#Data Preparation Services

[dataanalyticsconsoulting]

Simplify your Workflow with expert Data Preparation Services

Our effective data preparation services can help unlock the untapped potential of your data, which may be hindered by various sources, volume, and complexity, thereby accelerating your digital transformation. Take control of your data today with our expert data preparation service. Request demo now!

[moonchild-in-blue]

Welcome back to the light 🫂☕💚🌿 Glad that it resolved for you on the quick end of the estimated range

How it feels to be back.

[asestimationsconsultants]

How an Estimating Service Works | A Step-by-Step Breakdown

Understanding how an estimating service works can help construction professionals, developers, and project owners make informed decisions at every stage of a project. Whether it's a residential build or a commercial development, cost accuracy is essential. An estimating service follows a structured process that transforms drawings and specs into clear, actionable cost data. This breakdown outlines the standard workflow followed by most professional estimating services.

Initial Consultation and Scope Review

The process typically begins with an initial consultation between the client and the estimating team. This meeting is used to clarify the scope, project goals, type of construction, and desired level of detail in the estimate. Clients share design documents such as architectural plans, structural details, and engineering specs. At this stage, the estimator may ask targeted questions about site conditions, timelines, and special requirements that could influence cost outcomes.

Document Analysis and Information Gathering

Once the documents are received, the estimator thoroughly reviews all project data. This includes checking the accuracy and completeness of drawings, verifying specification details, and identifying potential scope overlaps or missing elements. Any inconsistencies are flagged early to avoid costly errors in the estimate. Estimators may also request clarification from architects or engineers if necessary.

Quantity Takeoff and Material Calculations

One of the core steps in any estimating process is the quantity takeoff. The estimator measures and itemizes every physical component of the build—concrete, steel, framing, roofing, plumbing, finishes, and more. Advanced takeoff software is often used to enhance accuracy and efficiency. This phase converts visual designs into measurable quantities that become the building blocks of the final estimate.

Labor and Equipment Costing

After quantifying materials, the estimator evaluates the labor and equipment required to complete the job. This involves calculating man-hours, crew sizes, machinery costs, and durations based on productivity rates and regional labor rates. If subcontractors are expected to handle portions of the work, preliminary rates may be included or flagged for later inclusion upon quote receipt.

Unit Pricing and Cost Compilation

Unit pricing is applied to each item, combining material, labor, and equipment rates. Estimators use historical data, supplier quotes, and cost databases tailored to the region or industry. The data is compiled into a comprehensive cost estimate, typically organized by CSI divisions or trade categories, making it easy to review and analyze.

Contingencies and Risk Adjustments

No project is immune to uncertainty. Professional estimators include contingencies for material price fluctuations, design changes, and unforeseen site conditions. These are based on historical data, project complexity, and market volatility. In some cases, risk factors are itemized separately so the client can clearly see how they influence the total budget.

Review and Quality Check

Before submission, the estimate undergoes internal review and verification. Senior estimators or cost managers often double-check calculations, assumptions, and formatting. This stage is crucial to maintaining accuracy and credibility. Any overlooked items or unrealistic cost projections are corrected at this point.

Delivery and Client Presentation

The completed estimate is presented to the client in an organized format, often accompanied by a cost summary report, scope clarifications, and notes on assumptions. This allows clients to ask questions, compare options, or request revisions. Some estimating services offer follow-up meetings to walk clients through the numbers and provide advice on how to proceed with tendering or procurement.

Ongoing Support and Revisions

Construction estimates are dynamic. If the design changes, materials shift in price, or the project scope expands, the estimator may be called back to revise the figures. Ongoing collaboration between the estimator and project team ensures the estimate stays relevant throughout the pre-construction process.

Frequently Asked Questions

How long does the estimating process usually take? It depends on the project’s size and complexity. A standard residential estimate might take 2–3 days, while larger commercial or industrial projects may require a week or more.

Can I request a partial estimate for certain trades only? Yes, most estimating services offer trade-specific estimates if you only need pricing for particular components like electrical, concrete, or finishes.

