational part of me thought if I shifted too much, she’d disappear. That this moment would prove too good for reality to hold.
Her warmth seeped into me. Her hair smelled faintly of space lavender and steam, and the steady rise and fall of her chest was more calming than any meditation routine I’d ever attempted.
But my mind was a storm.
What the hell was I doing? She was a Terran idol—graceful, talented, famous. I was a war mage who burned through half a battalion the last time someone pushed me too far. I’d survived things that had turned braver men into husks.
And here she was… curled against me like I was a shelter.
My heart had no business racing like this. And yet—
A soft murmur broke my thoughts.
“…Gio?” she whispered, voice heavy with sleep.
“I’m here,” I said quietly.
She didn’t lift her head. Just shifted a little closer.
“You’re really warm.”
“You’re really asleep,” I chuckled.
She gave a tired hum. “Mmm. I like it here…”
My throat tightened at that. “In my quarters?”
She shook her head gently, rubbing her cheek against my chest. “No… here. With you.”
I swallowed hard. This woman was going to kill me without even trying.
“I’m not good at this,” I admitted.
She blinked sleepily. “Good at what?”
“This,” I said. “Soft things. Letting someone close. Feeling like—like maybe I’m not the weapon they trained me to be.”
She was quiet for a long moment. I thought she’d drifted off again, but then she whispered:
“Then maybe I can help you remember who you were before that.”
That hit deeper than I expected.
She yawned, then tucked herself even tighter into my side like she’d decided the matter was settled.
“…Gio?”
“Yeah?”
“I still think you’re my knight.”
I smiled, even as my chest ached in a way that had nothing to do with injury.
“Then sleep well, Princess,” I murmured.
And this time, when I closed my eyes… I did too.
Meanwhile Dinozen and Magnara were getting closer to some of the other visitors.
The stars beyond the glass moved slowly, like shimmering dust caught in the current of space. The Aurelius’s observation lounge was quiet at this hour—just ambient hums, soft light, and one very focused Combat Captain trying to figure out how to hold a game controller designed for 8-fingered aliens.
Dinozen grunted as the screen flashed GAME OVER for the fifth time.
“You’re playing it wrong,” a voice said behind him, teasing and unmistakably amused.
He turned to see Sakura walking into the lounge, still in her Federation-supplied clothes, hair slightly tousled like she’d been laying down but couldn’t sleep.
Dinozen grinned. “I’m playing it exactly as intended. The game’s just clearly rigged.” As he spoke he showed her the bizarre controller
Sakura slid into the seat beside him, legs crossed, eyes on the holoscreen. “You’re trying to fight a boss with a plasma baton and no shield. Did you even check your loadout?”
“I’m a melee main in game not irl,” he said proudly.
“You’re a melee moron,” she corrected, reaching over and tapping buttons like she’d played this game a dozen times.
“…Okay, that was pretty good,” he admitted, watching her effortlessly reorganize his equipment into something actually survivable. “Wait—you know Outbreak Prime 7?”
Sakura shrugged with a soft smile. “Played it on my home pc with my brother. Before, you know… all this.”
Dinozen leaned back, brow raised. “You have a brother?”
“Yes I have a brother,” she said quietly. “He stayed on Earth.”
A moment passed. Not heavy, just… human.
“Same,” Dinozen said eventually. “You miss him?”
“Every day,” Sakura replied. Then, trying to lighten the mood, she grabbed the controller and started a new match. “You’re from Earth too, aren’t you?”
“New Mexico,” he nodded. “Loud, weird, broken—my kind of place.”
“I’m from Kagoshima. Quiet, sunny. Not a lot of plasma weapons lying around.”
“Shame,” Dinozen said with a grin. “Maybe you would’ve kicked my ass earlier in life.”
“Oh, I still can,” Sakura replied. “Here—co-op mode. I’ll carry you through this boss.”
He handed her the other controller, a small spark of electricity dancing between their fingers as they touched. He pretended not to notice, but the look on his face betrayed him.
As the level loaded in, she glanced at him.
“You ever think about going back?”
“To Earth?” he asked.
“To normal.”
He paused. “Sometimes. But I don’t think I was built for normal.”
Sakura smiled, looking back to the screen. “Good. Neither was I.”
They dove into the game together—shoulder to shoulder, Earth-born in exile, laughing as they took down alien monsters one pixel at a time.
Across the longe The stars stretched endlessly outside the viewport—threads of light pulled across black velvet. Giselle leaned on the railing, sipping from a steaming mug of something warm and mildly fruity. She wasn’t sure what it was, only that it was alien and somehow soothing.
Beside her, Magnara Unika stood with arms folded, armored shoulders rising and falling as she exhaled slowly.
“So,” Giselle said, side-eyeing her. “You always this quiet after saving a bunch of kidnapped Earth girls?”
Magnara smirked, the edges of her fanged grin catching the low starlight. “Only when I’m next to someone prettier than the galaxy.”
Giselle raised a brow. “Are you flirting with me, Commander Unika?”
“Depends,” Magnara said, shifting to face her fully. “Are you flirting back, Earth girl?”
“Giselle,” she corrected, smiling into her mug. “And yeah. I might be.”
Magnara chuckled, the sound more like a soft purr than a laugh. She leaned back against the railing beside her. “Fair warning: I’m better with a plasma cannon than poetry.”
“Good. I’ve had enough smooth talkers for one lifetime. I like the ones who mean what they say.”
They lapsed into a comfortable silence. Then Giselle tilted her head.
“So… Samira called you three her wolves. How’d that start?”
Magnara exhaled, eyes flicking to the stars again. “That’s a story with a few scars.”
“I’m listening.”
Magnara nodded slowly. “Alright. You’ve met Dinozen—tall, armored, broody? Yeah. He used to be a federation bounty enforcer, tracking rogue elementals in the outer planets. One mission went sideways—he chose to save a family of refugees instead of taking the contract. Got branded a deserter. Samira found him bleeding out in a crater and gave him a choice: die alone, or live with purpose.”
Giselle blinked. “He chose the wolf pack.”
“Smart guy, even if he looks like a walking tank.” Magnara gave a wistful grin.
“And you?” Giselle asked.
“Oh, I was a war orphan, my whole family was taken by space pirates and my parents and siblings were killed” Magnara said casually. “Grew up scavenging in the asteroid belts near the Cradle worlds. Samira raided the slaver ship that had me and thirty others on it. I was the only one who bit a guard’s ear off before she got there. She liked that.” Magnara grinned wider. “Told me I had spirit. Said she could shape it.”
Giselle shook her head in amazement. “You all sound like… antiheroes out of a movie.”
“We are well except Giordano he’s a villain. Only bloodier.” Magnara tilted her head, studying her. “But Samira—she’s more than a leader. She’s what we call the ‘mom in the storm.’ Cold, steady, always watching. But she gives broken things purpose. Gives us teeth, and a reason to bite.”
Giselle set her mug down and leaned a little closer. “So what happens if a certain idol wants to join the wolf pack?”
Magnara raised a brow. “You planning to enlist, or just hoping for more time with me?”
Giselle gave her a look that practically smirked on its own. “Can’t it be both?”
Magnara stepped closer now, just a breath apart, close enough that her voice dropped to a low rumble.
“If you’re gonna run with wolves, Giselle… better be sure you’re ready to howl.”
“I’ve been singing on stages since I was sixteen,” Giselle replied, unwavering. “Trust me—I’ve got lungs.”
Magnara grinned, sharp and gleaming.
