#secure reinforcement

[kapilasteel]

Why the Quality of Binding Wire Matters When Sourcing TMT Saria

TMT Saria manufacturers play a vital function in the creation industry by presenting the metallic reinforcement bars important for concrete systems. While selecting the right TMT Saria is surely important, many production professionals forget an apparently minor but important thing: binding cord. This oversight can compromise structural integrity, employee protection, and mission timelines, in the long run affecting the general first-class of construction.

The Hidden Importance of Binding Wire in Construction

When steel reinforcement bars from a TMT Saria manufacturer arrive at a production site, binding cord turns into the unsung hero that holds the entirety together. This thin metal wire creates the skeletal framework upon which concrete systems rely. Despite its particularly low fee in comparison to different creation materials, binding cord's effect on structural stability cannot be overstated.

High-first-rate binding twine ensures that TMT bars stay exactly placed throughout concrete pouring. Even minor shifts in reinforcement bar positioning can dramatically lessen a structure's load-bearing potential.

How Binding Wire Influences Structural Integrity

The courting between TMT Saria and binding wire resembles that of bones and ligaments in the human body. While TMT bars offer the electricity, the binding cord ensures they paint collectively cohesively. Substandard binding cord might also stretch, snap, or corrode prematurely, leading to reinforcement cage disasters throughout concrete pouring or compromised structural integrity over the years.

Quality binding twine, well-known, shows precise properties that at once effect construction fine.

Tensile electricity: A professional-grade binding cord keeps its grip even underneath the pressure of moist concrete and vibration.

Corrosion resistance: Superior binding cord resists rust, stopping infection of surrounding concrete.

Ductility: The twine ought to be flexible enough for employees to manipulate at the same time as preserving structural integrity.

Consistent diameter: Variation in cord thickness can cause choppy binding strain and ability-sensitizing factors.

These traits emerge as in particular critical whilst working with complex reinforcement configurations concerning dowel bars. Dowel bars switch hundreds throughout concrete joints, and their accurate positioning—secured by using binding cord—directly affects a shape's ability to distribute pressure lightly.

Impact on Construction Efficiency and Cost

Beyond structural considerations, binding cord high-quality affects mission economics and timelines. When sourcing materials from a TMT Saria producer, construction managers must keep in mind how binding wire impacts:

Labor productivity: high-nice binding cord is simpler to paint with, reducing the time workers spend securing reinforcement cages.

Material wastage: inferior binding twine breaks more regularly, ensuing in cloth waste and expanded intake.

Rework charges: Failed bindings determined at some stage in inspection require time-ingesting corrections and may delay concrete pouring schedules.

Long-term protection prices: Structures with properly secured reinforcement require much less maintenance and repair over their lifespan.

A professional TMT Saria producer regularly recommends compatible binding cord specifications primarily based on venture requirements. This steering displays an understanding that ideal structural performance relies upon the harmonious interaction among all additives.

The Connection to Certification and Compliance

When purchasing from a TMT Saria producer, contractors need to verify that both the primary reinforcement and binding twine meet applicable construction codes. Quality binding twine carries certification that confirms:

Compliance with enterprise standards for tensile electricity

Adherence to dimensional tolerances

Verification of chemical composition

Batch testing for overall performance beneath load

These certifications provide warranty that the binding twine will carry out as expected at some stage in the shape's layout life. Without proper documentation, construction firms risk the use of substandard substances that could compromise mission integrity.

Conclusion

The first class of a shape in the end relies upon the considerate integration of all its components. When sourcing TMT Saria, recall that the standard binding wire paperwork the crucial connections upon which structural integrity depends. Choosing accurately creates buildings that stand the test of time.

[chloesimaginationthings]

FNAF Abby and Gregory discover Michael is an artist too

[fromtheseventhhell]

I can tell I'm Arya-pilled to the max because I'll see other Arya stans talking about the questionable morality of her executing Daeron and I'm just like "That was so Lady of Winterfell-coded"

[marvel-lous-guy]

Tony: The compound has been quiet recently. It's both unsettling and refreshing

Peter: Its not been quiet, you just haven't left your lab for 76 hours

[pyrosomatic-metamorphosis]

im gonna be honest i dont care that the eggs bedrooms at NINHO look super scary rn. NINHO is a nuclear bunker built for survival, and that should ALWAYS be the #1 priority when building a space meant to be safe. If it isn't safe, then it has failed as a safe space, just by definition. That SAID- gaining functionality doesn't mean they have to give up a nice room entirely. There's still ways to decorate. The space has to be different now, but remember that each room started out as a double-block layered square box. even a nuclear bunker can have paintings on the wall

[beifong-brainrot]

Bolin, describing Wei: He was a vision. Feet like a pair of landlocked tugboats. Knees like brass doorknobs. Elbows so rough they could take the grain right off a two-by-four. And his eyes. They say the eyes are the window to the soul. His were more like steel-reinforced security doors with a combination I just had to crack.

Mako: I should've listened to Tenzin when he suggested you and I go to therapy

[mikelias]

why did we ever get rid of faxes, what good technology are we leaving behind

[jcmarchi]

RAGEN: AI framework tackles LLM agent instability

New Post has been published on https://thedigitalinsider.com/ragen-ai-framework-tackles-llm-agent-instability/

RAGEN: AI framework tackles LLM agent instability

Researchers have introduced RAGEN, an AI framework designed to counter LLM agent instability when handling complex situations.

Training these AI agents presents significant hurdles, particularly when decisions span multiple steps and involve unpredictable feedback from the environment. While reinforcement learning (RL) has shown promise in static tasks like solving maths problems or generating code, its application to dynamic, multi-turn agent training has been less explored.   

Addressing this gap, a collaborative team from institutions including Northwestern University, Stanford University, Microsoft, and New York University has proposed StarPO (State-Thinking-Actions-Reward Policy Optimisation).

StarPO offers a generalised approach for training agents at the trajectory level (i.e. it optimises the entire sequence of interactions, not just individual actions.)

Accompanying this is RAGEN, a modular system built to implement StarPO. This enables the training and evaluation of LLM agents, particularly focusing on their reasoning capabilities under RL. RAGEN provides the necessary infrastructure for rollouts, reward assignment, and optimisation within multi-turn, stochastic (randomly determined) environments.

Minimalist environments, maximum insight

To isolate the core learning challenges from confounding factors like extensive pre-existing knowledge or task-specific engineering, the researchers tested LLMs using RAGEN in three deliberately minimalistic, controllable symbolic gaming environments:   

Bandit: A single-turn, stochastic task testing risk-sensitive symbolic reasoning. The agent chooses between options (like ‘Phoenix’ or ‘Dragon’ arms) with different, initially unknown, reward profiles.

Sokoban: A multi-turn, deterministic puzzle requiring foresight and planning, as actions (pushing boxes) are irreversible.

Frozen Lake: A multi-turn, stochastic grid navigation task where movement attempts can randomly fail, demanding planning under uncertainty.

These environments allow for clear analysis of how agents learn decision-making policies purely through interaction.   

Key findings: Stability, rollouts, and reasoning

The study yielded three significant findings concerning the training of self-evolving LLM agents:

The ‘Echo Trap’ and the need for stability

A recurring problem observed during multi-turn RL training was dubbed the “Echo Trap”. Agents would initially improve but then suffer performance collapse, overfitting to locally rewarded reasoning patterns. 

This was marked by collapsing reward variance, falling entropy (a measure of randomness/exploration), and sudden spikes in gradients (indicating training instability). Early signs included drops in reward standard deviation and output entropy.   

To combat this, the team developed StarPO-S, a stabilised version of the framework. StarPO-S incorporates:   

Variance-based trajectory filtering: Focusing training on task instances where the agent’s behaviour shows higher uncertainty (higher reward variance), discarding low-variance, less informative rollouts. This improved stability and efficiency.   

