#automated batching systems

[tiancimachines]

Automated batching systems help the industrial upgrading of organic fertilizer production lines

The application of automated batching systems in organic fertilizer production lines does contribute to industrial upgrading, and the following are a few key points:

1. Improve production efficiency and accuracy: the automatic batching system can accurately batching, control the proportion of each nutrient component, and ensure the quality of products. Through automated batching equipment, the labor intensity of workers can be reduced, the batching accuracy can be improved, and the overall production efficiency can be improved.

2. Improve the working environment: Automated batching systems improve the working environment by reducing manual operations and reducing the risk of workers being exposed to dust and chemicals.

3. Improve product quality: Automatic dosing system ensures the uniform distribution of nutrients in organic fertilizer, improving product consistency and quality stability.

4. Reduce waste of resources: By precisely controlling the amount of raw materials used, automated batching systems help reduce waste of raw materials and reduce production costs.

5. Promote technological innovation: The application of automated batching systems has promoted the technological innovation of organic fertilizer production lines, such as intelligent sensors to monitor material temperature, humidity and microbial activity in real time, and accurately control key parameters in the fermentation process.

6. Promote the sustainable development of agriculture: The application of automated batching systems helps to improve the production efficiency and quality of organic fertilizers, and then promote the sustainable development of agriculture, in line with the current pursuit of environmental protection and ecological balance.

In summary, the application of automatic batching system in organic fertilizer production line not only improves production efficiency and product quality, but also helps to achieve the goal of green environmental protection and sustainable development, and is an important technical means to promote the upgrading of organic fertilizer industry.

[pneuconheavyprojects]

How to Choose the Right Automated Weighing System for Your Industry

In industries where precision, speed, and consistency are vital, investing in a reliable automated weighing system can transform your operational efficiency

[datastring]

Batch Fluid Bed Dryers Market Set to Hit $1,593.7 Million by 2035

The global Batch Fluid Bed Dryers market is projected to experience significant growth, rising from $697.6 million in 2024 to $1,593.7 million by 2035. The market is expected to grow at an average annual rate of 10.3% from 2024 to 2035, driven by strong demand across pharmaceutical manufacturing, food processing, chemical processing, and plastics manufacturing industries.

Access detailed report insights here - https://datastringconsulting.com/industry-analysis/batch-fluid-bed-dryers-market-research-report

Key Applications Driving Market Growth

Batch Fluid Bed Dryers play a critical role in several industries due to their ability to provide consistent, efficient, and rapid drying. In the pharmaceutical industry, these dryers are essential for preserving the integrity of sensitive ingredients during the drying process, ensuring higher quality end products. Leading pharmaceutical companies such as Novartis and Pfizer rely on these dryers for their accuracy and reliability, securing a competitive edge in the market.

In the food processing sector, Batch Fluid Bed Dryers are used for their uniform drying capabilities. These dryers help preserve the nutritional value and extend the shelf life of food products. Companies like Nestlé and Kraft Heinz utilize these systems for drying fruits, vegetables, herbs, spices, and coffee beans, benefiting from superior heat transfer and moisture removal.

Technological Advancements and Market Innovation

Technological advancements have significantly impacted the Batch Fluid Bed Dryers market, particularly in pharmaceutical and food processing sectors. Modern fluid bed dryers now offer enhanced efficiency, reduced energy consumption, and improved output quality. These innovations enable superior drying uniformity, moisture removal, and particle size reduction, making them ideal for drying powders and granules.

The integration of automation into these systems has optimized the drying process, ensuring consistent quality output while reducing human error. As a result, the Batch Fluid Bed Dryers market has seen substantial growth, driving productivity improvements, reducing resource wastage, and lowering production costs, which in turn boosts profitability and sustainability.

Industry Leadership and Competitive Landscape

The Batch Fluid Bed Dryers market is highly competitive, with key players such as GEA Group AG, Andritz AG, Bühler Holding AG, Glatt GmbH, FLSmidth & Co. A/S, ThyssenKrupp AG, and SPX Flow Technology Danmark A/S leading the market. These companies are driving innovation by focusing on developing advanced solutions for fluid bed drying technology, customizable dryers, energy-efficient designs, and automation to improve performance and reduce operational costs.

The market’s growth is supported by shifting trends in pharmaceutical manufacturing, the expansion of chemical industries, and continuous technological advancements in fluid bed drying systems. As demand for efficient and precise drying solutions continues to rise, industry players are positioned to capitalize on significant growth opportunities.

Regional Analysis and Market Dynamics

North America remains a dominant player in the Batch Fluid Bed Dryers market, driven by robust industrial growth and technological advancements in drying systems. The pharmaceutical and food processing sectors, in particular, offer substantial opportunities due to their ongoing demand for high-efficiency drying solutions.

Key drivers in the region include stringent regulatory standards focused on quality and safety in production, along with a growing preference for sustainable and energy-efficient equipment. Europe and China are also strong contributors to market growth, with significant demand from local industries and manufacturers focusing on improving productivity and sustainability.

As these regions continue to expand, emerging markets in India, Brazil, and South Africa are expected to become increasingly important, offering new revenue opportunities for manufacturers seeking to diversify their portfolios and expand their total addressable market (TAM).

About DataString Consulting

DataString Consulting offers a comprehensive suite of market research and business intelligence solutions for both B2C and B2B markets. Specializing in bespoke research projects, the firm helps businesses achieve their strategic objectives, whether it’s expanding into new markets, increasing revenue, or addressing industry challenges.

With over 30 years of combined experience, DataString’s leadership team is well-versed in market & business research and strategy advisory across diverse sectors globally. Their expert consultants track high-growth segments within more than 15 industries and 60 sub-industries, providing actionable insights and data-driven strategies to help businesses thrive in competitive markets.

[melssblog]

MELSS is an organisation with decades of experience in providing customers with state-of-the-art technology solutions in different domains and verticals.