Do estimating services use software or manual methods? Most modern services rely on digital takeoff and estimating software to ensure accuracy and efficiency, though some may still incorporate manual checks.

What documents are required to begin an estimate? At minimum, you'll need architectural drawings and a general project scope. Additional documents like structural plans, MEP drawings, and specifications enhance accuracy.

Will the estimator adjust the figures for my location? Yes, reputable services use location-based data and supplier inputs to reflect accurate regional pricing in the final estimate.

Conclusion

A professional estimating service follows a structured and detail-oriented process that transforms construction documents into a reliable cost plan. By taking the guesswork out of pricing, estimators help project teams plan effectively, reduce risk, and make informed financial decisions from concept to contract. Their systematic approach ensures clarity, transparency, and confidence at every stage.

[unicodehealthcareservices45]

[globosetechnologysolutions1]

Unlock the potential of your AI models with accurate video transcription services. From precise annotations to seamless data preparation, transcription is essential for scalable AI training.

[cashygophones]

Sell Your Old Laptop in Bangalore for Instant Cash

Selling your old laptop in Bangalore has never been easier. Whether upgrading to a new device or decluttering, you can get instant cash in exchange for your unused laptop. Here’s how you can make it happen seamlessly.

Why Sell Your Old Laptop?

Laptops lose value over time, and holding onto unused devices can clutter your space. Selling your old laptop allows you to:

Earn extra money instantly.

Upgrade to better technology.

Contribute to eco-friendly recycling efforts.

Where to Sell Old Laptops in Bangalore?

Bangalore offers several options for selling old laptops. You can choose the one that best fits your needs:

1. Online Platforms

Websites like OLX, Cashify, and Quikr make selling laptops simple. Create a listing, set your price, and connect with buyers in your area.

2. Cash-for-Gadgets Services

Services like CashyGo specialize in offering cash for old electronics. They provide quick quotes and hassle-free transactions, making them a top choice in Bangalore.

3. Local Shops and Marketplaces

Bangalore’s local electronic shops or marketplaces like SP Road can offer competitive prices for used laptops. Visit them to negotiate in person.

How to Prepare Your Laptop for Sale

1. Backup Your Data

Save your essential files on an external drive or cloud storage before selling your laptop.

2. Factory Reset the Device

Restore your laptop to factory settings to remove personal data and make it ready for the next user.

3. Clean and Package It Properly

A clean and well-maintained laptop creates a better impression and fetches a higher price.

Benefits of Choosing CashyGo in Bangalore

CashyGo is a reliable option for selling laptops in Bangalore. Here’s why:

Quick Cash Payments: Get instant cash upon selling.

Fair Price Evaluation: They assess the condition and brand of your laptop to offer the best value.

Convenience: Avoid the hassle of negotiating with multiple buyers.

Top Brands That Sell Well

If you own a laptop from top brands like Dell, HP, Lenovo, Apple, or Asus, you’re likely to get a better resale value. These brands are in high demand due to their quality and durability.

Tips for Getting the Best Price

Highlight Features: Mention specifications like RAM, processor, and screen size in your listing.

Be Honest: Disclose any defects or issues to build trust with buyers.

Compare Offers: Don’t settle for the first offer; compare rates from multiple sources.

Final Thoughts

Selling your old laptop in Bangalore is a smart way to declutter, earn cash, and embrace sustainable practices. Choose a reliable service like CashyGo to ensure a smooth and rewarding experience.

Take the first step today and turn your old laptop into instant cash!

[trainsinanime]

I've seen a number of people worried and concerned about this language on Ao3s current "agree to these terms of service" page. The short version is:

Don't worry. This isn't anything bad. Checking that box just means you forgive them for being US American.

Long version: This text makes perfect sense if you're familiar with the issues around GDPR and in particular the uncertainty about Privacy Shield and SCCs after Schrems II. But I suspect most people aren't, so let's get into it, with the caveat that this is a Eurocentric (and in particular EU centric) view of this.