“Then let’s see how loud you get.”
The idols quickly became enmeshed with the lives of the space wayfarers. They trained and ate to keep sharp as they continued barreling home.
The humming of the training deck was constant—low, ever-present, almost meditative. It pulsed beneath the idols’ feet like a heartbeat as they moved in formation, under the watchful gaze of one of Samira’s senior instructors.
Sana was the first to feel it.
She stood perfectly still, eyes closed, breathing slowly. Her skin prickled—not with fear or sweat—but with energy. With… awareness. She could hear the faint clinking of a crewmate adjusting their gear two decks above. She could feel the vibrations of the ship’s stabilizers kicking in.
And when the instructor snapped his fingers and threw a weighted baton at her head—something she should never have seen coming—
Sana caught it.
Eyes still closed.
The room went silent.
When she opened her eyes, there was a spark in them that hadn’t been there before. “Did… anyone else feel that?”
Kazuha was the next.
Her movements had always been fluid, dancer-trained and sharp. But now—her jumps had weightless grace. Her reflexes blurred into something nearly preternatural. She moved faster than the drones tracking her, cutting through them like wind through silk.
“She’s tracking trajectories,” one of the wolves muttered, watching from the side. “Her mind’s adapting faster than projected.”
Within days, the others began to notice similar changes. Endurance spiked. Hunger and fatigue decreased. Sight, sound, even balance—sharpened like knives honed on cosmic whetstones.
The attunement to cosmic resonance wasn’t just passive—it was rebuilding them.
Not in the way augmentation did—not like the other crew members, whose arms bore faint seams of titanium or whose eyes glowed with artificial overlays.
No. This was different. Organic. Internal. Molecular. Like the universe itself was being rewritten inside their bodies.
And they began to see it more clearly now.
In the halls, nearly every wolf—save for Samira and one or two others—bore some kind of modification. Gleaming implants beneath the skin. Synaptic coils at the base of the skull. Spinal ports. Integrated HUDs. Even Magnara, fierce and wild, had a cybernetic arm of polished obsidian metal, braided with memory-wire muscle.
But Gio…
Gio had none.
Not even the telltale microport behind the ear. His body was whole. Human. Yet he moved like a specter—stronger, faster, stiller than any augmented soldier they’d seen.
Mina whispered it aloud one night, curled on a cot in the guest quarters.
“He’s not modified, right? But he’s still… stronger than them.”
Sakura nodded. “He scares even the wolves.”
And Karina, now stretching her fingers—testing their speed, the precision of a movement that now felt too perfect—replied softly, “That’s because Gio doesn’t need enhancements.”
Jihyo said nothing.
She just looked at her hands. Then to the stars beyond the window. And quietly wondered… how far this would go.
Later that day the girls split up to get some answers after training. The armory bay pulsed with mechanical rhythm—servo racks humming, tool arms moving in smooth, efficient arcs. Magnara sat on a reinforced bench, one leg propped up, her left cybernetic arm detached at the shoulder joint and clamped into a diagnostic station. Fine wires, glowing conduits, and subdermal plating shimmered in the soft light.
Momo and Kazuha lingered nearby, sweat still clinging to their skin after drills. They watched as Magnara adjusted the settings on the rig, realigning servos with practiced ease.
Kazuha tilted her head. “So… all of that—it’s not just metal, right?”
Magnara glanced over her shoulder and gave a half-smile. “Nope. It’s more like a second nervous system with armor plating.”
She reconnected the arm with a precise hiss and twist of the magnetic socket. The surface of it gleamed like liquid steel, flowing with glowing lines of circuitry—subdermal interfaces lighting up as it re-synced with her biosignature.
Momo stepped closer. “That’s… incredible. What is it exactly?”
“Federation-grade cybernetic augmentation,” Magnara said, flexing the fingers with a satisfying click-click-click. “Military-spec. Carbon-titanium weave, linked to a quantum neural core. I’ve got full sensory feedback, adaptive pressure resistance, temperature control, and micro-actuators that respond faster than muscle.”
She tapped one of the glowing lines. “This pattern here? Not decoration—these are quantum-threaded neural channels. They relay input faster than synapses. I can lift three tons with this arm and feel a butterfly land on it.”
Kazuha blinked. “That’s insane.”
“Insanely useful,” Magnara replied. “I’ve also got a spinal reinforcement mesh, a sub-dermal microshock grid, and a dual-core brain interface to run targeting data and strategic overlays in real-time.”
Momo blinked. “So… your brain is augmented too?”
Magnara chuckled. “Heavily. Most field agents are. Our decision-making and combat processing are boosted with a neuro-intelligence lattice. It helps me predict movement, adjust to environmental variables, and keep up with enemies that move faster than the eye.”
She glanced back at them, now fully reclined on the bench. “I wasn’t always like this, though. I volunteered after my first near-death mission with Samira. She gave me a second chance. And the tools to survive.”
Kazuha folded her arms. “Could we be… augmented like that?”
“You’re already adapting through resonance,” Magnara said. “Your DNA’s rewriting itself to increase metabolic efficiency, reaction time, physical durability. You’re becoming post-human without needing implants.”
She paused, looking them over with a smirk.
“But if you want tech enhancements, it’s possible. Bio-integrated cybernetics. Limb reinforcement. Ocular upgrades. Even predictive targeting lenses. We’ve got top-grade nanoforges onboard. It’s not easy, and you don’t get to go back—but yeah, you can do it.”
Momo exchanged a glance with Kazuha. “What about… risks?”
“Always,” Magnara said. “Physical, psychological, identity drift. Some people get lost in the tech. Forget who they were. But Samira screens hard. She won’t let you take on anything you’re not mentally ready for.”
Kazuha looked at her own hand thoughtfully. “If it makes us stronger… we’ll consider it.”
Magnara stood, rotating her shoulder until it clicked with a final clack. “Good. Because this galaxy doesn’t care that you’re from Earth. You either upgrade… or get left behind.”
She looked back once, voice lighter.
“But between us? You two are catching on faster than most. I’d say you’re already halfway there.”
Meanwhile halfway across the ship in the tech bridge. The ship’s reactor core pulsed beneath their feet in a soft thrum, its sound more felt than heard. Dinozen was recalibrating a dampener array when Sakura, Yeji, Karina, and Mina arrived—curious, energized, and, as usual, full of questions.
“You know,” Yeji began, tilting her head, “it’s still weird how fast we’ve started keeping up with you guys.”
“You mean physically?” Dinozen asked without looking up.
“No, I mean everything. The strength. Reflexes. The ability to read combat intent before it happens. Kazuha dodged a turret training burst this morning like it was nothing. And Sana? She’s halfway to flipping a dropship on her own.”
Karina leaned back against the wall. “Is that all just the… what do you call it? Cosmic Resonance?”
“Yes,” Dinozen said, nodding. “It’s the resonance. It’s not power in the flashy sense—it’s equalization. Your DNA has been attuned to meet the baseline of the Intergalactic Federation’s average sentient species. Strength, speed, memory capacity, oxygen efficiency, everything. It doesn’t make you superhuman. It makes you galactically standard.”
“Right, but that’s the thing,” Mina said. “Everyone else still has cybernetics. You’ve got arm panels. I saw someone with ocular HUDs installed. Samira has subdermal holoflesh. Why didn’t we get those?”
Dinozen finally looked up. “Because you don’t need them. Most species do. Cosmic Resonance pushes you to your natural evolutionary ceiling. You’ve just never hit it before because Earth tech capped your biology.”