[clockwayswrites]

What is a nest without a flock? part 39

masterpost (pls no editing <3)

Over his years in Gotham, Danny had worked hard to make it a home. After years of constantly moving from community college to undergrad to his masters to doctorate to post doc to jobs he had just wanted to be settled. He’d chosen his apartment carefully. He had splurged too much of his first few paychecks on real, ‘adult’ furniture, and had worked hard and making sure his plants thrived. He had even considered a pet. He had filled his place with books and photos and trinkets and made it a home.

Stepping into his place again after his time with the Wanyes, the place just felt hallow.

Danny didn’t much care for the feeling. He hoped that it temporary and caused by the oddness of everything else. Maybe it would pass quickly, he told himself as he put away the clothing that Alfred had adjusted for him. Maybe it was just the quiet, he told himself, turning the tv as he watered his plants and refilled the automated system that the boys had turned on for him. Maybe he was just lonely, he admitted as he quietly ate dinner on his couch.

He tried not to think about it.

Work made things a little bit easier, though Lucius refused to let Danny work full time. Danny almost got angry about that until Lucius’ face softened in a way that said friend, and not boss.

“You’re going through monumental physical changes,” Lucius said, eyes darting to Danny’s wings. “Ignoring the emotional and mental toll, your body is expending energy in ways that we cannot account for. Energy your body may not have. I will not have you risking yourself to put in full days of work.”

“But…”

“But nothing. You’re one of my best, Danny, and have put in more than your share of work over the years. Do some tinkering, dream up some ideas, hell, make some puzzles to torment the new batch of interns so we can see what they’re really made of,” Lucius said, “but take care of yourself first.”

Danny sighed, but nodded. “You make an annoying amount of sense.”

“I’m good at that,” Lucius said with a too pleasant smile. “And Danny?”

“Yeah, Lucius?”

“If you need anything, and I do mean any damn thing, you let me know, alright?” Lucius asked pointedly. “Beyond being one of my best, I’d like to think that you’re also a friend.”

“Yes sir, Mr. Fox,” Danny said with a grin.

Lucius rolled his eyes as he ended the video call.

Danny slumped back into his seat. He’d tied a pillow to it in an effort to make it more comfortable to sit with his wings, but it was a short term solution at best. Well, if he was going to to some tinkering, he might as well start with the practical. He’d done is best to not keep work at home, what with his childhood history of that, but it meant things would need to be gathered from work or ordered. About two thirds of the list went of to ‘his’ intern, and some of the more esoteric things he ordered himself for delivery. He also ordered some clothing from the tailor Bruce had gotten the name of as well as groceries to fill his fridge. At least he wonders of the modern world meant he didn’t have to leave his house with the wings, not yet at least.

[friendlyneighborhoodshark]

"How to Life" Masterlist

Cleaning and Tidying

Make your bed in the morning. It takes seconds, and it's worth it.

Reset to zero each morning.

Use the UFYH 20/10 system for clearing your shit.

Have a 'drop-zone' box where you dump anything and everything. At the beginning/end of the day, clear it out and put that shit away.

Automate your chores. Have a cleaning schedule and assign 15mins daily to do whatever cleaning tasks are set for that day. Set a timer and do it once the timer is up, finish the task you're on and leave it for the day.

Fold your clothes straight out of the tumble dryer (if you use one), whilst they're still warm. This minimises creases and eliminates the need for ironing.

Clean your footwear regularly and you'll feel like a champ.

Organisation and Productivity

Learn from Eisenhower's Importance/Urgency matrix.

Try out the two-minute rule and the Pomodoro technique.

Use. A. Planner. (Or Google Calendar, if that's more your thing.)

Try bullet journalling.

Keep a notebook/journal/commonplace book to dump your brain contents in on the regular.

Set morning alarms at two-minute intervals rather than five, and stick your alarm on the other side of the room. It's brutal, but it works.

Set three main goals each day, with one of them being your #1 priority. Don't overload your to-do list or you'll hit overload paralysis and procrastinate.

If you're in a slump, however, don't be afraid to put things like "shower" on your to do list - that may be a big enough goal in itself, and that's okay.

Have a physical inbox - a tray, a folder, whatever. If you get a piece of paper, stick it in there and sort through it at the end of the week.

Consider utilising the GTD System, or a variation of it.

Try timeboxing.

Have a morning routine, and guard that quiet time ferociously.

Have a folder for all your important documents and letters, organised by topic (e.g. medical, bank, university, work, identification). At the front of this folder, have a sheet of paper with all the key information written on it, such as your GP's details, your passport details, driving licence details, bank account number, insurance number(s), and so on.

Schedule working time and down time alike, in the balance that works for you.

Money

Have. A. God. Damn. Budget.

Use a money tracker like toshl, mint, or splitwise. Enter all expenses asap! (You will forget, otherwise.)

Have a 'money date' each week, where you sort through your finances from the past seven days and then add it to a spreadsheet. This will help you identify your spending patterns and whether your budget is actually working or not.

Pack your own frickin' lunch like a grown-up and stop buying so many takeaway coffees. Keep snacks in your bag.

Food and Cooking

Know how to cook the basics: a starch, a protein, a vegetable, and a sauce.

Simple, one-pot meals ("a grain, a green, and a bean") are a godsend.

Batch cook and freeze. Make your own 'microwave meals'.

Buy dried goods to save money - rice and beans are a pittance.

Consider Meatless Mondays; it's healthier, cheaper, and more environmentally friendly.

Learn which fruits and vegetables are cheapest at your store, and build a standard weekly menu around those. (Also remember that frozen vegetables are cheap and healthy.)

Learn seasoning combinations. Different seasoning, even with the exact same ingredients, can make a dish seem completely new.

Misc

Have a stock email-writing format.

Want to start running, but find it boring? Try Zombies, Run!.

Keep a goddamn first aid kit and learn how to use it.

Update your CV regularly.

Keep a selection of stamps and standard envelopes for unexpected posting needs. (It happens more regularly than you would think!)