Critic incorporation: Using methods like PPO (Proximal Policy Optimisation), which employ a ‘critic’ to estimate value, generally showed better stability than critic-free methods like GRPO (Group Relative Policy Optimisation) in most tests.   

Decoupled clipping and KL removal: Techniques adapted from other research (DAPO) involving asymmetric clipping (allowing more aggressive learning from positive rewards) and removing KL divergence penalties (encouraging exploration) further boosted stability and performance.   

StarPO-S consistently delayed collapse and improved final task performance compared to vanilla StarPO.   

Rollout quality is crucial

The characteristics of the ‘rollouts’ (simulated interaction trajectories used for training) significantly impact learning. Key factors identified include:   

Task diversity: Training with a diverse set of initial states (prompts), but with multiple responses generated per prompt, aids generalisation. The sweet spot seemed to be moderate diversity enabling contrast between different outcomes in similar scenarios.   

Interaction granularity: Allowing multiple actions per turn (around 5-6 proved optimal) enables better planning within a fixed turn limit, without introducing the noise associated with excessively long action sequences.   

Rollout frequency: Using fresh, up-to-date rollouts that reflect the agent’s current policy is vital. More frequent sampling (approaching an ‘online’ setting) leads to faster convergence and better generalisation by reducing policy-data mismatch.

Maintaining freshness, alongside appropriate action budgets and task diversity, is key for stable training.   

Reasoning requires careful reward design

Simply prompting models to ‘think’ doesn’t guarantee meaningful reasoning emerges, especially in multi-turn tasks. The study found:

Reasoning traces helped generalisation in the simpler, single-turn Bandit task, even when symbolic cues conflicted with rewards.   

In multi-turn tasks like Sokoban, reasoning benefits were limited, and the length of ‘thinking’ segments consistently declined during training. Agents often regressed to direct action selection or produced “hallucinated reasoning” if rewards only tracked task success, revealing a “mismatch between thoughts and environment states.”

This suggests that standard trajectory-level rewards (often sparse and outcome-based) are insufficient. 

“Without fine-grained, reasoning-aware reward signals, agent reasoning hardly emerge[s] through multi-turn RL.”

The researchers propose that future work should explore rewards that explicitly evaluate the quality of intermediate reasoning steps, perhaps using format-based penalties or rewarding explanation quality, rather than just final outcomes.   

RAGEN and StarPO: A step towards self-evolving AI

The RAGEN system and StarPO framework represent a step towards training LLM agents that can reason and adapt through interaction in complex, unpredictable environments.

This research highlights the unique stability challenges posed by multi-turn RL and offers concrete strategies – like StarPO-S’s filtering and stabilisation techniques – to mitigate them. It also underscores the critical role of rollout generation strategies and the need for more sophisticated reward mechanisms to cultivate genuine reasoning, rather than superficial strategies or hallucinations.

While acknowledging limitations – including the need to test on larger models and optimise for domains without easily verifiable rewards – the work opens “a scalable and principled path for building AI systems” in areas demanding complex interaction and verifiable outcomes, such as theorem proving, software engineering, and scientific discovery.

(Image by Gerd Altmann)

See also: How does AI judge? Anthropic studies the values of Claude

Want to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.

Explore other upcoming enterprise technology events and webinars powered by TechForge here.

[tronform]

From the inspiration of the 2024 TF Duffle Bag Iconic TF Logo, we present to you a new shift in the product: TRONFORM X TF Luxe Duffle Bag Prestige in Motion. Designed to Arrive. This is more than a bag—it’s your personal command capsule. The TRONFORM X TF Luxe Duffle redefines elite mobility, blending refined strength with silent dominance. Engineered for those who don’t just move—they arrive with power. Every line, every stitch, and every detail echoes the X TF design language—geometric elegance fused with futuristic authority.

Whether headed to a high-powered gym session, a cross-continent mission, or a five-star retreat, this duffle carries not just your essentials—but your legacy.

Premium Exterior Engineering – Crafted from 100% elite polyester with precision black interlining for bold structure and clean, timeless dominance Tailored Weight Balance – 9 oz./yd² (305 g/m²) for streamlined strength without excess bulk Optimal Dimensions – 22″ × 11.5″ × 11.5″ — designed to project presence without compromise Sculpted Stability – Reinforced with structural T-piping for form retention under load Custom Carry Options – Dual padded handles + removable shoulder strap for refined utility Strategic Storage Layout – Mesh exterior, smart interior compartments, and secure zipper section

The crown jewel of TRONFORM travel gear—functional power sculpted into form. The X TF pattern is not decoration—it’s declaration.

TRONFORM it. Shop now → https://www.tronform.co/products/tronform-x-tf-luxe-duffle-bag

#explorepage#explore#fyp#foryoupage#foryou #TRONFORM#LuxuryGear#XTFTravel#DuffleOfPower#MobilityRedefined#EliteDesign#StatementBag#PowerTraveler#PrecisionAesthetic#UtilitySupreme #TailoredToMove#LuxuryLoadout#SymbolicStyle#HighEndCarry#TRONFORMDrop#EngineeredPrestige#FuturisticUtility#CraftedToArrive#NextGenMobility#TRONFORMWorld

[kapilasteel]

The Strength Behind Your Success – SRJ HR Coils

TMT bars constitute the important foundation of cutting-edge production, serving as the skeletal guide that transforms architectural visions into tangible, enduring systems. At the coronary heart in their structural integrity lies an often overlooked hero: exceptional binding wire—the critical element that determines the actual resilience and longevity of construction tasks.

Construction experts apprehend that TMT bars are a long way more than simple metallic rods. These specialised bars are engineered to provide fantastic electricity, superior corrosion resistance, and extraordinary structural guidance. Their unique thermomechanical treatment method creates a strong outer martensite layer with a softer, more ductile middle, making them the favoured choice for crucial infrastructure initiatives.

The Science Behind Structural Reinforcement

The performance of TMT bars extends beyond their inherent characteristics. Binding wire plays a crucial role in creating a unified, stable reinforcement framework that:

Ensures precise bar positioning

Distributes load evenly across structural elements

Prevents concrete cracking

Enhances the bond between concrete and reinforcement

Provides additional structural stability

Binding Wire: The Unsung Hero of Structural Integrity

The quality of binding wire can make or break a construction project. Low-quality wire introduces significant risks that can compromise entire structures:

Premature structural deterioration

Reduced load-bearing capacity

Increased vulnerability to environmental stressors

Potential safety hazards

Economic Considerations: 8mm Rod Price Dynamics

When evaluating the 8mm rod price per piece, contractors must look beyond immediate cost savings. The seemingly attractive 8mm rod price might tempt budget-conscious projects, but the long-term consequences of inferior binding wire can be catastrophic:

Exponential maintenance costs

Potential structural repairs

Reduced building lifespan

Compromised safety standards

Experienced professionals recognise that the 8mm rod price is an investment in structural longevity, not merely an expense to be minimised.

Technical Deep Dive: Binding Wire's Critical Performance Metrics

Professional-grade binding wire transforms TMT bars from individual components into a comprehensive reinforcement system. Key performance indicators include:

Tensile strength exceeding industry standards

Superior corrosion resistance

Optimal ductility

Consistent diameter and composition

Enhanced bonding capabilities

Real-World Impact of High-Quality Binding Wire

Construction experts have documented remarkable improvements with superior binding wire:

Up to a 20% increase in structural load-bearing capacity

Extended structure lifespan by multiple decades

Significant reduction in maintenance requirements

Improved resistance to environmental degradation

Selecting the Right Binding Wire: A Strategic Approach

Choosing binding wire is a complex decision that requires comprehensive evaluation:

Material Composition: High-carbon steel with precise metallurgical properties

Corrosion Resistance: Advanced protective coatings

Tensile Strength: Certified performance metrics

Dimensional Accuracy: Consistent diameter and flexibility

Workability: Easy manipulation during construction

Industry Standards and Quality Assurance

Professional-grade binding wire must meet rigorous quality standards:

ISO certification

Compliance with national construction regulations

Independent laboratory testing

Traceability of manufacturing processes

The Holistic Impact of Binding Wire Selection

Beyond technical specifications, binding wire selection reflects a commitment to:

Structural safety

Long-term performance

Economic responsibility

Professional excellence

Economic and Safety Implications

The consequences of binding wire selection extend far beyond initial costs:

Potential legal liabilities from structural failures

Reputation risks for contractors and developers

Long-term economic impact on infrastructure projects

Public safety considerations

Making an Informed Investment in Structural Excellence

Selecting high-quality binding wire for TMT bars transcends a simple purchasing decision. It represents a strategic investment in:

Structural integrity

Public safety

Long-term economic sustainability

Professional reputation

Professional construction demands nothing less than the highest standards of material selection. From skyscrapers to bridges, from residential complexes to critical infrastructure, the quality of binding wire determines the difference between a structure that merely stands and one that truly endures.