The basic outline is that Europeans in the EU have a right to privacy under the EU's General Data Protection Regulation (GDPR), an EU directive (let's simplify things and call it an EU law) that regulates how various entities, including companies and the government, may acquire, store and process data about you.

The list of what counts as data about you is enormous. It includes things like your name and birthday, but also your email address, your computers IP address, user names, whatever. If an advertiser could want it, it's on the list.

The general rule is that they can't, unless you give explicit permission, or it's for one of a number of enumerated reasons (not all of which are as clear as would be desirable, but that's another topic). You have a right to request a copy of the data, you have a right to force them to delete their data and so on. It's not quite on the level of constitutional rights, but it is a pretty big deal.

In contrast, the US, home of most of the world's internet companies, has no such right at a federal level. If someone has your data, it is fundamentally theirs. American police, FBI, CIA and so on also have far more rights to request your data than the ones in Europe.

So how can an American website provide services to persons in the EU? Well… Honestly, there's an argument to be made that they can't.

US websites can promise in their terms and conditions that they will keep your data as safe as a European site would. In fact, they have to, unless they start specifically excluding Europeans. The EU even provides Standard Contract Clauses (SCCs) that they can use for this.

However, e.g. Facebook's T&Cs can't bind the US government. Facebook can't promise that it'll keep your data as secure as it is in the EU even if they wanted to (which they absolutely don't), because the US government can get to it easily, and EU citizens can't even sue the US government over it.

Despite the importance that US companies have in Europe, this is not a theoretical concern at all. There have been two successive international agreements between the US and the EU about this, and both were struck down by the EU court as being in violation of EU law, in the Schrems I and Schrems II decisions (named after Max Schrems, an Austrian privacy activist who sued in both cases).

A third international agreement is currently being prepared, and in the meantime the previous agreement (known as "Privacy Shield") remains tentatively in place. The problem is that the US government does not want to offer EU citizens equivalent protection as they have under EU law; they don't even want to offer US citizens these protections. They just love spying on foreigners too much. The previous agreements tried to hide that under flowery language, but couldn't actually solve it. It's unclear and in my opinion unlikely that they'll manage to get a version that survives judicial review this time. Max Schrems is waiting.

So what is a site like Ao3 to do? They're arguably not part of the problem, Max Schrems keeps suing Meta, not the OTW, but they are subject to the rules because they process stuff like your email address.

Their solution is this checkbox. You agree that they can process your data even though they're in the US, and they can't guarantee you that the US government won't spy on you in ways that would be illegal for the government of e.g. Belgium. Is that legal under EU law? …probably as legal as fan fiction in general, I suppose, which is to say let's hope nobody sues to try and find out.

But what's important is that nothing changed, just the language. Ao3 has always stored your user name and email address on servers in the US, subject to whatever the FBI, CIA, NSA and FRA may want to do it. They're just making it more clear now.

[transformativeworks]

To the people in the OTW Tumblr Inbox asking about how the OTW is responding to the American Election.

This is a separate post (and not a response to a specific message) because we all need to see it.

Folks have been asking Support (through the form) as well as the other social media mods, and we have now been given the following to tell you.

We are continuing to closely monitor political developments that may affect AO3 and the OTW as a whole. First, we want to assure you that there are several factors that tend to protect AO3 and its users from legal risks and challenges. These include that we are a non-profit, do not host images, do not use algorithms to promote or advertise content to users, are not aimed at children, and collect very little user data. The results of the 2024 U.S. election are deeply concerning, but the OTW remains committed to providing an inclusive space for fannish expression and will continue to fight for fans' free expression, both in court and through legislative efforts, in the U.S. and worldwide. We have seen that fans are a powerful force for promoting free expression, and we will continue to inform people about opportunities for their voices to be heard. If a bill is likely to be passed in the future that could impact our ability to provide services, our legal team will be prepared to offer updates, guidance, and legal support to our users. Fans are not alone in this fight. Both the American Civil Liberties Union (ACLU) (https://www.aclu.org/news/civil-liberties/the-aclu-is-fighting-back-against-trump ) and the Electronic Frontier Foundation (EFF) (https://www.eff.org/deeplinks/2024/11/2024-us-election-over-eff-ready-whats-next ) made preparations for this outcome and have developed strategies to combat anticipated efforts to curtail online freedoms. We urge our users to support these organizations and others as they fight for your rights and ours.