[thanook]

right so i was fucking around with the tumblr api and decided to investigate the possibility of automating my blog expansion plans. the idea was to find out who the people i reblog from get their reblogs from, and follow those people if i dont already. while experimenting with this (fairly suboptimal and indefinitely postponned) possibility, i realized that, knowing that these posts are already coming from cool people, i could determine with surprising certainty if i should reblog a post or not by looking for keywords within the post and evaluating the additions made in the notes as well as its overall structure, without the use of ai systems, just with bad ducktape scripting, just like god intended.

knowing this, arose the possibility for me to create a fairly accurate albeit sanitized clone of my blog, which would operate automatically (with no outside feedback other than me fixxing the code with my own bare hands), collecting and evaluating posts on a daily cycle (depending on api limits). it will have a dashboard composed of the people i already follow, removing anyone who wasnt active in over two months, and will use some spaghetti to expand from that in the future. initially, it will reblog anything it deems safe and good enough, but if possible, i plan in stopping it from reblogging anything i reblog with @thanook and pushing it to the daily blog limit, to spice things up. if this projects proves to actually be a good idea, i will make plans to host it properly, and improve its DIRT (Do I Reblog This) evaluation, which will be barebones for the first few post batches. still figuring this out, but im using this as a learning experience, which will force me to finish the project in a forgivable state (unlike DIPLOMATA and Goblinheimer, which wont see the light of day (there's your closure, happy now?)).

this project, however, lacks a name. i can put toghether a quick phtoshop for the pfp, ill probably figure out a banner in time and i already have a few ideas for a colorscheme, but im pretty dead of a decent name.

so, yall got anything?

[axolterp]

Axolt: Modern ERP and Inventory Software Built on Salesforce

Today’s businesses operate in a fast-paced, data-driven environment where efficiency, accuracy, and agility are key to staying competitive. Legacy systems and disconnected software tools can no longer meet the evolving demands of modern enterprises. That’s why companies across industries are turning to Axolt, a next-generation solution offering intelligent inventory software and a full-fledged ERP on Salesforce.

Axolt is a unified, cloud-based ERP system built natively on the Salesforce platform. It provides a modular, scalable framework that allows organizations to manage operations from inventory and logistics to finance, manufacturing, and compliance—all in one place.

Where most ERPs are either too rigid or require costly integrations, Axolt is designed for flexibility. It empowers teams with real-time data, reduces manual work, and improves cross-functional collaboration. With Salesforce as the foundation, users benefit from enterprise-grade security, automation, and mobile access without needing separate platforms for CRM and ERP.

Smarter Inventory Software Inventory is at the heart of operational performance. Poor inventory control can result in stockouts, over-purchasing, and missed opportunities. Axolt’s built-in inventory software addresses these issues by providing real-time visibility into stock levels, warehouse locations, and product movement.

Whether managing serialized products, batches, or kits, the system tracks every item with precision. It supports barcode scanning, lot and serial traceability, expiry tracking, and multi-warehouse inventory—all from a central dashboard.

Unlike traditional inventory tools, Axolt integrates directly with Salesforce CRM. This means your sales and service teams always have accurate availability information, enabling faster order processing and better customer communication.

A Complete Salesforce ERP Axolt isn’t just inventory software—it’s a full Salesforce ERP suite tailored for businesses that want more from their operations. Finance teams can automate billing cycles, reconcile payments, and manage cash flows with built-in modules for accounts receivable and payable. Manufacturing teams can plan production, allocate work orders, and track costs across every stage.

[linkyu]

tell me about your defense contract pleage

Oh boy!

To be fair, it's nothing grandiose, like, it wasn't about "a new missile blueprint" or whatever, but, just thinking about what it could have become? yeesh.

So, let's go.

For context, this is taking place in the early 2010s, where I was working as a dev and manager for a company that mostly did space stuff, but they had some defence and security contracts too.

One day we got a new contract though, which was... a weird one. It was state-auctioned, meaning that this was basically a homeland contract, but the main sponsor was Philip Morris. Yeah. The American cigarette company.

Why? Because the contract was essentially a crackdown on "illegal cigarette sales", but it was sold as a more general "war on drugs" contract.

For those unaware (because chances are, like me, you are a non-smoker), cigarette contraband is very much a thing. At the time, ~15% of cigarettes were sold illegally here (read: they were smuggled in and sold on the street).

And Phillip Morris wanted to stop that. After all, they're only a small company worth uhhh... oh JFC. Just a paltry 150 billion dollars. They need those extra dollars, you understand?

Anyway. So they sponsored a contract to the state, promising that "the technology used for this can be used to stop drug deals too". Also that "the state would benefit from the cigarettes part as well because smaller black market means more official sales means a higher tax revenue" (that has actually been proven true during the 2020 quarantine).

Anyway, here was the plan:

Phase 1 was to train a neural network and plug it in directly to the city's video-surveillance system, in order to detect illegal transactions as soon as they occur. Big brother who?

Phase 2 was to then track the people involved in said transaction throughout the city, based on their appearance and gait. You ever seen the Plainsight sheep counting video? Imagine something like this but with people. That data would then be relayed to police officers in the area.

So yeah, an automated CCTV-based tracking system. Because that's not setting a scary precedent.

So what do you do when you're in that position? Let me tell you. If you're thrust unknowingly, or against your will, into a project like this,

Note. The following is not a legal advice. In fact it's not even good advice. Do not attempt any of this unless you know you can't get caught, or that even if you are caught, the consequences are acceptable. Above all else, always have a backup plan if and when it backfires. Also don't do anything that can get you sued. Be reasonable.

Let me introduce you to the world of Corporate Sabotage! It's a funny form of striking, very effective in office environments.

Here's what I did:

First of all was the training data. We had extensive footage, but it needed to be marked manually for the training. Basically, just cropping the clips around the "transaction" and drawing some boxes on top of the "criminals". I was in charge of several batches of those. It helped that I was fast at it since I had video editing experience already. Well, let's just say that a good deal of those markings were... not very accurate.

Also, did you know that some video encodings are very slow to process by OpenCV, to the point of sometimes crashing? I'm sure the software is better at it nowadays though. So I did that to another portion of the data.

Unfortunately the training model itself was handled by a different company, so I couldn't do more about this.

Or could I?

I was the main person communicating with them, after all.