Sakura narrowed her eyes. “Then what about Gio?”
That got Dinozen’s attention.
“He doesn’t have translator chips. No cybernetic inputs. No cranial implants. But we can all understand him perfectly. How?”
Dinozen hesitated.
Then, quietly: “…Arcane study.”
“Magic?” Karina asked, incredulous.
“No. Not magic as you know it,” Dinozen said. “It’s… an old field. Pre-digital. Pre-scientific. You might call it para-physics. Or psionics. Gio calls it listening. And it’s rare. Dangerous. Not because it’s violent, but because it’s unpredictable.”
Yeji crossed her arms. “You mean it’s banned?”
Dinozen gave a tired nod.
“Ever since the War of Sundering. Not because of what it is, but because of what it does to people. Arcane practice amplifies traits. Good and bad. Compassion can become obsession. Justice becomes zealotry. Logic becomes cold detachment. When wielded carelessly, it breaks people.”
Mina spoke softly. “But Gio doesn’t seem broken.”
“He’s not. But he’s also one of the last trained in it under the old codes. He’s stable because he chooses to stay small. Quiet. Hidden. What you’re hearing when he speaks isn’t translation—it’s resonance of thought. He’s syncing you to him.”
Karina looked unsettled. “Can anyone learn that?”
Dinozen frowned. “In theory? Yes. But in practice? It’s not taught anymore. Arcane education was outlawed by most major star systems. And frankly… most people aren’t suited for it.”
“But we’re already changing,” Mina said. “Sana and Kazuha especially. We’re starting to feel things—intuition, reaction times, that sixth sense before danger.”
“That’s the resonance,” Dinozen confirmed. “Your instincts are finally in sync with the broader energy field that the rest of the galaxy operates on. But don’t confuse that with what Gio does. You’re evolving through science. He walks through something… older.”
A silence settled over the group. The stars outside shimmered like distant watchers.
Finally, Sakura asked, “So what’s he really capable of?”
Dinozen chuckled under his breath.
“I’ve seen him stop a ship mid-warp. With a word.”
They all stared at him.
“Yeah,” Dinozen added, turning back to his console. “And he’s holding back.”
As the days passed, the girls grew more at ease with their newfound abilities. They trained harder, moved faster, and started understanding the crew—and each other—with a newfound depth. And gradually, they talked to me more often. All of them… except Jihyo.
Her case was different. She enmeshed herself in my life. She sat next to me during progress reports, waited outside during officer meetings
I couldn’t escape her presence—and strangely, I didn’t want to. She had a quiet gravity, always lingering nearby without saying much, like she was just waiting for a reason to sit beside me, or spar, or share a quiet joke. Her rambunctious side came out during meals—especially when the food was good—or in the middle of training drills, when she would grin like a mischievous fox after landing a hit. She was… intoxicating. Grounding. And yes—she was insanely hot, but that was almost secondary to the force of who she was.
We were approaching a Federation report-and-refuel station, this one anchored on the outer crescent of Jenji—a mostly reclusive planet known for its sharp-eyed traders and fierce independence. The native Jenjians rarely interacted with off-worlders, save for the occasional exception.
As I stepped off the ship into the customs platform, I scanned the crowd, already mentally going over our next mission report.
That’s when a furry hand gripped my shoulder.
“Is my favorite mage really trying to leave,” came a voice like velvet dipped in fire, “without saying hello—or goodbye?”
I turned, tensing.
There she was.
Pulchra.
A tall, sensual Jenjian woman, fur sleek and silver-striped, with curves like gravity wells and a smile that promised both pleasure and ruin. Her golden feline eyes glinted with something predatory, and when she leaned down toward me, her tone dropped into something lower… darker.
“You know I’ve missed you, Witch-Wolf,” she purred. “It’s been too long since I had your scent close to me.”
I felt my body react to her. I hated that it still did. She smiled as she inhaled again, close enough for her breath to tickle my neck.
“Oh, I see… you’ve missed me too.” Her eyes flicked downward knowingly. “Why don’t we go somewhere private? Let me remind you why you survived that last mission with a smile on your face.”
I swallowed hard. For a split second, I considered it. The old version of me—the colder one, the one who didn’t answer to anyone—might’ve taken her up on it without a second thought.
But then… I remembered Jihyo.
Her laugh, light and sincere. Her eyes, wide and brown and warm. The way she had fallen asleep against me like I was something safe.
I stepped back.
Pulchra’s expression twisted slightly. Not hurt, but disappointed. She sighed and crossed her arms, tail flicking behind her like a whip.
“I know that look,” she said bitterly. “That’s the hero look. Gods, I hate that look.”
I raised a brow. “What’s that supposed to mean?”
She walked in a slow circle around me, her voice low and pointed. “It means you’ve traded your crown for chains. That damn righteous gleam in your eye… it’s the same one you had when you walked away from me the first time. You always do the right thing. It’s so boring.”
I didn’t answer.
“I’m not asking for your soul, Diabelos,” she said, using my name like a taunt. “Just one night. One night where you stop pretending to be noble and give in. Be bad for me. Just this once.”
Her words were liquid heat, wrapping around my mind like smoke.
Pulchra moved closer again, gently brushing her muzzle along my collarbone, her voice whispering directly into my skin. I felt the pull. The lullaby of malice that played in my head when the world needed “adjustment”
“There he is… the real you. Diabelos, the world-purger. Not this… neutered Federation lapdog. You used to be fire. A legend. You’d die and claw your way back from the grave just to win. That man took. That man devoured.”
She leaned into me again, lips grazing the edge of my neck.
“And I loved that man.”
My hands clenched at my sides. The fire inside me stirred—anger, desire, pride, the old hunger for chaos and dominance. It coiled like a serpent in my gut. She knew how to call it forward. She always had.
But then I saw Jihyo’s face in my mind.
The way she had smiled at me. The way she trusted me without fear. The way she made me want to be someone worth that trust.
My fire cooled.
“Pulchra,” I said softly, “I’m not him anymore.”
She drew back, visibly annoyed. “No. You’re not,” she said. “You’re less. A shadow.”
I stepped away.
“Maybe,” I said. “But she sees the light in that shadow.”
I didn’t wait for her reply. I turned and walked back toward the ship—toward Jihyo, and the girls, and the path I was choosing, one step at a time.
Behind me, Pulchra’s voice followed, low and mocking.
“She’s not enough to save you, Diabelos. Nothing ever will be.”
Maybe she was right.
But I was still walking away.
And that had to count for something.
As I stepped back onto the ship, the metal floor beneath my boots felt colder than usual. A sharp chill sliced through the atmosphere—not physical, but something deeper, something old. It clung to my skin, slithered into my spine, and with it came the familiar pull.
The Malice.
I gritted my teeth as the air around me grew heavier, darker. My shadow wavered unnaturally under the ship’s artificial lighting, stretching and curling like smoke. One of the beasts—small, malformed, eyes like pinpricks of molten white—crawled out from beneath my heels. Another followed. They stalked me like loyal, cursed dogs.
The darker part of me—the part with her name on it—was stirring again.
Diabelos.
I closed my eyes and clenched a fist, trying to breathe through it. This was always the cost. To feel the thrill of combat again, even in brief thought, was to open a door I’d spent years trying to keep locked. A vile grin spread upon my face as I pondered going back and taking Pulchra. My shadow-beasts were waking. They always did when I was emotionally compromised. Rage, guilt, lust, shame—they fed off that.