<3 Mod Remi

[romerona]

Ethera Operation!!

You're the government’s best hacker, but that doesn’t mean you were prepared to be thrown into a fighter jet.

Bradley "Rooster" Bradshaw x Awkward!Hacker! FemReader

Part I

This was never supposed to happen. Your role in this operation was simple—deliver the program, ensure it reached the right hands, and let the professionals handle the breaching.

And then, of course, reality decided to light that plan on fire.

The program—codenamed Ethera—was yours. You built it from scratch with encryption so advanced that even the most elite cyber operatives couldn’t crack it without your input. A next-generation adaptive, self-learning decryption software, an intrusion system designed to override and manipulate high-security military networks, Ethera was intended to be both a weapon and a shield, capable of infiltrating enemy systems while protecting your own from counterattacks in real-time. A ghost in the machine. A digital predator. A weapon in the form of pure code. If it fell into the wrong hands, it could disable fleets, and ground aircraft, and turn classified intelligence into an open book. Governments would kill for it. Nations could fall because of it.

Not that you ever meant to, of course. It started as a little experimental security measure program, something to protect high-level data from cyberattacks, not become the ultimate hacking tool. But innovation has a funny way of attracting the wrong kind of attention, and before you knew it, Ethera had become one, if not the most classified, high-risk program in modern times. Tier One asset or so the Secret Service called it.

It was too powerful, too dangerous—so secret that only a select few even knew of its existence, and even fewer could comprehend how it worked.

And therein lay the problem. You were the only person who could properly operate it.

Which was so unfair.

Because it wasn’t supposed to be your problem. You were just the creator, the brain behind the code, the one who spent way too many sleepless nights debugging this monstrosity. Your job was supposed to end at development. But no. Now, because of some bureaucratic nonsense and the fact that no one else could run it without accidentally bricking an entire system, you had been promoted—scratch that, forcibly conscripted—into field duty.

And your mission? To install it in an enemy satellite.

A literal, orbiting, high-security, military-grade satellite, may you add.

God. Why? Why was your country always at war with others? Why couldn’t world leaders just, you know, go to therapy like normal people? Why did everything have to escalate to international cyber warfare?

Which is how you ended up here.

At Top Gun. The last place in the world you wanted to be.

You weren’t built for this. You thrive in sipping coffee in a cosy little office and handling cyber threats from a safe, grounded location. You weren’t meant to be standing in the halls of an elite fighter pilot training program, surrounded by the best aviators in the world—people who thought breaking the sound barrier was a casual Wednesday.

It wasn’t the high-tech cyberwarfare department of the Pentagon, nor some dimly lit black ops facility where hackers in hoodies clacked away at keyboards. No. It was Top Gun. A place where pilots use G-forces like a personal amusement park ride.

You weren’t a soldier, you weren’t a spy, you got queasy in elevators, you got dizzy when you stood too fast, hell, you weren’t even good at keeping your phone screen from cracking.

... And now you were sweating.

You swallowed hard as Admiral Solomon "Warlock" Bates led you through the halls of the naval base, your heels clacking on the polished floors as you wiped your forehead. You're nervous, too damn nervous and this damned weather did not help.

"Relax, Miss," Warlock muttered in that calm, authoritative way of his. "They're just pilots."

Just pilots.

Right. And a nuclear warhead was just a firework.

And now, somehow, you were supposed to explain—loosely explain, because God help you, the full details were above even their clearance level—how Ethera, your elegant, lethal, unstoppable digital masterpiece, was about to be injected into an enemy satellite as part of a classified mission.

This was going to be a disaster.

You had barely made it through the doors of the briefing room when you felt it—every single eye in the room locking onto you.