Enter: Miscommunication Master

In short (because this is already way too long), I became the most rigid person in the project. Like insisting on sharing the training data only on our own secure shared drive, which they didn't have access to yet. Or tracking down every single bug in the program and making weekly reports on those, which bogged down progress. Or asking for things to be done but without pointing at anyone in particular, so that no one actually did the thing. You know, classic manager incompetence. Except I couldn't be faulted, because after all, I was just "really serious about the security aspect of this project. And you don't want the state to learn that we've mishandled the data security of the project, do you, Jeff?"

A thousand little jabs like this, to slow down and delay the project.

At the end of it, after a full year on this project, we had.... a neural network full of false positives and a semi-working visualizer.

They said the project needed to be wrapped up in the next three months.

I said "damn, good luck with that! By the way my contract is up next month and I'm not renewing."

Last I heard, that city still doesn't have anything installed on their CCTV.

tl;dr: I used corporate sabotage to prevent automated surveillance to be implemented in a city--

hey hold on

wait

what

HEY ACTUALLY I DID SOME EXTRA RESEARCH TO SEE IF PHILLIP MORRIS TRIED THIS SHIT WITH ANOTHER COMPANY SINCE THEN AND WHAT THE FUCK

HUH??????

well what the fuck was all that even about then if they already own most of the black market???

[badbatchposts]

Quiet Corners of the Galaxy, Ch. 14

Fic Teaser: While on a routine mission for Cid, the Bad Batch encounter a woman fleeing from the Empire. Crosshair suspects her seemingly free-spirited, nomadic existence is actually a cover for something else, but struggles to keep his attraction toward her in check as their personalities and ideals clash.

Relevant tags/content warnings: Crosshair/Original Female Character, Slow Burn, Enemies to Lovers, Periodic Smut, Canon-Typical Violence, Alcohol Use

Chapters posted 1-2x weekly!

Read the full fic so far on AO3

Read all chapters on Tumblr: Ch. 1 l Ch. 2 l Ch. 3 l Ch. 4 l Ch. 5 l Ch. 6 l Ch. 7 l Ch. 8 l Ch. 9 l Ch. 10 l Ch. 11 l Ch. 12 l Ch. 13 l Ch. 14

Chapter 14 summary: The squad makes their way through the villa. Everything goes according to plan, until it doesn't.

Tech was pleased with how things were going. Inside the villa, all was quiet: their surveillance had revealed that security was posted exclusively at the mansion’s entryways, in addition to one patrol circulating the perimeter at regular intervals, and the interior was monitored only by cameras and automated systems. With those disabled, they were able to enter easily through a darkened window and proceed entirely unmolested through the shadowy hallways, footfalls sinking quietly into the plush carpets. By the time the Batch had rendezvoused with Dara in the villa’s control room, the stunned workers were already expertly bound and propped securely in an out-of-the-way corner.

In fact, Tech allowed himself the brief luxury of privately celebrating how well this first phase of the plan had gone, even as he mentally catalogued the skill with which Dara had fulfilled her role, adding it to his mounting list of clues that, he believed, would ultimately aid him in deciphering the mystery behind the woman’s origins.

He was well-aware that, despite his expertise in many areas, others often believed him to be unable to read social cues, always distracted by his datapad and perhaps even ignorant of his surroundings. However, because these skills had so frequently been a challenge for him growing up, he had actually dedicated an extraordinary amount of effort to improving them. Crosshair and Hunter were both especially observant in their own ways, aided by their enhanced senses, but Tech, for all he might lack, equaled them by being attentive, thorough, and analytical. Even when others thought he wasn’t altogether present, he paid attention. He collected evidence. He formed hypotheses. He tried to understand.

At present, Dara remained largely beyond his understanding. He was not bothered by this. She had been an asset to the team thus far. He would continue to collect evidence.

Of course, he had one hypothesis that, by this point, he considered more or less proven: Crosshair was entirely taken with her.

If Crosshair’s reaction to their teasing, his obvious jealousy towards Hunter, and the bruise he had left on Dara’s neck had not been enough evidence for Tech, he would have been convinced entirely by the way Crosshair looked at her when he didn’t realize anyone was paying attention. Similar to most soldiers, none of the Batch were strangers to desire, and Crosshair, like all of them, had taken plenty of advantage of rest days between missions and their infrequent bouts of shore leave to find a happily willing partner for the night. Tech had therefore seen Crosshair look at pretty individuals of innumerable genders and species with lust, hunger, even charm—and sure, he had directed at least the former two toward Dara often enough. But more than that, Tech had noticed that, when watching their new traveling companion, his brother’s gaze frequently held a rapt fascination. So often solitary, Crosshair had even taken to hovering in their common areas more, keeping to the edges of conversation and pretending to focus on some task or other, but—especially when Dara appeared to be ignoring him—often eyeing her, as though he could find her secrets written somewhere on her face.

Tech knew that his brother was a difficult man. Whatever was brewing between Crosshair and Dara, Tech was certain that the sniper would be the last to acknowledge it.

In any event, Tech mused, perhaps he should speak with Hunter and suggest that he back off on the flirting, for the sake of Crosshair’s inevitably repressed feelings, and preventing a fistfight. Even now, as Tech was tapping away at the control room’s array to better evaluate the security measures protecting Prium’s private laboratory, Hunter and Dara were engaging in a playful banter that Crosshair was certainly listening to over the open comm channel and, Tech imagined, likely seething over.

“Ah,” Tech interrupted them. “It appears that security for the laboratory—and, we may presume, the archive vault—is maintained via a separate network than this control room.”

Echo sighed. “Are you saying that there’s another control room—somewhere not on the floorplan—that we need to find?”

Tech tapped his finger thoughtfully against the edge of his datapad. “Yes, I do believe that would be the wisest course of action. There may be more workers monitoring the laboratory from there. Additionally, in the event that a security measure is triggered, I would need access to the network to shut it down.”

“Make it quick,” Crosshair urged over comms. “Before the other guard comes looking for Dara.”

Hunter glanced around the room, assessing their options. “Tech, stay here. Look through the camera feeds and floor plans to see if you can identify where the secondary control room might be. In the meantime, the rest of us will conduct a physical search. I’ll take top floor, Wrecker, take this floor, Dara and Echo, check the basement,” he ordered.