Professionals understand that every component matters. They choose binding wire that transforms good construction into exceptional engineering—a testament to human ingenuity and technical precision.

[srjsteel]

The Role of Binding Wire and Construction Rings

Wire Binding: A Critical Innovation in Construction

Wire binding stands as an essential innovation in modern-day construction, transforming the manner structural factors advantage strength, balance, and durability. Professionals throughout engineering and production disciplines recognize the pivotal position of specific wire binding techniques in developing strong, long-lasting infrastructure.

The Fundamental Science of Wire Binding

Wire binding represents an advanced technique of structural reinforcement that is going a ways past simple connection methods. Binding wire serves as a critical thing in creating cohesive, resilient structural systems that can face up to big strain and environmental challenges.

The molecular-stage interaction between binding wire and construction materials creates a synergistic courting that dramatically complements general structural integrity. Engineers leverage specialized cord binding strategies to distribute mechanical masses, prevent structural failure, and ensure long-time period stability in complicated creation initiatives.

Critical Components of Effective Wire Binding

Binding Wire: The Structural Backbone

Binding wire isn't a one-length-suits-all solution. Different creation initiatives name for precise cord characteristics:

Tensile Strength: High-grade binding twine provides exceptional load-bearing skills.

Corrosion Resistance: Advanced cord remedies prevent degradation.

Flexibility: Precise wire binding lets in for subtle structural actions.

Dimensional Stability: Consistent twine houses ensure uniform reinforcement.

Construction Rings: Precision Reinforcement Mechanisms

Construction rings play a sophisticated role in wire binding techniques. These specialised additives:

Distribute mechanical strain evenly.

Create additional structural connection factors.

Enhance ordinary device tension.

Provide important load switch mechanisms.

Technological Advancements in Wire Binding

Modern twine binding techniques integrate current technology that transform conventional reinforcement techniques. Advanced metallurgical processes and precision engineering have revolutionized how creation professionals technique structural integrity.

Sophisticated pc modeling now lets in engineers to simulate cord binding performance underneath severe conditions, allowing extra predictive and dependable reinforcement techniques. Computational analysis helps decide most suitable cord placement, anxiety, and fabric interactions.

Performance Benefits of Strategic Wire Binding

Implementing superior cord binding techniques gives multiple overall performance blessings:

Enhanced Structural Resilience: Improved capability to face up to mechanical stresses.

Longevity: Reduced cloth degradation and extended infrastructure lifespan.

Cost Efficiency: Lower upkeep requirements and progressed sturdiness.

Adaptability: Versatile packages throughout diverse production environments.

Selection Criteria for Wire Binding Solutions

Professionals choosing twine binding technology have to don't forget:

Material composition.

Tensile energy ratings.

Corrosion resistance capabilities.

Environmental performance characteristics.

Compatibility with precise production methodologies.

Industry Applications and Innovations

Wire binding techniques discover important programs throughout more than one sectors:

Infrastructure improvement

High-upward thrust creation

Bridge engineering

Industrial facility design

Seismic-resistant structures

Emerging Trends in Wire Binding Technology

The future of twine binding promises groundbreaking advancements. Researchers are exploring innovative materials and techniques on the way to revolutionize structural reinforcement:

Nanotechnology-more advantageous binding wires.

Self-recovery cloth compositions.

Smart sensors included without delay into twine structures.

Advanced computational modeling for precise overall performance prediction.

Making Informed Reinforcement Decisions

Selecting suitable twine binding techniques calls for a comprehensive expertise of unique project necessities. Professionals must compare multiple elements, which include environmental situations, mechanical pressure profiles, and lengthy-time period overall performance expectations.

Each creation mission provides precise challenges that demand tailored twine binding solutions. Understanding the nuanced interaction among binding cord, production rings, and structural dynamics turns into important for accomplishing ideal performance and protection.

Structural reinforcement represents a complex interplay of materials, strategies, and scientific concepts. Wire binding emerges as a vital technology that bridges theoretical know-how with realistic engineering answers, continuously pushing the boundaries of current construction.

[primepaginequotidiani]

PRIMA PAGINA The Jerusalem Post di Oggi lunedì, 20 gennaio 2025

[robertmisirian]

A group shot of the Reinforcements, my original superhero team in my Pinatrix Universe. Happy New Year! ❤️🎇☺️🥳😁

[societyfolklore]

We Couldn’t Stop

Title: We Couldn’t Stop Pairing: Bucky Barnes x Female Reader x Steve Rogers 

Summary:  During a sweep of a forgotten HYDRA lab, you, Steve, and Bucky trigger an old aerosol dispersal system. No one realizes what hit you until it’s too late. Now stuck in quarantine- burning, aching, and caged in with two dominant, unraveling super soldiers- you’re forced to ride out the drug’s effects together.

Word Count:  7k

Warnings:  / Explicit Content /18+, Minors DNI, Sex Pollen / Drugged Lust, Threesome MFM, Dubious Consent (due to drug influence), Double Penetration, Oral (F & M receiving), Praise Kink, Rough Sex/Overstimulationm Fingering, anal ply, cum play, Competitive Doms

A/N: my entry for  @avengers-assemble-bingo  for April Kinky Bingo Square: A3- Threesome Card Number: KB003

The mission was supposed to be a simple sweep- an old HYDRA lab buried deep beneath the forest floor, long abandoned, just a routine retrieval run for leftover tech and encrypted files that could pose a threat if they fell into the wrong hands. You, Steve, and Bucky had done that sort of thing more times than you could count. Clear the rooms, grab the drives, secure any volatile tech, and call for extraction. In and out. Easy.

You should’ve known better the moment you stepped inside. The facility was too quiet, too intact. Dust settled thick on the floors, but the lights still flickered dimly overhead, and the security systems were half-alive, humming low like they were waiting.

You were the one who found the sealed door- reinforced, heavily protected, and drawing power. It was locked down tight, tucked at the end of a corridor where the flickering lights didn’t quite reach. You called the others over.

"You think it’s storage?" Bucky asked, frowning at the biometric pad.

"Locked and powered," you muttered. "Could be data. Or maybe just a lab they forgot to scrub."

"Let's not poke the bear," Steve said, but he stepped up beside you anyway, scanning the door. "Looks like it's sealed for a reason."

That should've been the moment you backed off. But your fingers were already dancing over the keypad, overriding the old security system. The panel blinked. Clicked.

"I’ve almost got- "

The door hissed. Not wide- barely a few inches.

A soft spray hit you all in the face.

It came fast. Silent. A puff of pressurized mist like compressed air, followed by the faintest scent- ozone, chemical sweetness, almost floral.

You stumbled back, coughing once.

"What the hell was that?" Bucky barked, wiping his face with his sleeve.

Steve grabbed your arm, pulling you away from the door. "You okay? Did you breathe it in?"

"Yeah, but- I don’t feel anything."

"We’re all covered in it," Bucky snapped, glaring at the faint sheen settling over Steve’s shoulders. "Fucking hell."

"Close it," Steve ordered.