It wasn’t just the number of them that got you, it was the intensity. These were Top Gun pilots, the best of the best, and they radiated the kind of confidence you could only dream of having. Meanwhile, you felt like a stray kitten wandering into a lion’s den.

Your hands tightened around the tablet clutched to your chest. It was your lifeline, holding every critical detail of Ethera, the program that had dragged you into this utterly ridiculous situation. If you could’ve melted into the walls, you absolutely would have. But there was no escaping this.

You just had to keep it together long enough to survive this briefing.

So, you inhaled deeply, squared your shoulders, and forced your heels forward, trying to project confidence—chin up, back straight, eyes locked onto Vice Admiral Beau "Cyclone" Simpson, who you’d been introduced to earlier that day.

And then, of course, you dropped the damn tablet.

Not a graceful drop. Not the kind of gentle slip where you could scoop it back up and act like nothing happened. No, this was a full-on, physics-defying fumble. The tablet flipped out of your arms, ricocheted off your knee, and skidded across the floor to the feet of one of the pilots.

Silence.

Pure, excruciating silence.

You didn’t even have the nerve to look up right away, too busy contemplating whether it was physically possible to disintegrate on command. But when you finally did glance up—because, you know, social convention demanded it—you were met with a sight that somehow made this entire disaster worse.

Because the person crouching down to pick up your poor, abused tablet was freaking hot.

Tall, broad-shouldered, with a head of golden curls that practically begged to be tousled by the wind, and, oh, yeah—a moustache that somehow worked way too well on him.

He turned the tablet over in his hands, inspecting it with an amused little smirk before handing it over to you. "You, uh… need this?"

Oh, great. His voice is hot too.

You grabbed it back, praying he couldn't see how your hands were shaking. “Nope. Just thought I’d test gravity real quick.”

A few chuckles rippled through the room, and his smirk deepened like he was enjoying this way too much. You, on the other hand, wanted to launch yourself into the sun.

With what little dignity you had left, you forced a quick, tight-lipped smile at him before turning on your heel and continuing forward, clutching your tablet like it was a life raft in the middle of the worst social shipwreck imaginable.

At the front of the room, Vice Admiral Beau Cyclone Simpson stood with the kind of posture that said he had zero time for nonsense, waiting for the room to settle. You barely had time to take a deep breath before his voice cut through the air.

“Alright, listen up.” His tone was crisp, commanding, and impossible to ignore. “This is Dr Y/N L/N. Everything she is about to tell you is highly classified. What you hear in this briefing does not leave this room. Understood?”

A chorus of nods. "Yes, sir."

You barely resisted the urge to physically cringe as every pilot in the room turned to stare at you—some with confusion, others with barely concealed amusement, and a few with the sharp assessing glances of people who had no clue what they were supposed to do with you.

You cleared your throat, squared your shoulders, and did your best to channel even an ounce of the confidence you usually had when you were coding at 3 AM in a secure, pilot-free lab—where the only judgment you faced was from coffee cups and the occasional system error.

As you reached the podium, you forced what you hoped was a composed smile. “Uh… hi, nice to meet you all.”

Solid. Real professional.

You glanced up just long enough to take in the mix of expressions in the room—some mildly interested, some unreadable, and one particular moustached pilot who still had the faintest trace of amusement on his face.

Nope. Not looking at him.

You exhaled slowly, centering yourself. Stay focused. Stay professional. You weren’t just here because of Ethera—you were Ethera. The only one who truly understood it. The only one who could execute this mission.

With another tap on your tablet, the slide shifted to a blacked-out, redacted briefing—only the necessary information was visible. A sleek 3D-rendered model of the enemy satellite appeared on the screen, rotating slowly. Most of its details were blurred or omitted entirely.

“This is Blackstar, a highly classified enemy satellite that has been operating in a low-Earth orbit over restricted airspace.” Your voice remained even, and steady, but the weight of what you were revealing sent a shiver down your spine. “Its existence has remained off the radar—literally and figuratively—until recently, when intelligence confirmed that it has been intercepting our encrypted communications, rerouting information, altering intelligence, and in some cases—fabricating entire communications.”