The team set off to their tasks, leaving Tech alone. As he looked closely through the building schematics, trying to identify any areas that seemed architecturally inconsistent, where a space large enough for a concealed room might be located, he wondered exactly why Prium had such a deep distrust of droids. Echo would have been able to make much shorter work than himself of scanning through the camera feeds for clues, but the array here didn’t even have a scomp port. As such, he doubted that Echo would be able to help them access the lab or counter any further security measures. Hopefully the keycard that Dara had stolen would be enough to gain them access.

Fully capable of multitasking, Tech switched to a private comm channel with Crosshair to check in while he continued his work.

“What?” his brother drawled in answer.

Like usual, Tech chose to ignore Crosshair’s rudeness. “How are things outside?”

“Boring.”

“I am serious,” Tech chastised. “I am beginning to think that this may require more time than we have allotted ourselves.”

Crosshair sighed over the line. Tech could imagine him rolling his eyes.

“Guard is a bit antsy. He keeps testing to see if comms are operational again. Perimeter patrol just checked in with him. They seem relaxed.”

“And you?” Tech pressed.

“Just peachy.”

It was no surprise that Crosshair was being as taciturn as always. No matter—Tech had no trouble getting to the point.

“Are you concerned about Dara?” he asked.

Silence on the line. Then, “I don’t see how she could get away with betraying us here. Or what the point would be.”

“Ah,” Tech replied. “That is not what I meant. Are you concerned for her safety on this mission?”

More silence, silence that went on so long that Tech briefly thought that Crosshair may have gotten annoyed and disconnected. Finally, Crosshair asked, every word dripping with disdain, “Why would I care about that?”

The corners of Tech’s mouth twitched. “Well, I had presumed that perhaps your opinion of her had changed as a result of whatever events led to your giving her that hickey.”

Another pause. “That didn’t mean anything. Besides, she’s with Echo—there’s nothing to be concerned about.”

“Mmm,” Tech mused. “Yes, Echo will ensure that nothing happens to her. And I presume that you are tracking their progress through your infrared scope.”

Crosshair muttered something unintelligible that Tech, with a sense of smug satisfaction, could rightfully assume was a rude comment about him, before raising his voice again. “Aren’t you supposed to be doing something important right now?”

“I am, and I have successfully achieved it while simultaneously carrying on this conversation.” Tech switched to the open comm channel to inform the rest of the team. “I have pinpointed the location of the secondary control room. It is in the basement, two corridors away from the entrance to the laboratory.”

“Great work, Tech,” Hunter acknowledged. “We’ll meet up there.”

***

Echo and Dara’s search had begun at the lab, where they were able to confirm their assumption that the absence of a scomp port meant the cyborg would be unable to unlock the door himself. The basement was significantly more utilitarian than the rest of the villa. Gone were the lavish trappings of wealth; white tiles and gray durasteel replaced velvety red carpets and elaborate wall hangings, while functional, stark lighting panels stood in for warm wall sconces and crystal chandeliers.

As they combed the rooms and corridors, Echo examined Dara closely. It was the first time he’d seen her with her weapon drawn. She had a DH-16 blaster pistol—her small hold-out blaster, a CS14, remained safely hidden under her poncho—and was holding it correctly, with a secure, two-handed grip and good trigger discipline. That was a good sign that her skill in taking down the troopers the first day she had encountered the Batch was more than a fluke, which was something of a relief for Echo. While they rarely planned on getting caught in a shoot-out, every job the Batch took on for Cid did seem to have odds that leaned that way. He knew he’d be able to protect Dara if it came down to it, but he preferred her being able to defend herself.

Dara opened a door, letting Echo take point to clear the room. It was an industrial kitchen with gleaming appliances, completely empty. He motioned to her to enter so that they could check out another door leading off of the main area—likely a pantry and not the control room they were looking for, but Echo was always thorough.

“So,” he began, nodding toward Dara’s outstretched weapon as they carried on with their task. “You have some training on how to use that?”

The woman was aghast. “Of course. How irresponsible would it be to carry a blaster and not know anything about it?”

The cyborg chuckled. “You’d be surprised what you see with civilians. Where’d you learn?”

Dara relaxed, giving him a wry smile. “My fieldwork took me to some pretty hostile planets. The people I worked with were always agreeable. The fauna, less so. I took a training course.”

Echo nodded, satisfied with the explanation. He didn’t have Hunter’s ability to hear someone’s pulse jump when they were lying, but her story had a ring of truth to it. He was relieved; he had put himself on the line advocating for Dara to stick around, and so far it was paying off. Once they’d gained her trust enough, he was sure that she would come clean about the parts of her backstory that she was keeping quiet. And maybe then she would even be willing to help out with a few missions for Rex’s clone network. The clones couldn’t help having the most recognizable face in the galaxy, and they were all terrible liars as a general rule. They could use someone who could go where they couldn’t, blend in where they stuck out.

“Glad to hear it,” he replied. “Makes me feel better to know you won’t accidentally blast me.”

She laughed. “No. If I shoot you, it’ll be on purpose.”

“Well, that’s a comfort.” They exchanged grins as they exited the kitchen and moved on to the corridor. Echo decided to test out a more difficult subject. “Luckily for me, I don’t think I’m at the top of your list of people to shoot right now,” he continued.

Dara rolled her eyes. “Yeah. I don’t know if you’ve realized this, but your brother’s a bit of an asshole.”

The cyborg raised an eyebrow. “Which one of those assholes do you mean?” When Dara smirked at the joke, he gave a knowing shrug. “Listen, I can’t exactly say Crosshair means well. He can be pretty harsh, and he doesn’t let many people in. But for those he does, you won’t find a more protective or loyal clone anywhere. And that’s saying a lot—loyalty is what clones are all about.”

The woman looked like she was considering his words. She sighed and opened her mouth to speak, but was interrupted by the comm from Tech, announcing that he’d found what they were looking for. They were only a corridor away, and so Echo led them down the hall to wait silently for the others outside the secondary control room.