“You’re slipping,” came a familiar voice behind me.
I turned my head slightly to find Samira standing in the corridor. Her arms were crossed, her expression unreadable—but her eyes, dark and knowing, studied me like I was both weapon and a welp.
“I saw Pulchra with her arms around your shoulders earlier.”
I nodded once. No use hiding it.
Samira stepped closer, her voice lowering into something gentler. “And did she… mention her?”
I looked away, jaw tightening. “Not directly. But she didn’t need to.”
Samira’s eyes narrowed slightly. “Diabelstar still haunts you, doesn’t she?”
I didn’t answer immediately. The name itself held weight. Diabelstar—the butcher of Mustaria, the woman who turned an entire peaceful world into a crucible of war and dragged me into the forge with her. She hadn’t just taught me how to fight. She’d taught me how to win. How to dominate. How to destroy with purpose and without guilt. The worst part?
Part of me still respected her. No that’s too weak of a statement. Part of me still loved her like a second mother. She saw my weakness and gave me agency, the power to take my life into my own hands and eradicate those who’d dare take it from you.
“She gave me the tools,” I said finally, voice like steel scraping stone. “But not the restraint. That came later. From you. From Chulane.”
Samira studied me for a long moment, then sighed and rested a hand on my shoulder. “If you need time, Gio, take it. We don’t arrive at Earth for another cycle and I’d rather you centered than unchained.”
I nodded slowly. “I won’t let that part of me root again. Not fully. I just—need to remind myself who I am.”
Samira smiled faintly, the edge of sadness behind her eyes. “You’re still fighting her, that’s enough for now.”
She turned to leave, but paused after a few steps. “And Gio?”
“Yes?”
“If you ever feel her voice growing louder than your own… come find me. Or Jihyo. We’re not afraid of Diabelstar. And we sure as hell won’t lose you to her.”
I gave a small, grateful nod, even as the beasts beneath my feet faded back into shadow.
For now, I was still winning.
The hum of the ship’s core was steady, a rhythmic pulse of fusion energy deep beneath the floor. Dinozen Sisko crouched beside a panel near the auxiliary control node, tightening a loose coupling. Magnara Unika stood nearby, typing rapidly into a diagnostics pad, her pale cybernetic eye flickering.
“Pressure stabilizers in section twelve are balanced now,” Dinozen said, standing up and wiping his hands. “Shouldn’t get another coolant spike.”
“Good,” Magnara murmured distractedly, then froze. Her nostrils flared.
Dinozen caught it too—sharp, warm, and deeply unnatural aboard a sterile Federation-class cruiser.
“Cinnamon,” they said in unison.
Dinozen’s expression turned grave. “He’s slipping.”
Magnara tucked the pad under one arm. “It’s faint, but it’s him. The scent always shows up when Diabelos starts stirring.” Her voice dropped. “And we know Pulchra’s been nearby…”
“He’s unbalanced,” Dinozen muttered. “Again.”
They stood in silence for a moment, the tension unspoken but clear. Giordano’s power wasn’t something they feared—but the version of him that reveled in “eating stars” was another matter entirely.
“We should go—” Magnara began, but a soft sound from around the corner made both of them pause.
Footsteps. Light, but purposeful. Then a figure emerged from the corridor intersection, casually tossing a towel over her shoulder, hair still damp from a recent shower.
Jihyo.
She blinked, surprised to see the two of them just standing there. “Oh—hey. You guys okay?”
Magnara and Dinozen exchanged a glance. Dinozen stepped forward, his usually stoic demeanor giving way to something warmer.
“Hey, Jihyo. Quick question—how are you with… grounding volatile people?”
Jihyo tilted her head, bemused. “Um. I was an idol group leader for 10 years. I’ve kept tempers cool, broken up fights, and kept people from having breakdowns on national TV. Why?”
Magnara smiled. “Perfect.”
Dinozen gestured down the hall. “Giordano. He’s… not doing great. Emotionally. You’ve probably noticed.”
Jihyo nodded slowly. “I thought he was just quiet. A little sad, maybe.”
“He’s a lot of things,” Dinozen said. “But right now, he’s on the edge of being someone else. Someone we fought a war beside. Someone dangerous.”
“And you think I can help?” she asked, not out of doubt—but out of a sincere desire to understand what they were asking of her.
Magnara’s voice softened. “ maybe, He doesn’t respond to orders when he’s in this state. Doesn’t trust logic or protocol. But he might respond to you.”
Jihyo looked down the corridor, a flicker of concern crossing her features.
“What should I do?”
“Just talk to him,” Dinozen said. “Be near him. You don’t need to fix him. Just remind him that he’s Gio.”
Jihyo gave a slow nod, her lips pressing into a firm line. “Okay. I can do that.”
She turned to go, but paused. “If he says anything weird…”
“Just slap him,” Magnara said. “Or kiss him. Your call.”
Jihyo rolled her eyes but smiled—then disappeared down the hall toward where the cinnamon scent grew stronger, thicker, like a warning or a memory trying to take shape.
Dinozen exhaled. “She’s gonna be important to him.”
Magnara smirked. “She already is.”
I stepped into my quarters and shut the door quietly behind me, letting the hum of the ship fade into the background. Alone again.
I exhaled slowly and let my head fall back against the metal wall. The lights were dim—just the way I liked it when I needed to think. Or stop thinking.
“A clean mind is a clear mind. A clear mind is a sharp mind.”
I repeated it softly under my breath, like a mantra. The words felt hollow tonight, but I clung to them anyway. Anything to stop the noise in my head.
Earth.
That damn memory crawled back in. The first time I returned after years away—it still felt like a wound that hadn’t closed. Familiar streets, unfamiliar stares. Everything the same, but twisted. Glossy lies on every screen, and the people smiling through them, swallowing them whole.
I remembered standing in the city square, thinking: I could fix this. If I ruled it—if I reshaped it—there’d be peace. Clarity. No chaos. No deception.
Less freedom. But more order.
And that… thought terrified me.
A knock broke the spiral.
“Gio? Are you in there?” Jihyo’s voice came through gently—hesitant, but warm.
I blinked out of the storm in my mind, shaking off the haze. I opened the door, and there she was—damp hair tousled from a recent shower, her features softened by concern.
Without saying another word, she stepped in and hugged me tightly. Not hesitant. Not awkward. Just present.
“Dinozen and Magnara told me to find you… and give you a hug,” she murmured against my chest.
I let out a quiet breath and allowed myself to relax into her arms. She was warm—steady. Not overwhelming, just enough. I hadn’t realized how much tension I was carrying until that moment.
We drifted to the couch. She curled into my side like it was natural—like she belonged there. It felt weirdly right.
“You okay?” she asked, voice muffled against my shoulder.
I hesitated, then gave a half-shrug. “Yeah. Better now. Earlier, it was… dicey.”
She let out a soft laugh. “Good. I can’t have my knight in charred armor crumbling on me.”
I looked at her—really looked at her—and smiled despite myself. “It’s singed, not charred. I like to think I still shine a little on the inside.”
That got a laugh from her. The sound was bright and real. We sat like that for a while, the silence comfortable, until my eyes began to grow heavy.
I didn’t remember falling asleep. But I woke to the sound of fabric shifting and soft rustling.
Groggy, I blinked and turned my head.
Jihyo was across the room, halfway through changing. She turned just as I opened my eyes, a shirt in her hands, and froze—eyes wide, cheeks going a little pink.