Bucky slammed the door shut, sealing it again with a growl. "Old security measure. Shit."

"We’ll report it," Steve said, but his jaw was clenched.

The spray clung to your skin. Sweet. Heavy. And whatever it was, it was in all three of you now.

~#~#~#~#~#~#~#~#~

By the time the jet touched down back at the compound, you were already flushed and aching, your heart thudding too fast in your chest. Whatever had come out of that door- it clung to your skin, settled in your lungs, and made everything inside you feel off. You weren’t the only one affected. Bucky was pacing the perimeter of the quinjet like a caged animal. Steve hadn’t spoken for the last twenty minutes, but his white-knuckled grip on the back of a seat said everything.

You’d hoped the decontamination shower would be the end of it. But blood was still taken. Swabs run over your skin. Scans. More questions. Until finally, they left the three of you in the quarantine room- one sterile space, no outside contact, and cameras in every corner.

You wanted to apologize. This had been your mistake. But Bucky’s expression was pure storm as he continued to pace like a tiger in a zoo. Steve’s face was unreadable- steely, distant, controlled. So you kept your mouth shut and tried not to scratch at your skin like you desperately wanted.

Soft static crackled, and then Tony’s voice filled the room over the speaker. "It’s biochemical bonding serum," he said. "Looks like it's engineered to push subjects into a state of hyperarousal and submission, designed to override inhibition and drive instinctual behaviors."

Your stomach dropped. What kind of mess had you landed yourself in?

"How long?" Bucky snapped, voice sharp.

"We'll have to check back on the decay and metabolic rate, and we- "

"What Bruce means is- we don't know," Tony cut in. "For you guys, it might be a matter of hours. Little Miss Curiosity might be stuck with it in her system a little longer."

You flinched and shied away from the speaker, burying your face in your hands.

"We're working on it, don't stress. It shouldn't kill you," Tony added casually.

"Big fucking whoop," Bucky growled, pressing a fist into the wall. Steve shot him a look of disproval. 

"Buck.." His tone warning. 

"Just, try and stay calm, guys," Bruce said, trying to sound optimistic. "It'll be alright."

"Don’t make a mess," Tony said, his voice laced with sarcasm. "We’ll keep you posted."

And just like that, you were cut off again. Biochemical- engineered arousal.

"Well, you heard him," Steve sighed, leaning back against the wall, scrubbing a hand over his face. "We just have to keep our heads. It can’t last forever."

That was easy for him to say. Both Steve and Bucky had super soldier serum in their veins- enhanced bodies that could regulate, adapt, maybe even resist. You… you were human. And you could already feel your body reacting in ways that made your skin itch and your blood feel like it was boiling.

You didn't say anything. Just shifted your weight, trying not to squirm. The heat beneath your skin pulsed steadily now, like it was alive.

"This is fucked," Bucky muttered, pacing again. "They just dumped us in here like we’re some kind of experiment."

"They’re doing what they can," Steve said, tone calm but tight. "We don’t know enough yet. Getting worked up won’t help."

"Worked up?" Bucky turned on him, eyes flashing. "You don’t feel that?"

Steve’s jaw flexed. "Of course I feel it."

"Then quit acting like you don’t."

You glanced between them, heart racing. The tension in the room was building again, only this time it wasn’t from anger- it was something heavier. Thicker. Clinging to the air like smoke.

And under it all, that hum beneath your skin only grew louder. 

Hours had passed.

You'd started pacing a little while ago, unable to sit still. Movement helped. Not much- but it was something. You were going through the water they'd left in the room like you were dying of thirst. You were hot, sticky, your tank damp and clinging to your body, and you were doing everything you could to ignore the throbbing pulse between your legs.

You kept moving. Pacing. Trying to shake it off.

Steve watched from the far cot, jaw tight. His shirt was damp, his breath shallow, but he was sitting like he was trying to pretend everything was normal.

Bucky was pacing again, eyes locked on you more often than not, his jaw clenched so tight it looked like it might crack. “She smells different,” he muttered. “Fuck.”

His words made the hairs on the back of your neck stand up. The rough, raw sound of his voice made your head twitch like it was a physical thing pulling at you.

"Gonna try and sleep," you muttered, not looking at either of them.

Maybe you'd be able to sleep through the worst of it. Maybe if you were lucky, your body would calm down. You slipped behind the thin curtain, stepping into the tiny corner of privacy around your cot. Laying down, the heat of your body only seemed to intensify. Your skin felt suffocated, and with a frustrated sigh, you peeled your tank top over your head, leaving you in just your bra, hoping the exposure would help you breathe easier.

It didn’t.

You curled onto your side, arms around your stomach, thighs pressed tight together. The ache between your legs was a constant, heavy throb now. Maybe… maybe you could just handle your own needs. Just enough to take the edge off. Anything to ease the ache.

Your hands trembled as you pulled the thin blanket around you and lay on the cot. There was a small curtain for privacy, but it did nothing to muffle the sounds when your fingers slipped beneath your waistband.

You tried to be quiet. Tried to hold your breath. But your body was on fire, and even the gentlest brush of your fingers sent you bucking.

A whimper escaped, broken and desperate.

And then you heard it- Steve’s voice. Low. Strained.

“Don’t- don’t do that.”

You froze. “I- I can’t- ”

Still, you didn’t stop. You rubbed faster, then slower, your fingers diving inside of you, pressing deeper, trying every angle- but nothing worked. Every shift of your hand sent sparks across your nerves, your breath hitching with each pulse of pressure, but the fire wouldn’t break. Your legs trembled, your toes curled, but it all stayed out of reach.

You changed angles, tried circling your clit with trembling fingers while your other hand held onto the edge of the cot like it could ground you. You rocked your hips up, whispered pleas into the dark, but it wasn’t enough. Not even close. You needed more- needed them- but all you had were your own shaking hands and the unbearable ache growing between your legs.

Your breath hitched again as frustration bloomed hot and frantic in your chest. You were soaking, your thighs slick, the air sticky with the scent of your arousal. Your skin was flushed and clammy, your body locked in this endless loop of need- and yet you still couldn’t fall over that edge. Not like this. Not alone.

"You gonna keep pretending you don’t want her?" Bucky asked, voice low and rough, growling on the other side of the curtain.

Steve didn’t move at first, but his voice followed, strained. "I can smell her arousal from here, Buck. You think I’m not affected?"

"She’s whimpering, Steve. Sounds like music to me."

"We’re not doing this. We can’t- "

"Fuck this. She needs someone."

"Don’t you fucking touch her," Steve snapped.

"Then you do something," Bucky fired back.

Silence followed. You pressed your fingers deeper, hips rocking, but it wasn’t working. You were going to explode- your body was wound so tight it hurt.

Your fingers weren’t enough. You begged, voice cracking, desperate and broken.

"Please... please someone- "

Someone pulled the curtain back. Bucky’s eyes were dark. Blown wide. He didn’t speak. It hurt. “I can’t…” you whimpered, barely able to speak. “It’s not working…”

Your hips shifted again instinctively, your fingers still caught between your thighs, but the tension was unbearable. You were so wet, so swollen with need, it was maddening- and yet release stayed just out of reach. Your body craved more than your own touch could give.

They both appeared, stepping past the curtain without a word. You could see it in their faces- this was affecting them just as much. Steve’s eyes were dark, jaw clenched. Bucky looked wrecked, barely human with how sharp and hungry his expression had become.

You writhed again on the cot, body shaking, and Steve moved first- his weight shifting over you as he pressed your shoulders down into the mattress with steady, unyielding hands.

"Stay still," he said, voice gravel-thick.

At the same time, Bucky grabbed your wrist and gently pulled your hand away from you.

You whined, hips arched up, as Bucky’s gaze dropped to your slick fingers. He looked transfixed. Obsessed. His mouth parted before he dragged his tongue along your digits, groaning low in his chest at the taste.

Then- without breaking eye contact- he brought your hand to Steve.