Only minutes later, they were joined by Hunter, Wrecker, and Tech. Hunter signaled to the squad, who lined up on either side of the door as he took point. When it opened, a solitary, bored-looking worker with his back to them was staring, chin in his hand, at a datapad, ignoring the camera monitors on the wall in front of him completely. The Sergeant stunned him.

“Come on. That was too easy,” Wrecker lamented as he gently lifted the worker from his chair and tied him up in a corner.

“You just had to say that, didn’t you, Wrecker,” Hunter complained while Tech took the man’s place at the controls and set to work.

“This will take a few moments,” Tech informed them. “The rest of you should go and prepare to enter the laboratory. I will join you shortly.”

While Echo remained in the control room to watch Tech’s back, the others approached the door to the lab in the next corridor. Dara fished Raab’s keycard out of her pocket and waited. A few minutes later, the comm crackled to life with Tech’s voice.

“Security for the laboratory has been disabled. You may proceed.”

Dara swiped the card. The sensor blinked once, twice. For a long, tense moment, nothing happened. Then, suddenly, a blast door closed, hiding the entrance to the laboratory behind a thick wall of durasteel.

“Tech, what is happening,” Hunter growled over the comms.

The genius’s voice wasn’t exactly panicked, but it had lost its calm assuredness. “It appears that Raab does not have the type of access that he led Dara to believe. An alert has been triggered.”

Tech was no longer pleased with how things were going.

Next chapter

Tag List: @stardusthuntress @skellymom @megmegalodondon

[weirdoldstans]

( your lastest batch of anon messages inspired me. There's no Stanley in this one, cause I wanted temper tantrum Ford but I plan on writing one for Stan soon. )

“No, no, no, no!” Ford beat his fists on his desk, pissed off and tearing at his hair. Nothing was coming together like he wanted, none of his calculations made sense and every little thing was just pissing him off right now, from the A/C in the lab clicking to the sound of his own footsteps. He’d basically chased Fiddleford off earlier when he threw his coffee mug at the other man for sneezing just a tad bit too loud.

Fuck, he needed to get this done and finally get some rest. He wished Bill would take over and finish up these stupid calculations like he'd done that one time.

However, his flaky muse hadn't come by in months now, and each time he tried reaching out to him in the dreamscape, he got nothing. It was like Bill was avoiding him.

Storming up the stairs he was set to get more coffee and then go back and finish when he saw Fiddleford sitting in the living room, leg tapping as he worked on his cubic’s cube.

“Mornin’ Stanford. Yer up early.”

“Mhmm.” Ford grunted, avoiding eye contact. He didn't want to see the man right now, if he did, he was sure to either snap at him again or burst into tears from the guilt gnawing at the back of his skull.

“Ah, I see. Yer not up early, you've been up all night again, haven't ‘cha? We talked about this Ford.”

“Yeah, well, you're not my mother.” Ford stiffened as he heard Fiddleford’s boots come up behind him in the kitchen.

“No, but I am yer Papa.” Oh no, not that tone! No, no. He had to finish his work. The portal needed work done on it.

“Stanford, my honeybee.” Ford felt his resolve melting like thick caramel on his tongue. “I think you need time in yer room.”

Ford whipped around, backing against the counter. “No! No, I'm sorry papa for my attitude but I need to finish my work.” He was whining. He knew it, and Fiddleford knew it. But his room wouldn't let him leave until his cortisol levels dropped. Those probably wouldn't drop for a few days after all the caffeine he'd drank and the lack of any real sleep or food.

Still, his papa shook his head and held out his hand. “Yer calculations and papers can wait, honeybee. Please come here.”

Ford wouldn't say his next move was his brightest or proudest but he couldn't help it. Now his body was in fight or flight mode. Stanley had been the one good at fighting, so flight it was.

He ran from the room, and just as he truly thought he could get away from his papa, Fiddleford sorely reminded him that he grew up on a hog farm and was used to chasing down squealing piggies.

In no time flat Papa had him in his arms, kicking and screaming as they headed towards his room.

His room being his nursery that was fully automated for babies like him that couldn't take care of themselves.

“System Activated.” Sounded the moment they crossed the threshold to the nursery.

“No, no, no! Papa please!” Ford wailed.

“There's no use in tryin’ ta resist, baby boy. You've been puttin’ this off fer far too long.”

“High stress levels detected. Stanford Pines, please hold still as we get you ready.” The automated voice was almost sickly sweet.

“Deactivate! Deactivate!”

“Now Stanford, you know yer room only listens to me.” Fiddleford handed him off to the three arms that came from the walls, stripping him of his sweaty and grimy clothes before padding him up in his diapers. He kicked and wriggled, begging the arms to let him go.

“Honeybee. Be good and hold still. You don't want the other protocol to activate.”

“Fuck you!” The moment the words slid from his lips, Ford regretted them. Fiddleford only lifted an eyebrow but the nursery on the other hand.

“Curse words detected. Naughty baby mode activated.”

Two more arms flew from the walls, flipping him over in the air as one of the original ones extended towards the sink, pulling out the dreaded soup spoon and castor oil bottle.

“No, I'm sorry! Please papa, make it stop!” Tears poured down his red cheeks as the arms popped the cap and poured a ludicrous amount into the spoon.

“I would, little one, but you were warned.” Fiddleford said, taking a seat in the rocking chair by his crib. “Take your punishment like a good boy, and after we can cuddle.”

Ford didn't respond, as the spoon was shoved into his mouth, making him gag on the horrible flavor. He didn't dare spit it out though. The last time he did that, the spoon got bigger. Only good behavior would make the spoon smaller again.

An almighty whack! To his bare bottom earned a wail, though he was careful not to drop the spoon. The robotic arms were of Fiddleford’s design and somehow he equipped them with his iron hard hand.

More and more swats fell, turning Ford’s rear end rosy and him into a very sorry and complacent little boy. His cock jumped with each seat and near the end, he felt the tell tale trickle of urine traveling down his leg.

Great, he wet himself.

Neither the nursery nor Fiddleford said anything. His terrible tantrum had been dealt with and his spanking ended. The arms cleaned him up after removing the spoon from his mouth then set to applying a fresh diaper over his sore seat and deposited him into his Papa's lap.