“Oh! I didn’t mean to wake you,” she said quickly.
I sat up slowly, rubbing my face with one hand, and waved her off with the other. “You didn’t. I’m just… a light sleeper.”
She smiled sheepishly, clutching her shirt a little tighter to her chest. “I thought you were out cold.”
I chuckled and turned my face away politely, covering my eyes with my arm. “I mean, I was. Until I wasn’t. You’re not in trouble or anything. Unless you count being dangerously adorable.”
There was a pause.
And then, a giggle. Light, but full of mischief. “Okay, smooth talker. I’ll let you go back to pretending you weren’t just watching.”
“I was not—!” I began, but she was already pulling on the shirt, laughing softly to herself.
And for the first time in hours, maybe days, the heaviness in my chest lightened.
I didn’t know what this was between us. Not yet.
But I knew I liked the way she made the darkness quiet down.
The dining hall aboard the Rook was humming with warm chatter and clinking utensils as I walked in, Jihyo by my side. Her hand brushed mine a few times on the way there—whether by accident or not, I wasn’t sure. I didn’t ask. But I didn’t move away either.
I scanned the room as we entered. The rest of the idols were already seated, laughing and catching up over steaming trays of food. The scent was surprisingly good tonight—Dinozen had apparently programmed the replicators to simulate real Terran spices. Actual effort. He never did anything halfway.
Speaking of—there he was, seated with Sakura beside him.
Well—technically beside him. In practice, Sakura was practically in his lap, not that anyone dared say anything. She’d looped her arm through his and was whispering something that made him turn bright red. He mumbled something about “input lag” and “false positives,” but he was smiling the whole time.
Across the table, Giselle and Magnara were in their own little world. Maggy’s tech tablet had been pushed aside in favor of a doodled napkin map, explaining ship systems to Giselle who hung on her every word. Her laughter rang like wind chimes every time Magnara made a joke—and Maggy, usually sharp-tongued and direct, kept slipping up on her words.
Infatuated. Completely.
Jihyo and I slid into two empty spots at the far end of the table. She gave me a sidelong glance as I picked up a fork and tried not to look too interested in her hair (which still smelled faintly of citrus).
“You’ve got a little hero complex, you know that?” she said softly, elbowing me playfully.
I coughed. “I—what?”
She leaned on the table with both elbows, smiling at me like she already had the upper hand. “You play all stoic and brooding but the second someone’s in trouble, you’re the first one charging into fire.”
“I mean… someone’s gotta do it,” I muttered. “You want the villain to save the day?”
“I don’t know,” she teased, cocking her head. “The villain might’ve been more fun to flirt with.”
I choked on a sip of water.
She laughed, a bright and unapologetic sound that made a few heads turn—Sana shot us both a suspicious look before smirking and whispering something to Momo, who promptly burst into a fit of giggles.
“I’m kidding,” Jihyo added, gently tapping her foot against mine under the table. “Kind of.”
“I’m awkward,” I said with a shrug, as if that somehow explained anything.
She tilted her head, eyes crinkling. “You’re not awkward. You’re just… real. It’s nice.”
The room continued to buzz around us, the comfortable din of shared space and good food. Yeji and Karina were in a heated debate over whether augmented reflexes counted as cheating in card games. Mina had already fallen asleep against the window seat, half a rice ball in her hand.
“I’m serious though,” Jihyo said, her voice lowering just enough that only I could hear. “You’ve been through a lot. You carry things most people can’t even imagine. But you still sit here with us and try to smile.”
I looked at her, unsure what to say. She reached out and placed her hand on mine—confidently, no hesitation.
“You’re not Diabelos. Not to me. You’re just Gio. The guy who risked everything to bring us home.”
“…Thanks,” I said, awkward again, but meaning it with my whole chest.
She squeezed my hand. “Come on. Eat your food before I steal it.”
“You already stole my peace of mind,” I muttered, cheeks pink.
“What was that?”
“Nothing.”
Jihyo smiled—smug and satisfied—and finally let go. We dug into our meals, the table warm with light and laughter. And for the first time in a long time, I let myself believe that maybe—just maybe—I could keep being this version of me.
Not the war hero. Not the monster.
Just Gio. After Dinner Jihyo Momo and Sana Carried Mina back to the guest quarters meanwhile Sakura Dinozen were busy geeking out in his room while Magnara and Giselle “practiced” in the holo gym
The lights were dim, ambient blue hues glowing softly from various consoles and holo-screens still active around the room. Dinozen sat cross-legged on a padded floor mat, calibrating a gauntlet interface while muttering to himself in technobabble.
Sakura was sprawled on his bed, legs swinging, chewing on a candy stick as she watched him with amused affection.
“So let me get this straight,” she said, smirking. “You voluntarily coded an adaptive sensory algorithm just to fine-tune how your gloves feel when you cast energy?”
Dinozen looked up, flustered. “Yes? No. I mean—it’s more complicated than that. The gloves need to replicate natural tactile resistance otherwise my aim feels… mushy.”
“Mushy,” she echoed, grinning. “You’re adorable.”
He blinked. “That’s not… I mean… it’s not a standard scientific descriptor, obviously.”
Sakura laughed, setting the candy stick aside and sliding off the bed to kneel beside him. “You’re such a nerd.”
“You say that like it’s a bad thing,” he said, mock defensive.
“Oh no,” she whispered, leaning closer. “It’s so hot.”
Dinozen turned red so fast it almost seemed like an emergency.
Giselle stood with her hands on her hips, eyes narrowed in mock concentration as she tried to mimic Magnara’s wide-footed stance. The jockish warrior towered beside her, arms crossed, smirking.
“You’re overthinking it again,” Magnara teased. “Don’t lock your knees. Loosen up.”
“I am loose,” Giselle said through gritted teeth, wobbling slightly. “I’m like… aggressively flexible.”
Magnara chuckled, stepping up behind her and gently adjusting her posture with broad, sure hands.
“You’re like a storm in a cocktail dress,” she murmured. “Beautiful but about to knock someone out.”
Giselle shivered slightly but didn’t lose balance. “That… might be the nicest and most chaotic compliment I’ve ever gotten.”
“Good,” Magnara said. “You deserve both.”
They locked eyes in the mirror across from them. Giselle bit her lip.
“So,” she said slowly, “is this flirting, or do you always train recruits like this?”
Magnara smirked, tilting her head. “You think you’re a recruit?”
“Well, you’re the one touching my hips like we’re in a zero-G dance class,” Giselle shot back.
Magnara didn’t step away. “You don’t seem to mind.”
“I really don’t,” Giselle replied, softening.
Sakura had snatched one of his older prototype visors and was wearing it backwards while trying to program something on his holo-tablet.
“That’s not how the interface—” Dinozen began, reaching for it.
“Nope, too late. I’m modding your HUD to show sparkles every time you smile.”
“I don’t smile in combat!”
“Then sparkle-less sadness it is,” she said with dramatic flair.
Dinozen couldn’t help it—he laughed. A full, honest laugh. She looked at him with stars in her eyes.
“There it is,” Sakura said softly. “I’m keeping that one.”
He looked down at her, heartbeat skipping. “…Okay.”
Magnara and Giselle had abandoned stances altogether. Now the two sat on the gym mats, drinking water and leaning lazily against each other.
“So what happens after Earth?” Giselle asked, breath still a little heavy from training.
Magnara shrugged. “Whatever you want. I’m not going anywhere.”