"Tell me again we shouldn’t do this," Bucky said, voice rough and knowing.

Steve hesitated, staring at your hand, your eyes, then your body.

"...Steve?" you pleaded, chest heaving. A bead of sweat slid down your ribs, slicking your skin as the heat inside you pulsed like a second heartbeat. "Help... please."

Steve’s jaw flexed. His eyes raked over your flushed, trembling body, lingering where your bra had ridden up from the way you were squirming, the curve of your thighs glistening in the low light.

Bucky didn’t speak. He just stood there beside him, wild-eyed and rigid, chest rising and falling with short, shallow breaths. The scent of you filled the air. Thick. Sweet. Desperate.

Steve exhaled through his nose, heavy and slow like he was trying to exhale restraint. It didn’t work.

"You’re going to regret begging so pretty, sweetheart," he murmured, finally moving closer, the promise behind his words like thunder rolling through your veins.

~#~#~#~#~#~#~#~#~

They were both on you.

You didn’t know who moved first- Steve’s hand slid up your thigh, firm and sure, while Bucky’s mouth was suddenly at your neck, teeth grazing the sensitive skin just below your ear. The tension shattered. Clothing came off in frantic tugs- your joggers peeled away, your bra unclasped and discarded. Steve’s tank was tossed aside. Bucky’s sweats hit the floor with a low rustle.

Heat and skin and breath surrounded you. Their bodies pressed in, solid and hot and overwhelming. Steve's chest pinned you down as he kissed you- hard and consuming- his tongue sliding against yours as he groaned into your mouth. His hands cupped your jaw, fingers splayed, tilting your head how he wanted it.

Bucky moved lower, lips trailing down your throat, teeth scraping along your collarbone. His hands gripped your hips, dragging you down the cot toward him with a roughness that made you moan. He kissed your stomach, your ribs, your inner thighs, worshipping each inch like it belonged to him.

You gasped, arching into the touch of both of them. Their mouths- wet and demanding. Their bodies- slick with sweat, grinding against you like they couldn't get close enough.

You'd all held out for so long. Now there was nothing but the letting go.

Every nerve ending in your body sparked like live wires with every touch- every graze of skin against skin sent jolts of unbearable sensation through you. It was impossible to stay still. Your limbs twitched, your hips rocked, your breath came in short, gasping pulls as your body tried to process too much, too fast.

“Don’t move,” Steve growled, voice rough but laced with something gentler beneath. “Too sensitive? No. You’re just not used to being handled right.”

Bucky pushed your legs open wider, guiding your knees apart until your calves hung off the edge of the cot, completely exposed, completely theirs. “She’s soaking,” Bucky breathed. “Fucking hell- she’s dripping down her thighs.” The cool air kissed your slick folds and made you shiver. Then his hand slid between your thighs again, and fingers plunged into you- two, maybe three. You didn’t even know whose they were anymore.

Steve’s mouth found your chest, teeth grazing over the top curve of your breast before his lips closed around your nipple. You sobbed, your body already arching upward from the overload.

The blonde growled against your skin, one hand gripping your jaw while the other tangled in your hair, yanking your head back just enough to bow your spine upward. You gasped, helpless, writhing between them, your body trembling from overstimulation.

“You’re taking it so well,” Steve murmured, voice low and rough. “Just like that. Good girl.”

“Look at her,” Bucky snarled. “That’s it, sweetheart- ride my hand. Come on. Take what you need.”

His fingers worked deep inside you, curling and thrusting, hitting that spot that made your legs twitch and your hips lift off the cot. His palm pressed against your clit with every motion, grinding you into the edge of bliss, holding you there with cruel precision. You could feel everything. Every ridge of his knuckles, every flex of his wrist. It was too much and not enough all at once.

You whimpered, your hands scrambling against the sheets, seeking something to hold onto as your body rocked with each relentless stroke. Steve bit gently at the underside of your jaw, his hand still twisted in your hair as he whispered praises that barely reached your ears over the rushing roar of need building inside you.

Steve’s mouth was on your chest again, sucking one nipple into the heat of his mouth while his hand massaged the other, groping you with a needy rhythm that only made it harder to breathe. His other hand had tangled itself in your hair again, gently tugging until your spine arched up off the cot, your body straining toward both of them.

Bucky’s metal thumb pressed into your clit, circling with just enough pressure to make your thighs jerk. Your breath hitched, head tipping back as you let out a broken moan.

"OH FUCK." you cried, fingers clawing at the side of the cot, knuckles white.

He didn’t stop. His fingers pumped into you, slick and steady, coaxing the sound out of your throat again and again. You felt like you were vibrating- nerve endings lit up with fire, each touch sparking through you like electricity.

“You hear that, punk?” Bucky’s voice dripped with ego. “That’s the sound of my fingers making her cry.” Steve shifted beside you, sitting up to watch, his eyes locked on where Bucky's fingers slid in and out of you. One of his hands moved down, low and out of sight, and you could see the tension in his jaw as he fought to keep control.

Bucky glanced back at him, grinning as he curled his fingers just right and made you cry out again.

"Look at her, Stevie," Bucky growled, his voice rough and ragged with arousal. He didn’t even look up, just watched his fingers slide in and out of you like it was the most important thing in the world. "She’s writhing just from my fingers. What happens when I put my cock in?"

"You’ll wait," Steve snapped, voice sharp, strained with barely checked control. He was flushed, jaw tight, clearly fighting the same battle Bucky was already losing.

"God, look at her," Bucky muttered again, breath coming faster. "Fuck, I want her mouth. I want every part."

You couldn’t answer. Your vision blurred. Every nerve in your body felt like it had snapped tight, vibrating with unbearable pressure.

And then it broke.

You came- hard.

Your whole body convulsed as the orgasm tore through you. Your legs kicked against the cot, arms flailing blindly for purchase. Steve had to hold you down, one hand braced across your chest, the other still tangled in your hair as your back arched and a strangled sob tore from your throat.

It didn’t end quickly. The drug made it last- your climax dragging on and on, crashing over you in waves so powerful they left you gasping, wrecked.

You felt Bucky’s fingers slow inside you, easing off just enough to let you ride it out without breaking. But they didn’t stop touching you. They didn’t let you go.

And worst of all, the haze in your head didn’t clear like you hoped it would.

You were still shaking. Still needy.

Still burning.

You were a panting mess, your skin still hot and your chest tight when one of them scooped you up and lay you out on the cool floor. The shock of it made you gasp, the chill a sudden relief against your fevered skin. You blinked your eyes open, dazed, limbs slack and breath ragged.

"You’re such a mess for us, baby," Bucky murmured, crouched above you now. His voice was low, ruined with hunger. "That sweet little body of yours wasn’t made to handle all this, was it?"

Your eyes found him- Bucky, kneeling near your face now, his cock hard and leaking, so close it blurred your thoughts. He looked feral, undone, lips parted like he was barely restraining himself.

Your tongue slipped out to lick your lips without thinking. The taste of your own sweat clung to your skin, but all you could focus on was him. The way his chest rose and fell, the way his fist clenched at his thigh.

Your mind narrowed to a single point of clarity.

You wanted him in your mouth.

You leaned forward slowly, licking the bead of precum off his tip before taking him in fully- hungry, needy, your lips stretching around the thick, velvet length of him. Bucky’s breath stuttered, and he let out a ragged groan as your mouth sealed around him.

“Fuck, that’s it,” he gasped, one hand flying to your hair, not to guide but to anchor himself. “So fucking pretty like this- taking me so deep. Look at those lips- look at that mouth.”

You moaned around him, the vibrations making him hiss. He was hot, heavy, pulsing against your tongue, and you hollowed your cheeks to take him deeper, until your nose pressed against the base and he swore low under his breath.

“Messy little mouth,” Bucky panted. “So eager. You needed this, didn’t you? Needed something to suck while we ruin the rest of you.”