He opened his mouth to apologize but all that came out was a choked sob. Ford didn't take his punishments well, but Papa patted his back and slipped a pacifier into his mouth.

“There, there, honeybee. Papa forgives you.” Ford sank into his Papa's embrace. Maybe taking a break would be good for him.

( I hope you like this, and the other anon is okay with me running with their idea. :) oh, and in case it wasn't clear, Bill basically left cause he got caught by the room too and decided he did NOT want anything to do with Ford and that nursery after that. Lol)

AHHH NICE

god i fucking love ford wetting himself when he gets spanked. i think i've said this before. oh well i'm saying it again I LOVE FORD WETTING HIMSELF WHEN HE GETS SPANKED

poor fussy baby acting out...good thing his papa is here!!

thank you!!

[datastring]

Automatic Industrial Batch Pasteurizers Market Set to Reach $1530.8 Million by 2035

The Automatic Industrial Batch Pasteurizers market is expected to experience significant growth, with industry revenue projected to rise from $552.9 million in 2024 to $1530.8 million by 2035. This reflects a Compound Annual Growth Rate (CAGR) of 9.7% during the forecast period. The growth is primarily driven by increasing demand for high-efficiency pasteurization systems and greater adoption of automated solutions across the food, beverage, and pharmaceutical sectors.

Detailed Analysis - https://datastringconsulting.com/industry-analysis/automatic-industrial-batch-pasteurizers-market-research-report

Key Applications Driving Market Expansion

Automatic Industrial Batch Pasteurizers are vital in ensuring food safety, extending shelf life, and preserving product quality across several industries. Key application areas include:

Dairy Product Pasteurization: Ensures safe consumption of milk, cream, and yogurt while preserving nutritional content.

Beverage Processing: Widely used in juice, tea, and fermented drinks to eliminate harmful microorganisms without altering taste.

Pharmaceutical Sterilization: Applied in heat-sensitive pharmaceutical solutions to maintain product efficacy and safety.

High-Pressure Processing (HPP): Increasingly used in non-thermal food preservation, particularly in premium, minimally processed products.

Competitive Landscape and Industry Leadership

The market is highly competitive, with top manufacturers continually innovating to enhance product efficiency, automation, and regulatory compliance. Major players include:

Alfa Laval

Tetra Pak

GEA Group

SPX Flow

API Heat Transfer

MicroThermics

Scherjon Dairy Equipment Holland

Stephan Machinery

These companies are expanding their production capabilities and geographical presence to capture demand across new industrial applications.

Growth Drivers and Strategic Opportunities

The Automatic Industrial Batch Pasteurizers market is set to benefit from:

Stricter food safety regulations pushing manufacturers toward reliable, validated pasteurization equipment.

Technological advancements such as energy-efficient and compact pasteurizers tailored for flexible production volumes.

Expanding applications in the dairy sector, one of the largest consumers of pasteurization equipment globally.

Emerging economies are also becoming hotbeds of demand, particularly with rising urbanization and packaged food consumption in regions like Southeast Asia, Africa, and Latin America.

Regional Insights and Market Dynamics

North America and Asia-Pacific dominate the market due to:

Strong food safety frameworks and modernized dairy industries in the U.S., Australia, and Japan.

Rapid expansion of food processing infrastructure in countries like China, India, and Vietnam.

As the supply chain continues to mature — from raw material sourcing to pasteurizer assembly and delivery — manufacturers are expected to optimize production and reduce cost barriers, particularly for small and mid-sized processors in Vietnam, Kenya, and Brazil.

Future Outlook

The Automatic Industrial Batch Pasteurizers market is poised for robust growth, driven by:

Automation and sustainability-focused innovation

Regulatory compliance pressures

Expansion in underpenetrated regions

With strategic investments in R&D and regional expansion, the next decade will be transformative for market players catering to evolving industry demands.

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[roboticsappreciationsociety]

Coral restoration efforts usually involve transplanting tiny corals, cultivated in nurseries, on to damaged reefs.

However the work can be slow and costly, and only a fraction of the reefs at risk are getting help.

In the shallow waters of the Abrolhos Islands, [Marine biologist Taryn Foster] is testing a system she hopes will revive reefs more quickly...

It involves grafting coral fragments into small plugs, which are inserted into a moulded base. Those bases are then placed in batches on the seabed....

Ms Foster has formed a start-up firm called Coral Maker and hopes that a partnership with San Francisco-based engineering software firm Autodesk will accelerate the process further.

Their researchers have been training an artificial intelligence to control collaborative robots (cobots), which work closely alongside humans.

"Some of these processes in coral propagation are just repetitive pick and place tasks, and they're ideally suited to robotic automation," says Ms Foster.

A robotic arm can graft or glue coral fragments to the seed plugs. Another places them in the base, using vision systems to make decisions about how to grab it.

"Every piece of coral is different, even within the same species, so the robots need to recognise coral fragments and how to handle them," says Nic Carey, senior principal research scientist at Autodesk.

"So far, they're very good at handling the variability in coral shapes."

[lousirs]

IM SORRY IM BCAKK AGAIN BUT I JUST REMEMBERED THIS AWFUL HEADCANNON I HAD

ewew ok so I think it's safe to assume that the toy brand of pretty dolls probably gained success in the 60s or 70s given some of the little details in Lou's house and his style. The factories work all year round right and are automatic as seen in the movie, but most things required actual human workers back in the day. HERE'S THE STINGER. I read somewhere I forgot where, but back in the day workers in factories didn't work in the winter time because it was too cold. so basically if we applied this to the uglydolls world, there was a rather long period of time where there was no income of dolls in perfection for the ENTIRETY of winter. So Lou had absolutely no company whatsoever in the winter for like 40+ years give or take (I have no idea when automated factories became a thing)

ok now I'm just making things worse but I also had another headcannon where weather in the real world also applied in uglyville and perfection and like the dolls in perfection got winter uniforms and all that (ugh now I might rant about this). So yea it was snowing, no other dolls in perfection, kind of depressing given that probably by then Lou had cut off ties with Ox. YOU CANT MENTION THE BOTS IN PERFECTION BC NO ARTIFICIAL INTELLIGENCE YET (lol that means Lou was COMPLETELY incharge of everything, maybe he had assistance in doll form?)