Giselle smiled, running a hand over the tech woven into the seam of Maggy’s armored sleeve. “Careful, that almost sounded romantic.”
Magnara raised a brow. “That was romantic.”
“Oh,” Giselle said, flushed. “Cool. Just… double-checking.”
In Dinozen’s room, Sakura laid her head on his shoulder as the screen above them played an old Terran cartoon. He smiled softly, programming long forgotten.
In the gym bay, Magnara slowly rested her forehead against Giselle’s, a rare moment of softness between two fighters who had started as wary allies and become something more.
As the days past and earth neared Jihyo found herself in a weird headspace she was watching me get closer to Mina and Momo but she felt a pang in her heart.
The rhythmic sound of fists hitting padded drones echoed through the Federation cruiser’s lower training deck. Giordano stood off to the side, arms crossed, watching as Momo ducked low under a sweeping strike from a combat simulator, then delivered a clean uppercut that rocked the unit back on its servos.
He whistled, impressed.
“You’re getting faster,” Gio said.
Momo turned, a bit breathless but grinning. “Been practicing when everyone’s asleep.”
Gio nodded, walking forward and adjusting the sensitivity settings on the drone. “You’ve always been more physical, huh?”
Momo nodded, rolling her shoulder. “I don’t like sitting still. Makes me feel like I’m rusting from the inside out.”
Giordano chuckled. “Yeah. I get that. I used to be like that on Mustaria… before everything changed. Still get twitchy if I sit too long.”
Momo grinned, amused. “You? I thought you were all broody and brooding. The ‘sits in the dark’ type.”
“I am the ‘sits in the dark’ type,” he said, smirking. “But I do push-ups in the dark. It’s very dramatic.”
That got a laugh from her—genuine and bright. For a moment, they looked at each other with shared understanding. Two people who burned energy to stay grounded. Who didn’t know what to do when their bodies got too still.
Jihyo stood near the far wall, a towel around her neck and a bottle of water half-forgotten in her hand. She was watching them—watching him—eyes narrowing just slightly.
She had always been the one at his side. The one who teased him and bantered and made him laugh in quiet moments. But now…
Momo and Gio were laughing again. Gio even gently corrected her stance, guiding her elbow with a touch that was clinical, professional, but still intimate in a way that made Jihyo’s stomach knot.
Why do I care so much? she thought bitterly, then flinched at her own inner voice.
It wasn’t jealousy exactly. Not of Momo. She liked Momo—trusted her, even. It was more the realization that Gio connected to people in ways she didn’t always understand. That maybe the connection she thought was special… wasn’t just between the two of them.
And that scared her.
Giordano stepped back as Momo reset for another round. He saw Jihyo watching and gave her a smile—a soft, familiar smile.
She didn’t smile back.
He paused. “Everything okay?”
Jihyo walked over, tone clipped but casual. “Fine. Just wondering if you two are planning to spar all day.”
Momo arched a brow, picking up the undercurrent. “We can stop. I didn’t mean to—”
“No,” Jihyo interrupted, waving it off. “It’s good. You’re good. Just… didn’t expect it.”
Giordano tilted his head. “Expect what?”
Jihyo hesitated. “To see you open up like that. With someone else.”
The words landed heavier than she meant them to.
Gio blinked, then stepped closer to her—gently, cautiously. “You’re not… replaceable, Jihyo. That’s not what this is.”
Jihyo sighed, finally sitting down on the bench near the mat. “I know. It’s stupid. I’m being dumb.”
Momo, sensing this was private, offered them both a small wave. “I’ll go hit the simulator in the other bay. You two… talk.”
She was gone before either of them could stop her.
Giordano sat beside Jihyo, the air quiet between them for a long moment.
“I didn’t mean to shut you out,” he said. “Momo just… reminds me of who I was. Before all of this.”
Jihyo nodded slowly. “And I don’t?”
He turned toward her. “You remind me of who I want to be.”
She glanced at him—shocked by the honesty in his voice.
“You’re thoughtful. Brave. You fight for others even when it hurts. I see that. You don’t need to be like me to matter to me.”
Jihyo bit her lip, the weight of her own insecurities softening in her chest. “I guess I just… I like being close to you. And maybe I got scared that someone else could take that.”
“You’re already close,” he said. “So close it’s dangerous, honestly.”
That earned a soft laugh. “You’re the danger, Gio.”
He smiled. “Only when I’m alone.”
And she took his hand—not possessively, but gently, like someone grounding a live wire.
“Then I guess you’re not alone anymore.”
Later that evening Momo and Jihyo had made up and were hitting the showers. Steam curled through the air, thick and warm, as Jihyo leaned back against the tiled wall, eyes half-lidded, letting the hot water run down her face and shoulders. Across the way, Momo was humming to herself as she scrubbed shampoo into her hair, making little bubble towers on top of her head.
“Check it out,” Momo said, grinning through the steam. “I’m Bubblezilla.”
Jihyo cracked an eye open and tried not to laugh. “You’re such a dork.”
“Yeah, well, I contain multitudes,” Momo replied, striking a dramatic pose with soap suds sliding off her elbow. “Warrior, dancer, snack devourer, and apparently, living shampoo sculpture.”
Jihyo laughed, and for a moment, the tension she hadn’t realized she was carrying in her chest released.
Momo turned toward her, still rinsing her hair. “Hey, thanks for training with me today. You didn’t have to. I know you usually go solo or with Gio.”
“Yeah, well… I needed the workout,” Jihyo said, a little too fast. She cleared her throat. “And besides, you’re fun to spar with.”
Momo grinned. “You mean you like beating me up.”
“No,” Jihyo said, smiling despite herself. “You actually almost caught me with that counter-punch. I was impressed.”
They stood in comfortable silence for a moment, water hissing all around them. Then—
“Hey, Jihyo,” Momo asked, “do you ever get, like… weird feelings when you’re sparring? Like, not adrenaline, but—other stuff?”
Jihyo blinked. “Other stuff?”
“Like… butterflies. In your stomach. But also your brain. And you think, ‘wow, this person is really cool,’ and then you trip over your own feet like a loser.”
Jihyo stared.
And then, to her horror, she felt it. That little flutter in her chest. The same one that happened when Gio said something awkwardly sweet or looked at her with that lopsided smile like she was the only person in the room. She glanced at Momo—goofy, bubbly Momo—and her heart skipped.
Wait, what?
Her brain scrambled for answers. Was she… catching feelings for Momo too?
But as Momo started trying to juggle bottles of conditioner and dropped one with a loud clack, then scrambled to catch it with a noise that could only be described as a panicked duck, Jihyo suddenly got it.
It wasn’t attraction. It was recognition.
They were both chaos. Endearing, well-meaning, awkward chaos gremlins. Two sides of the same coin.
And her heart wasn’t racing because she was in love with Momo—it was because Momo reminded her of Gio. Not just in how she moved, but in how she was. Earnest. Dorky. Surprisingly intense when she cared about something. The kind of person who makes you feel warm just by being nearby.
Jihyo started giggling.
“What?” Momo asked, holding the conditioner bottle in triumph.
“You and Gio… you’re kind of the same person.”
Momo squinted. “Is that a compliment?”
“It’s terrifying, honestly,” Jihyo said, still laughing.
Momo struck a pose. “Gio wishes he had my shoulders.”
Jihyo rolled her eyes. “You’re both disasters. Sweet, lovable disasters.”
They shared a laugh, one that echoed off the shower tiles and settled something deep in Jihyo’s chest.