You were lost in it- the taste of him, the heat, the way he twitched when your tongue flicked just right. Spit gathered at the corners of your mouth as you worked him with sloppy desperation, gagging slightly as you bobbed your head in a steady rhythm.

Just then, you felt Steve’s hands at your hips, steady and sure. He shifted your lower body, pulling your legs open and up until you were spread out for him on the floor.

“You liked Buck's fingers? Let’s see how you do on my cock,” Steve growled against your ear, his voice dark and thick with restraint.

You gasped around Bucky’s cock, the moan caught in your throat turning into a garbled sound of pleasure as Steve aligned himself behind you. His fingers dug into your thighs, holding you wide as his tip pressed against your entrance- already slick, fluttering, aching.

He pushed in slow, filling you inch by inch, and every nerve inside you lit up in electric spasms. Your muscles fluttered around him, clenching and pulsing as he stretched you open, the thick drag of him stealing your breath.

The pressure, the fullness, the stretch- it was overwhelming. You sobbed around Bucky, the vibration of your moan making him groan above you, his hips twitching as he fought not to thrust.

Steve bottomed out with a hiss, his hands gripping tighter like he needed the anchor. Inside you, he throbbed, deep and perfect. You felt stretched to the edge of your limits, your inner walls fluttering in frantic spasms around him, struggling to adjust and clench all at once. Your body didn’t know what to do- pull him in deeper or push him out.

It was too much. It was everything. Your head was spinning.

They started to move- slow at first. Steve dragging back only to sink in again, deliberate, controlled, while Bucky’s cock bumped the back of your throat as he rocked forward with a groan. You gagged, whined, clung to them both with your mouth and body.

You were stuck in it now. The lust. The drug. The heat. There was no thought left, only sensation. Only how it felt to be stretched open in two directions, trembling and gasping.

They didn’t talk to you anymore. They talked about you.

“She’s so sensitive,” Bucky growled. “Poor thing doesn’t know what to do with herself.”

Steve grunted, his pace picking up. “Tight as hell. She’s pulsing like she doesn’t know whether she wants to come or cry.”

You tried to moan but it came out a broken, garbled sound around Bucky’s cock. Your tongue dragged along the underside of him as he pushed deeper, your throat fluttering as you swallowed around the stretch. Spit dripped from the corners of your mouth, tears tracking down your cheeks, but you didn’t stop. You couldn’t.

Bucky’s hand tightened at the back of your head, not forcing, just holding you there, gazing down into your wet, dazed eyes. “That’s it, baby,” he groaned. “Fuck, look at you drooling all over me. You love it, don’t you?”

Your hips rocked back into Steve without meaning to as he thrust forward again, harder this time, grinding deep. Your nerves fired like sparks, the friction of his cock dragging against hypersensitive flesh sending bursts of pressure low in your belly. Your insides coiled, pleasure building with every thick, deliberate thrust, your body wound so tight it felt like you might snap apart.

“You’re doing so well for us,” Steve grunted, leaning down, his mouth hot at your ear. “Such a good girl, letting us use you like this.”

He hooked one of your legs over his shoulder, changing the angle, driving in deeper. The stretch made you cry out around Bucky’s cock, throat flexing as your moan turned to a sob.

"That's it," Steve growled, pace quickening. "Fuck, so fucking wet and warm... you gonna cum, sweetheart? Gotta feel you squeeze me while you swallow Bucky."

Your body arched, heat crashing through your spine as Steve hit that perfect spot again and again, each thrust sending a jolt through your core. Your throat tightened around Bucky's cock, the vibration of your desperate moans making him curse under his breath.

“Fuck- she’s so close,” Steve panted, driving harder. “You feel that? She’s fucking pulsing.”

You sobbed around Bucky, tears streaking your cheeks, the pressure in your belly a coil tightening with no escape.

“She’s gonna lose it,” Bucky panted, watching the way you writhed. “Look at how she’s trembling. She needs cock.”

And then it snapped.

Your climax hit like a bolt of lightning, seizing your body with white-hot tension as your inner walls clamped down around Steve’s cock. You wailed around Bucky’s length, the cry vibrating through him as he let out a guttural groan.

“Fuck, that mouth- ” Bucky growled, watching your teary eyes roll back. “I’m gonna- shit- ”

He spilled down your throat with a grunt, his cock twitching between your lips, his hand holding you steady as you swallowed every drop of him while he pulsed. 

The clenching spasms of your climax milked Steve mercilessly, dragging his own orgasm from him with a ragged curse. He slammed in deep, staying buried as he came hard, filling you with warmth that only made the pleasure burn hotter.

“Take it,” he groaned, his breath broken against your shoulder. “Take it all. Good fucking girl.”

Bucky sat back on his heels, pulling himself from your mouth with a wet pop, still hard, his cock glistening with your spit. “"Fuck... you’re unreal..." he panted, shaking his head like he couldn’t believe what he was seeing..pupils blown as he looked down at you.

Steve finally pulled out with a groan, the loss of him sudden and jarring, making you whimper. His cum followed, warm and slick as it dripped from your stretched pussy, pooling between your thighs.

His gaze dropped between your legs, transfixed. His eyes went heavy-lidded as he watched it leak from you, dripping down to your slick, twitching rim. Slowly, his fingers moved to your core, smearing the mess down lower, spreading it deliberately to your other entrance.

You gasped, twitching from aftershocks, your body still sensitive everywhere. His fingertip teased your tight hole, rubbing softly, slicking it with a practiced ease. You whimpered, already overwhelmed, but the moan that spilled from you was pure need.

“Damn, Stevie- you didn’t fuck her right if she’s still aching like this,” Bucky drawled, voice hoarse and edged with a smirk, watching the way your hips shifted restlessly on the floor.

You whimpered, the heat still rolling inside you, every nerve ending alive and twitching. The aftershocks made your muscles flutter, your body too sensitive and still so hungry. Steve didn’t bite back. He was too focused- his fingers slick with his own cum as he spread it lower, smearing it over your pussy and then circling your tight, twitching rim.

And then one thick finger pressed inward.

You gasped, whole body jolting, a broken sound catching in your throat as your body tried to clamp down instinctively. But Steve worked slowly, steadily, easing the finger deeper, the stretch sharp and slow as he began to work you open.

You felt your core clench around nothing as Steve worked his finger deeper. “I need- please, I need more, I can’t- ” you gasped, voice trembling. Your head was a mess, fogged with lust and the aftershocks still sparking under your skin. Steve kept up the slow pump of his finger, pushing in deeper, working more of his cum into your ass to keep you slick and open.

“Hear that, Steve?” Bucky said, voice thick with amusement, already fisting his own cock in lazy, slow strokes. “She wants more.”

Steve’s gaze didn’t waver, his finger sinking deeper, curling. You whimpered again.

“Can’t say no, can we?” Bucky added, grinning.

“Oh, I think I know exactly what our girl needs...” Steve muttered, voice thick with heat and control, as his hand disappeared between your thighs.

Steve pulled his finger from your ass just as Bucky got down onto the floor, reaching out to haul you up into his lap. Steve’s arms hooking under yours, supporting your limp, boneless body as they moved you together like you weighed nothing.

“Let’s get you on Buck now...” Steve purred near your ear, voice thick and smooth, a slow heat curling down your spine.

Bucky’s cock was already there- thick, hard, and waiting. They guided you together, Steve steadying you from behind while Bucky angled his cock to your entrance.

As Steve lowered you, your legs wrapped weakly around Bucky’s hips, and you felt the first stretch as his tip slid inside. A guttural groan ripped from Bucky’s throat, his hands tightening on your thighs.

“Fuck, baby,” he gritted out, voice rough and reverent. “You always take me so damn good. Still so fucking tight- even after Steve blew you open? Shit.”

“That’s a girl,” Steve murmured, voice low with praise. “Nice and slow... Want you to feel every inch of him, don’t you?”

You just whimpered and nodded, the need to be filled consuming, overwhelming, as the pair of them helped you sink down onto Bucky’s cock, inch by perfect inch.