yea but this probably played a role in the downfall of Lou's mental wealth like man just lost his best man Ox so being alone for a whole month once a year was definitely not a silly goofy moment for him.

ok that's the end of my ramble 😼😼

NO NEED TO APOLOGISE FOR RETURNING! i love me some headcanons :D

that's a big ouch for lou, but you are probably right there. lou (and also mandy) have 50s/60s- style houses (i believe so anyway) so how long would that be if we say lou's breakdown was about 2020 so (the movie is 2019 but im rounding it to 2020 for my brain)... OUCH AROUND 70 YEARS. SAVE LOU OH MY DOLL--

love your headcanons though, and i have a few of my own for that:

(under the cut, cause i can already tell this is gonna be a long one vvv)

perhaps since the factory closes for winter, the batch made right before stay in the institute for winter? yeah yeah lou could probably send them to the big world when the factory closes, but knowing him, he'd probably keep them for the holidays at the very least. cause he craves for that company.

it would be so cute though! lou would hold a big winter party with singing and FIREWORKS and whatnot. side note, i headcanon that lou loves fireworks. i mean, he uses them all the time (during ugly truth... during his lessons... etc) and i can so see him going all out on the fireworks budget. anyway, i feel that such parties would bring temporary joy to him, as he finally feels part of a family, with every doll laughing and chatting and overall having a good time.

...and then they would leave him again. and again. and again. and again... i feel like after a while he'd give up on the festives, as temporary joy and love isn't fulfilling anymore.

with the weather, i have a really dumb theory that the institute is within a dome. think about it, uglyville has a yawn ball for a sun with messy clouds...

and in the institute, the clouds are perfect (more realistic even) and there's no sun in sight (as far as i know)

uglyville probably has all kinds of weather, whilst at the institute it is always a fair temperature. no rain, clouds are always light and airy... etc, due to the factory operating the weather system within the dome perhaps. that changes when the uglydolls infiltrate, the sky in the institute turns to a dark greeny colour. and then when the two sides join, they destroy the dome.

anyways, perhaps during the winter, when the factory is shut down, they shut down the light and airy atmosphere of the institute too, leaving a cold, snowy breeze in its wake (especially during lou's earlier years). and i doubt his home is very warm either, as it's so large with barely any furniture (at least in the foyer shown in uglier truth).

and with lou's company over the years, i feel that after his bond with ox, he became desperate for the company again (who could blame him?) and tried his hardest to keep as many dolls by his side as possible, ending up with the spy girls and mandy (and perhaps the backup singers)(i don't know about them). he would probably manipulate them in some way to staying, perhaps threatening recycling and the washing machine out of pure desperation to keep someone around. so i don't think he'd be totally alone, but i feel that the spy girls and mandy were only close to him in a business relationship-type way. they were only there if he needed something to be done. he was the leader of the institute after all, he always seemed one level above the rest of the dolls, and being personally close to him seemed like something impossible.

and yeah, the assistance bots were there, but even if artificial intelligence somehow existed during those times, or if someone higher-up was controlling the robots, they wouldn't have a genuine bond with lou anyways, as they are just assistant robots who are meant for helping out with training and the gauntlet only (or so i think).

[omgmaxsmith-blog]

Can Open Source Integration Services Speed Up Response Time in Legacy Systems?

Legacy systems are still a key part of essential business operations in industries like banking, logistics, telecom, and manufacturing. However, as these systems get older, they become less efficient—slowing down processes, creating isolated data, and driving up maintenance costs. To stay competitive, many companies are looking for ways to modernize without fully replacing their existing systems. One effective solution is open-source integration, which is already delivering clear business results.

Why Faster Response Time Matters

System response time has a direct impact on business performance. According to a 2024 IDC report, improving system response by just 1.5 seconds led to a 22% increase in user productivity and a 16% rise in transaction completion rates. This means increased revenue, customer satisfaction as well as scalability in industries where time is of great essence.

Open-source integration is prominent in this case. It can minimize latency, enhance data flow and make process automation easier by allowing easier communication between legacy systems and more modern applications. This makes the systems more responsive and quick.

Key Business Benefits of Open-Source Integration

Lower Operational Costs

Open-source tools like Apache Camel and Mule eliminate the need for costly software licenses. A 2024 study by Red Hat showed that companies using open-source integration reduced their IT operating costs by up to 30% within the first year.

Real-Time Data Processing

Traditional legacy systems often depend on delayed, batch-processing methods. With open-source platforms using event-driven tools such as Kafka and RabbitMQ, businesses can achieve real-time messaging and decision-making—improving responsiveness in areas like order fulfillment and inventory updates.

Faster Deployment Cycles: Open-source integration supports modular, container-based deployment. The 2025 GitHub Developer Report found that organizations using containerized open-source integrations shortened deployment times by 43% on average. This accelerates updates and allows faster rollout of new services.

Scalable Integration Without Major Overhauls

Open-source frameworks allow businesses to scale specific parts of their integration stack without modifying the core legacy systems. This flexibility enables growth and upgrades without downtime or the cost of a full system rebuild.

Industry Use Cases with High Impact

Banking

Integrating open-source solutions enhances transaction processing speed and improves fraud detection by linking legacy banking systems with modern analytics tools.

Telecom

Customer service becomes more responsive by synchronizing data across CRM, billing, and support systems in real time.

Manufacturing

Real-time integration with ERP platforms improves production tracking and inventory visibility across multiple facilities.

Why Organizations Outsource Open-Source Integration

Most internal IT teams lack skills and do not have sufficient resources to manage open-source integration in a secure and efficient manner. Businesses can also guarantee trouble-free setup and support as well as improved system performance by outsourcing to established providers. Top open-source integration service providers like Suma Soft, Red Hat Integration, Talend, TIBCO (Flogo Project), and Hitachi Vantara offer customized solutions. These help improve system speed, simplify daily operations, and support digital upgrades—without the high cost of replacing existing systems.

[bajajmachines]

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