Later, as they were toweling off and heading back to their quarters, Jihyo thought quietly to herself:
No wonder I like being around both of them so much.
A cozy hum filled the air as the ship cruised through interstellar space. The lounge lights were dimmed to a soft gold, casting a warm glow on the table where Gio, Momo, Sana, Mina, and Jihyo sat together, gathered around a half-finished snack spread and a scattered deck of intergalactic poker cards no one had actually agreed to play.
Momo was in the middle of explaining something with wild hand gestures.
“—and then I tried to kick him, but I forgot I was wearing the magnetic boots, so I sort of just… suctioned myself to the wall instead.”
Everyone burst into laughter.
“Classic,” Gio said, grinning with his usual uneven charm. “You really are gravity’s favorite victim.”
“Bold of you to say, Gio,” Sana smirked, pointing at him with a chip. “You tripped over your own coat yesterday before getting into the gravity room.”
“That coat is long!” Gio defended. “It has… heroic flair. There’s an art to managing the swoosh.”
Mina nodded with mock solemnity. “He and Momo are just two flavors of the same clumsy milkshake.”
Sana gasped, nudging Momo. “You’re like… twins from different Terran timelines.”
Momo perked up. “Hey, we do both like ice cream!”
“And trip over things.”
“And like warm carbs more than we should,” Gio added.
“And can’t flirt to save your lives,” Sana said with a pointed look that made Gio’s ears turn pink.
Momo giggled. “Wait, speak for yourself.”
Everyone laughed again—except Jihyo.
She was quiet, a small smile on her lips as she watched them.
They were similar, yeah. But Jihyo noticed the differences.
Gio didn’t just fumble—he second-guessed himself in moments of vulnerability, pulling back ever so slightly before choosing to lean in. He wasn’t just awkward—he was careful. He measured his words, even when he tripped over them. His eyes scanned a room like a soldier, but he laughed like someone still trying to figure out how to just be.
Momo was chaos in motion. Joyful, loud, unafraid. But Gio… Gio was quiet thunder. Constantly aware of the storm inside him, trying not to let it rumble too loud.
That’s what made her heart flutter. Not just the goofiness, but the gravity beneath it.
Jihyo looked down at the table, hiding a small smile behind her cup.
Momo leaned on Gio’s shoulder. “Hey, want to try building that alien Lego set tomorrow?”
“Only if you promise not to glue the pieces again,” Gio said.
“It was one time!”
As everyone giggled again, Jihyo let herself watch Gio just a moment longer.
He didn’t notice. He was busy laughing, eyes warm and posture relaxed.
But her heart did.
And this time, there was no confusion about it.
The blue-green marble of Earth shimmered in the distance, floating like a memory on the edge of the stars. Through the panoramic glass, the surface details of continents and oceans came slowly into view.
Jihyo stood in silence, hands loosely clasped behind her back, her posture straight but her thoughts clearly elsewhere.
Samira entered without announcing herself, her tall, regal form framed by the light of the starfield behind her. She stood beside Jihyo, not speaking at first.
Jihyo finally broke the silence. “It feels smaller than I remember.”
Samira smiled faintly. “Most things do when you’ve seen the galaxy.”
Jihyo let out a slow breath, then glanced sideways at the commander. “Can I ask you something… personal?”
“Of course.” Samira said without hesitation.
“Do you think I should stay in contact with Giordano?” Jihyo asked, eyes still fixed on Earth. “He’s… complicated. Kind, but guarded. Sometimes so gentle I forget he’s a war mage. Then I remember he used to be called Diabelos and it’s like I can feel the weight of that name behind his smile.”
Samira didn’t answer immediately. Her golden eyes flicked to Jihyo, assessing, thoughtful.
“He’s one of the best people I’ve ever known,” Samira said finally. “But also one of the most dangerous. And he knows it.”
Jihyo looked down. “So I should stay away?”
Samira shook her head. “No. That’s not what I’m saying.” She turned fully to Jihyo now. “Giordano walks a narrow line every day. The man he wants to be and the monster he could become are always in conversation with each other. But I’ve seen what steadies him.”
“And?”
“You.” Samira said gently. “You make him laugh. You pull him out of himself. He lets his guard down around you, and that’s rare for him. He has friends. He has loyalty. But you? You reach the part of him that still believes he can have a future without blood on his hands.”
Jihyo’s breath caught slightly, but Samira wasn’t finished.
“But the bigger question is this, Jihyo: What do you want?” She stepped closer, voice softening. “You’re not just a pop idol anymore. You’ve shown strength, leadership, compassion. You adapted to cosmic resonance like you were born for it. You have the makings of a commander—not because of powers, but because people trust you. Because I trust you.”
Jihyo blinked, caught off guard. “I… I didn’t realize you thought that of me.”
“I don’t say things I don’t mean,” Samira replied, warm but firm. “If you want to go back to Earth, you can. You’ll be celebrated. You’ll be safe. But if you want to stay in Giordano’s orbit… just know it won’t be easy. But it might matter more than either of you realizes.”
A long pause. Then Jihyo nodded slowly.
“Thank you, Samira.” Her voice was quiet but sure. “I just needed to hear it out loud.”
Samira gave a knowing smile, the kind that only a seasoned commander could wear. “Then make your choice, Leader Jihyo. Whatever you choose, make it yours.”
They stood in silence again, two powerful women at the edge of a world that once defined them. Now, they were something more.
And Earth kept turning.
Flashbulbs popped. Reporters shouted questions. Holographic banners displayed: “IDOL PHOENIXES RETURN FROM HAITUS!” Jihyo stood center stage with her group, radiant under the lights, their popularity only intensified by their cosmic journey. She smiled for the cameras—but her eyes kept drifting toward the stars.
Later, in a quiet moment backstage, she stepped away from the crowd, standing on a balcony as the night breeze kissed her face.
Giordano stood in the shadow of a nearby support column, waiting quietly.
“I thought you might vanish again,” Jihyo said without turning.
“Didn’t want to steal the spotlight,” Gio replied awkwardly.
She turned to him, smiling warmly. “I want both. The stage and you. I know it’s going to be hard sometimes—but that’s never scared me.”
Gio’s breath caught. There was a boyish disbelief in his eyes, followed quickly by something more grounded. “You’re really choosing me?”
“I’m choosing us,” she said. “And I’m choosing myself too. I want to sing. I want to lead. But I also want to be with the idiot who talks to his weapons when he thinks no one’s listening.”
Giordano chuckled, rubbing the back of his neck. “I’m not good at this.”
“You don’t have to be. Just… come home when you can.”
He nodded, stepping closer, and their hands found each other naturally—like two puzzle pieces that had been shaped by stars and war and laughter.
EPILOGUE: THE BATHHOUSE ON MUSTARIA
A wide, elegant bath carved from pale-blue stone steamed softly in a grand room adorned with floral silks and floating lanterns. Outside the window, a crescent moon hung over the gardens.
Jihyo reclined lazily in the warm water, her arms draped along the edge, eyes half-lidded from comfort. Her hair was pinned up loosely, and a soft hum left her lips as the warmth eased her post-tour exhaustion.
Her legs kicked gently under the water, and one foot—playfully—peeked up over the edge, wiggling.
CLACK. The door slid open.
Giordano stepped in, cloak damp with rain from the Mustarian woods. His shoulders looked heavier than usual, dusted with starlight and exhaustion—but the second he saw her, something in his posture softened.