Your head fell back against Steve’s shoulder as you settled fully onto Bucky, who thrust up into you with steady pressure. The heat and stretch made your whole body tremble. You could barely breathe, still twitching from your earlier climax. Then Bucky's hands gripped your hips tight.

“Oh fuck,” he hissed, hips rolling upward as he began to move you, guiding you into a rhythm. “Look at you. Still aching. Like how I feel doll?”

The moan that spilled from your mouth didn’t even sound like you anymore- wrecked, raw, and desperate.

You were unraveling under Bucky’s rhythm- the way he filled you had your mind slipping, your thoughts scattering with every deep, slow thrust, how every thrust hit deep, high inside, brushing against that spot that made you shudder. Your head lolled back onto Steve’s shoulder, eyes fluttering, lips parted around desperate little gasps.

“She bites her lip when I go deep. You see that?” Bucky said with a rough chuckle, voice wrecked but smug. “She likes my rhythm.”

You didn’t even notice the way Steve bent you forward over Bucky, hands guiding your body like you were something precious and fragile and already ruined.

You didn’t have time to think too much before you felt Bucky’s hands grip your ass, pulling you open as Steve shifted behind you. It wasn’t until the thick, spongy head of his cock pressed against somewhere you’d never let anyone touch that your eyes snapped open in surprise.

The first inch pushed into your ass slowly, carefully, but it still stole your breath.

“It’s too much- I can’t- wait- ” you gasped, voice cracking with overwhelmed panic as your body instinctively tried to jerk away.

But Bucky rocked his hips upward, pushing deep into your pussy again, and the shockwave of pleasure was enough to paralyze your resistance.

“Shh... it’s okay,” Steve murmured, arms wrapping around you from behind as he continued to press in. His voice was thick and coaxing, his control iron-tight. “I’ve got you. You’re doing so good for us.”

You sobbed, your whole body fluttering around them as Steve sank in deeper, the thin wall between your holes trembling with every inch he took. The two of them groaned in unison, voices rough and reverent as they filled you together.

You were caught between them now. Two super soldiers, all three of you lost in lust and need. Your face twisted with sensation as they held you there- one thick cock filling your pussy, the other spreading your ass open inch by inch. Both sunk to the hilt. You were impossibly full. You were shaking. Overwhelmed. Unable to process the stretch, the heat, the drag of their bodies inside you. It was too much. And you needed more.

“You’re both so… big- I’m gonna- fuck- ” you sobbed. You couldn’t believe how sensitive you’d become- how just being filled, just being stretched, could reduce you to this. You weren’t even moving, yet your body was already bracing to come undone again. There was no going back. No holding on. Just surrender.

You came without moving, the sensation of fullness alone tipping you over. Your body seized in the middle, core clenching violently, squeezing down on both of them at once as pleasure ripped through you like a lightning bolt.

Your voice cracked into a scream. You were gone- shaking, convulsing, burning from the inside out as your orgasm dragged through you with devastating force.

Both of them groaned at the way your body squeezed them- tight and hot and trembling.

“Fuck,” Bucky grunted, rocking his hips once more. “Didn’t even have to move. Just had to be inside you.”

Steve chuckled darkly, voice low and wrecked in your ear. “She’s that sensitive. That fucking perfect.”

You couldn’t even answer. Your lips parted in a silent gasp as Steve’s hands slid up to cup your breasts, thumbs brushing across your stiff nipples as he started to move again. Slowly at first, easing back before pressing forward, dragging against that thin wall with every thick stroke.

Bucky's grip returned to your hips, steady and possessive, guiding you to rise and fall on his cock. Your body jolted with every motion, your moans soft and slurred.

“That’s it,” Steve cooed, hips snapping gently. “We’ll start slow…”

“I-I can’t- ” you whimpered, but your body was already moving, driven by instinct and need.

“I know you can take more,” he murmured. “Look how beautiful you are when you come apart. It'll feel better- just gotta keep going.”

And it did. It felt better than the denial. Better than the ache that came from holding back. The pleasure rolled through you like a drug, heavy and all-consuming.

Your hips started to move again, slowly grinding into Bucky as your walls fluttered around him. You didn’t know if it was need or instinct- maybe both- but you couldn’t stop. You were cock-drunk. Barely aware of anything except how good it felt to be filled this way.

“Breathe,” Steve whispered. “Just like that. Hold it- good girl.”

Then Steve pulled your hips back into him and pressed all the way in.

“You think you’re fucking her deep?” Steve growled at Bucky, voice low and wild. “Watch this.”

Bucky shoved his hand flat to your lower stomach and lifted his hips with a brutal thrust. You cried out, the stretch making your eyes roll back as he ground up into you. It was obscene how deep he reached, how thick he felt. You pawed at his chest, clinging to him with trembling fingers.

“..fuck fuck fuck...” you gasped, the breath knocked out of you before he eased his hips again, smug and steady.

“Told ya,” Bucky muttered with a grin.

But it didn’t stop there.

Bucky answered your gasps with harder thrusts. Steve listened for his name and answered with praise. His mouth latched to your neck, nipping and licking along your skin as he squeezed your breasts roughly, molding them in his palms.

“Did you hear that one? That was mine,” Steve muttered against your skin when you gasped his name.

Bucky answered with a sharp thrust that made your breath catch. “She moaned louder for me, sweetheart. Don’t get cocky.”

Each of them was locked into the game- testing reactions, adjusting pace, trying to claim the sounds that spilled from your lips. One made you cry out, the other drew a gasp. They used your body like a live wire for their competition, and you were helpless in the storm.

“She whimpers when I kiss her right here,” he growled, biting just beneath your ear.

Bucky’s hands gripped your hips tighter, fucking up into you hard enough to rock you against Steve’s chest. “She clenched around me when you said that,” he rasped. “Bet she’s trying to pick a favourite.”

You couldn’t keep up. Couldn’t think. You only managed to gasp whatever name escaped your lips first, and they both heard it- every time. And they responded with sharper thrusts, filthier praise.

“You’re so cock-drunk, you don’t even know who’s making you come anymore, do you?” Bucky said, voice rough.

“She’s beautiful like this,” Steve murmured, licking the sweat off your throat. “All wrecked. All ours.”

Then Bucky’s metal hand slid between your thighs again. His fingers brushed your clit, the coolness of steel a shocking chill of metal against your heat made you jolt, gasping as sparks danced up your spine.

“Oh- god - fuck- ” you sobbed, trembling uncontrollably as sparks shot up your spine.

“Breathe,” Steve ordered again. “Just like that. That’s our girl.”

They started to move faster now- driving into you in sync, pistoning in perfect rhythm. The slap of skin echoed, the slick sounds of your soaked cunt and the obscene wet pressure of being filled from both ends breaking whatever was left of your mind.

“You want to make her come, punk?” Bucky growled. “You gotta fuck her harder than that.”

“Shut up, jerk,” Steve snarled, thrusting harder. “We don’t need to break her. Just ruin her a little longer.”

“She’s shaking so bad. You keep her steady, Steve- I wanna see her face when she comes again.”

Your next orgasm ripped through you with a small wail, your features contorting as your body locked up tight. You clawed at them both- gripping Steve’s forearm, Bucky’s shoulder- as your walls fluttered around their cocks, milking them, begging for more without a word.

They didn’t stop. Didn’t give you time to come down. Steve groaned, his thrusts picking up as he rolled your nipples between his fingers. Bucky cursed, gripping your hips tighter, lifting and dropping you into him with growing urgency.

You felt them both losing control- felt their restraint slipping with every second you squeezed around them, heat and slickness pouring down your thighs.

“Fuck- fuck, she’s doing it again,” Bucky grunted.

Steve’s voice was a low growl in your ear. “She wants it. She’s not done. Not till we are.”

Then the pace shifted- harder, rougher, deeper. Their moans grew louder, matched only by the slap of skin on skin. Your head spun, your vision blurred.

And then they were coming again- Steve first, pulled tight to your back, his groan muffled in your shoulder. Then Bucky, buried deep beneath you, eyes locked on yours as he spilled inside you with a strangled moan.

You collapsed between them, limp and boneless, your body a trembling wreck held up only by their hands. You didn’t even try to move. There was no fight left in you- only the slow hum of satisfaction and overstimulation. Somewhere in the haze of your mind, a flicker of disbelief passed through you- how had you endured that? How had you survived the storm of them inside you? But there was no room for shame or second thoughts. Only surrender. And the quiet, overwhelming hum of being utterly, deliciously wrecked. You were too dazed to understand what was happening at first, the haze still thick behind your eyes. The humming under your skin hadn’t stopped, but it had dulled- muted to a low thrum that echoed in your bones. They were careful, even if your overstimulated body didn’t register it that way.

You whined, squirming, as they slowly pulled out of you. The stretch reversed, the heat slipping away, leaving you empty and raw. It wasn’t pain, but your body protested the loss with soft whimpers.

Someone pressed a water bottle to your lips, coaxing you to sip. You obeyed without thought, the coolness trickling down your throat a small mercy.

Another set of hands gently wiped you down. A cold, damp cloth slid between your legs, easing away the slick mess with slow, tender strokes.

Then your head was lowered into someone’s lap. Fingers carded through your hair.

“You did so well,” Steve murmured. “Look at you- perfect.”

You blinked slowly. Steve’s voice again, closer now: “Easy, sweetheart. Just breathe. I’ve got you.”

Your limbs twitched weakly, still responding to phantom pleasure. A quiet laugh came from Bucky.

“Still twitching. Still fucking gorgeous.”

You felt him kissing up your leg, mouth trailing along your calf, your knee, your inner thigh.

Then your legs were being moved again- lifted, spread with a gentleness that contrasted starkly with the earlier frenzy. There was no rush now, no urgency- just the soft reverence of Bucky's hands as he cradled your thighs like something precious, something breakable, as though he hadn’t just wrecked you minutes ago. You blinked, barely aware, as Bucky settled himself between them, laying flat, his breath hot against your oversensitive core.

He pressed a kiss there, soft and reverent, and your whole body jolted in response.

“And I’m not done tasting her,” he muttered, voice thick with need.

“Buck- she needs to recover,” Steve warned again, but his voice had softened to something indulgent.

“I’ll be gentle…” Bucky promised, his mouth already lowering, tongue dragging slow and careful over your aching folds as your head lolled back into Steve lap, eyes fluttering closed, lost to the warmth and the wetness and the impossible pleasure building again

TAGS: @buckybarnesfic, @ruexj283, @yesiamthatwierd @trojanaurora, @hextech-bros

[justposting1]

Weather Preparedness and Safety: Essential Guide for Hurricanes and Wildfires

Weather Preparedness and Safety: Essential Guide for Hurricanes and Wildfires Weather-related disasters, such as hurricanes and wildfires, pose significant threats to life, property, and the environment. Preparing for these events is crucial to ensure the safety of your family and home. This article delves into how to effectively prepare for a Category 4 hurricane, the best survival kits for…

[jcmarchi]

DeepSeek-R1 reasoning models rival OpenAI in performance

New Post has been published on https://thedigitalinsider.com/deepseek-r1-reasoning-models-rival-openai-in-performance/

DeepSeek-R1 reasoning models rival OpenAI in performance

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DeepSeek has unveiled its first-generation DeepSeek-R1 and DeepSeek-R1-Zero models that are designed to tackle complex reasoning tasks.

DeepSeek-R1-Zero is trained solely through large-scale reinforcement learning (RL) without relying on supervised fine-tuning (SFT) as a preliminary step. According to DeepSeek, this approach has led to the natural emergence of “numerous powerful and interesting reasoning behaviours,” including self-verification, reflection, and the generation of extensive chains of thought (CoT).

“Notably, [DeepSeek-R1-Zero] is the first open research to validate that reasoning capabilities of LLMs can be incentivised purely through RL, without the need for SFT,” DeepSeek researchers explained. This milestone not only underscores the model’s innovative foundations but also paves the way for RL-focused advancements in reasoning AI.

However, DeepSeek-R1-Zero’s capabilities come with certain limitations. Key challenges include “endless repetition, poor readability, and language mixing,” which could pose significant hurdles in real-world applications. To address these shortcomings, DeepSeek developed its flagship model: DeepSeek-R1.

Introducing DeepSeek-R1

DeepSeek-R1 builds upon its predecessor by incorporating cold-start data prior to RL training. This additional pre-training step enhances the model’s reasoning capabilities and resolves many of the limitations noted in DeepSeek-R1-Zero.

Notably, DeepSeek-R1 achieves performance comparable to OpenAI’s much-lauded o1 system across mathematics, coding, and general reasoning tasks, cementing its place as a leading competitor.

DeepSeek has chosen to open-source both DeepSeek-R1-Zero and DeepSeek-R1 along with six smaller distilled models. Among these, DeepSeek-R1-Distill-Qwen-32B has demonstrated exceptional results—even outperforming OpenAI’s o1-mini across multiple benchmarks.

MATH-500 (Pass@1): DeepSeek-R1 achieved 97.3%, eclipsing OpenAI (96.4%) and other key competitors.  

LiveCodeBench (Pass@1-COT): The distilled version DeepSeek-R1-Distill-Qwen-32B scored 57.2%, a standout performance among smaller models.  

AIME 2024 (Pass@1): DeepSeek-R1 achieved 79.8%, setting an impressive standard in mathematical problem-solving.

A pipeline to benefit the wider industry

DeepSeek has shared insights into its rigorous pipeline for reasoning model development, which integrates a combination of supervised fine-tuning and reinforcement learning.

According to the company, the process involves two SFT stages to establish the foundational reasoning and non-reasoning abilities, as well as two RL stages tailored for discovering advanced reasoning patterns and aligning these capabilities with human preferences.

“We believe the pipeline will benefit the industry by creating better models,” DeepSeek remarked, alluding to the potential of their methodology to inspire future advancements across the AI sector.

One standout achievement of their RL-focused approach is the ability of DeepSeek-R1-Zero to execute intricate reasoning patterns without prior human instruction—a first for the open-source AI research community.

Importance of distillation

DeepSeek researchers also highlighted the importance of distillation—the process of transferring reasoning abilities from larger models to smaller, more efficient ones, a strategy that has unlocked performance gains even for smaller configurations.

Smaller distilled iterations of DeepSeek-R1 – such as the 1.5B, 7B, and 14B versions – were able to hold their own in niche applications. The distilled models can outperform results achieved via RL training on models of comparable sizes.

🔥 Bonus: Open-Source Distilled Models!

🔬 Distilled from DeepSeek-R1, 6 small models fully open-sourced 📏 32B & 70B models on par with OpenAI-o1-mini 🤝 Empowering the open-source community

🌍 Pushing the boundaries of **open AI**!

🐋 2/n pic.twitter.com/tfXLM2xtZZ

— DeepSeek (@deepseek_ai) January 20, 2025

For researchers, these distilled models are available in configurations spanning from 1.5 billion to 70 billion parameters, supporting Qwen2.5 and Llama3 architectures. This flexibility empowers versatile usage across a wide range of tasks, from coding to natural language understanding.

DeepSeek has adopted the MIT License for its repository and weights, extending permissions for commercial use and downstream modifications. Derivative works, such as using DeepSeek-R1 to train other large language models (LLMs), are permitted. However, users of specific distilled models should ensure compliance with the licences of the original base models, such as Apache 2.0 and Llama3 licences.

(Photo by Prateek Katyal)

See also: Microsoft advances materials discovery with MatterGen

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Tags: ai, artificial intelligence, benchmark, comparison, deepseek, deepseek-r1, large language models, llm, models, reasoning, reasoning models, reinforcement learning, test