“You’re back early,” Jihyo murmured with a small smile, not opening her eyes fully. “Or am I just that good at manifesting you when I’m bored?”
He grinned, a little sheepish. “I didn’t want to stay away too long.”
Her eyes opened now, locking with his. “Then don’t.” She sat up slightly, droplets trailing down her arms. Her voice dipped into playful mischief. “Care to join me, Witch Wolf?”
Her toes wiggled invitingly, just above the water’s surface.
Giordano blinked once—processing both the question and his heart’s sudden acceleration.
He laughed softly, shrugging off his outer cloak. “You’re dangerous when you’re this cute, you know that?”
“I’ve heard,” Jihyo said, smirking as she made room for him. “Now hurry before I have to pull you in myself.”
As he stepped toward her, shedding the weight of war and past regrets with every footfall, Giordano knew he hadn’t just found peace.
He’d earned it.
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jcmarchi · 1 year ago
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What is Retrieval Augmented Generation?
New Post has been published on https://thedigitalinsider.com/what-is-retrieval-augmented-generation/
What is Retrieval Augmented Generation?
Large Language Models (LLMs) have contributed to advancing the domain of natural language processing (NLP), yet an existing gap persists in contextual understanding. LLMs can sometimes produce inaccurate or unreliable responses, a phenomenon known as “hallucinations.” 
For instance, with ChatGPT, the occurrence of hallucinations is approximated to be around 15% to 20% around 80% of the time.
Retrieval Augmented Generation (RAG) is a powerful Artificial Intelligence (AI) framework designed to address the context gap by optimizing LLM’s output. RAG leverages the vast external knowledge through retrievals, enhancing LLMs’ ability to generate precise, accurate, and contextually rich responses.  
Let’s explore the significance of RAG within AI systems, unraveling its potential to revolutionize language understanding and generation.
What is Retrieval Augmented Generation (RAG)?
As a hybrid framework, RAG combines the strengths of generative and retrieval models. This combination taps into third-party knowledge sources to support internal representations and to generate more precise and reliable answers. 
The architecture of RAG is distinctive, blending sequence-to-sequence (seq2seq) models with Dense Passage Retrieval (DPR) components. This fusion empowers the model to generate contextually relevant responses grounded in accurate information. 
RAG establishes transparency with a robust mechanism for fact-checking and validation to ensure reliability and accuracy. 
How Retrieval Augmented Generation Works? 
In 2020, Meta introduced the RAG framework to extend LLMs beyond their training data. Like an open-book exam, RAG enables LLMs to leverage specialized knowledge for more precise responses by accessing real-world information in response to questions, rather than relying solely on memorized facts.
Original RAG Model by Meta (Image Source)
This innovative technique departs from a data-driven approach, incorporating knowledge-driven components, enhancing language models’ accuracy, precision, and contextual understanding.
Additionally, RAG functions in three steps, enhancing the capabilities of language models.
Core Components of RAG (Image Source)
Retrieval: Retrieval models find information connected to the user’s prompt to enhance the language model’s response. This involves matching the user’s input with relevant documents, ensuring access to accurate and current information. Techniques like Dense Passage Retrieval (DPR) and cosine similarity contribute to effective retrieval in RAG and further refine findings by narrowing it down. 
Augmentation: Following retrieval, the RAG model integrates user query with relevant retrieved data, employing prompt engineering techniques like key phrase extraction, etc. This step effectively communicates the information and context with the LLM, ensuring a comprehensive understanding for accurate output generation.
Generation: In this phase, the augmented information is decoded using a suitable model, such as a sequence-to-sequence, to produce the ultimate response. The generation step guarantees the model’s output is coherent, accurate, and tailored according to the user’s prompt.
What are the Benefits of RAG?
RAG addresses critical challenges in NLP, such as mitigating inaccuracies, reducing reliance on static datasets, and enhancing contextual understanding for more refined and accurate language generation.
RAG’s innovative framework enhances the precision and reliability of generated content, improving the efficiency and adaptability of AI systems.
1. Reduced LLM Hallucinations
By integrating external knowledge sources during prompt generation, RAG ensures that responses are firmly grounded in accurate and contextually relevant information. Responses can also feature citations or references, empowering users to independently verify information. This approach significantly enhances the AI-generated content’s reliability and diminishes hallucinations.
2. Up-to-date & Accurate Responses 
RAG mitigates the time cutoff of training data or erroneous content by continuously retrieving real-time information. Developers can seamlessly integrate the latest research, statistics, or news directly into generative models. Moreover, it connects LLMs to live social media feeds, news sites, and dynamic information sources. This feature makes RAG an invaluable tool for applications demanding real-time and precise information.
3. Cost-efficiency 
Chatbot development often involves utilizing foundation models that are API-accessible LLMs with broad training. Yet, retraining these FMs for domain-specific data incurs high computational and financial costs. RAG optimizes resource utilization and selectively fetches information as needed, reducing unnecessary computations and enhancing overall efficiency. This improves the economic viability of implementing RAG and contributes to the sustainability of AI systems.
4. Synthesized Information
RAG creates comprehensive and relevant responses by seamlessly blending retrieved knowledge with generative capabilities. This synthesis of diverse information sources enhances the depth of the model’s understanding, offering more accurate outputs.
5. Ease of Training 
RAG’s user-friendly nature is manifested in its ease of training. Developers can fine-tune the model effortlessly, adapting it to specific domains or applications. This simplicity in training facilitates the seamless integration of RAG into various AI systems, making it a versatile and accessible solution for advancing language understanding and generation.
RAG’s ability to solve LLM hallucinations and data freshness problems makes it a crucial tool for businesses looking to enhance the accuracy and reliability of their AI systems.
Use Cases of RAG
RAG‘s adaptability offers transformative solutions with real-world impact, from knowledge engines to enhancing search capabilities. 
1. Knowledge Engine
RAG can transform traditional language models into comprehensive knowledge engines for up-to-date and authentic content creation. It is especially valuable in scenarios where the latest information is required, such as in educational platforms, research environments, or information-intensive industries.
2. Search Augmentation
By integrating LLMs with search engines, enriching search results with LLM-generated replies improves the accuracy of responses to informational queries. This enhances the user experience and streamlines workflows, making it easier to access the necessary information for their tasks.. 
3. Text Summarization
RAG can generate concise and informative summaries of large volumes of text. Moreover, RAG saves users time and effort by enabling the development of precise and thorough text summaries by obtaining relevant data from third-party sources. 
4. Question & Answer Chatbots
Integrating LLMs into chatbots transforms follow-up processes by enabling the automatic extraction of precise information from company documents and knowledge bases. This elevates the efficiency of chatbots in resolving customer queries accurately and promptly. 
Future Prospects and Innovations in RAG
With an increasing focus on personalized responses, real-time information synthesis, and reduced dependency on constant retraining, RAG promises revolutionary developments in language models to facilitate dynamic and contextually aware AI interactions.
As RAG matures, its seamless integration into diverse applications with heightened accuracy offers users a refined and reliable interaction experience.
Visit Unite.ai for better insights into AI innovations and technology.
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cnyonbd17 · 6 months ago
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Canyon Building Design
Sets a new standard in architectural excellence through the integration of innovation, functionality, and aesthetic appeal. Drawing inspiration from the majestic beauty of natural canyons, we develop vibrant spaces that seamlessly align with their surroundings. Our proficiency is rooted in the creation of enduring designs, prioritizing sustainable practices, and ensuring exceptional quality, transforming each structure into a modern design masterpiece.
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