Someone exhaled sharply. Another shifted in their seat.

“So they’re feeding us bad intel?” one of them with big glasses and blonde hair asked, voice sceptical but sharp.

“That’s the theory,” you confirmed. “And given how quickly our ops have been compromised recently, it’s working.”

You tapped again, shifting to the next slide. The silent infiltration diagram appeared—an intricate web of glowing red lines showing Etherea’s integration process, slowly wrapping around the satellite’s systems like a virus embedding itself into a host.

“This is where Ethera comes in,” you said, shifting to a slide that displayed a cascading string of code, flickering across the screen. “Unlike traditional cyberweapons, Ethera doesn’t just break into a system. It integrates—restructuring security protocols as if it was always meant to be there. It’s undetectable, untraceable, and once inside, it grants us complete control of the Blackstar and won’t even register it as a breach.”

“So we’re not just hacking it," The only female pilot of the team said, arms crossed as she studied the data. “We’re hijacking it.”

“Exactly,” You nodded with a grin.

You switched to the next slide—a detailed radar map displaying the satellite’s location over international waters.

“This is the target area,” you continued after a deep breath. “It’s flying low-altitude reconnaissance patterns, which means it’s using ground relays for some of its communication. That gives us a small window to infiltrate and shut it down.”

The next slide appeared—a pair of unidentified fighter aircraft, patrolling the vicinity.

“And this is the problem,” you said grimly. “This satellite isn’t unguarded.”

A murmur rippled through the room as the pilots took in the fifth-generation stealth fighters displayed on the screen.

“We don’t know who they belong to,” you admitted. “What we do know is that they’re operating with highly classified tech—possibly experimental—and have been seen running defence patterns around the satellite’s flight path.”

Cyclone stepped forward then, arms crossed, his voice sharp and authoritative. “Which means your job is twofold. You will escort Dr L/N’s aircraft to the infiltration zone, ensuring Ethera is successfully deployed. If we are engaged, your priority remains protecting the package and ensuring a safe return.”

Oh, fantastic, you could not only feel your heartbeat in your toes, you were now officially the package.

You cleared your throat, tapping the screen again. Ethera’s interface expanded, displaying a cascade of sleek code.

“Once I’m in range,” you continued, “Ethera will lock onto the satellite’s frequency and begin infiltration. From that point, it’ll take approximately fifty-eight seconds to bypass security and assume control."

Silence settled over the room like a thick cloud, the weight of their stares pressing down on you. You could feel them analyzing, calculating, probably questioning who in their right mind thought putting you—a hacker, a tech specialist, someone whose idea of adrenaline was passing cars on the highway—into a fighter jet was a good idea.

Finally, one of the pilots—tall, broad-shouldered, blonde, and very clearly one of the cocky ones—tilted his head, arms crossed over his chest in a way that screamed too much confidence.

“So, let me get this straight.” His voice was smooth, and confident, with just the right amount of teasing. “You, Doctor—our very classified, very important tech specialist—have to be in the air, in a plane, during a mission that has a high probability of turning into a dogfight… just so you can press a button?”

Your stomach twisted at the mention of being airborne.

“Well…” You gulped, very much aware of how absolutely insane this sounded when put like that. “It’s… more than just that, but, yeah, essentially.”

A slow grin spread across his face, far too entertained by your predicament.

“Oh,” he drawled, “this is gonna be fun.”

Before you could fully process how much you already hated this, Cyclone—who had been watching the exchange with his signature unamused glare—stepped forward, cutting through the tension with his sharp, no-nonsense voice.

“This is a classified operation,” he stated, sharp and authoritative. “Not a joyride.”

The blonde’s smirk faded slightly as he straightened, and the rest of the pilots quickly fell in line.

Silence lingered for a moment longer before Vice Admiral Beau Cyclone Simpson let out a slow breath and straightened. His sharp gaze swept over the room before he nodded once.

“All right. That’s enough.” His tone was firm, the kind that left no room for argument. “We’ve got work to do. The mission will take place in a few weeks' time, once we’ve run full assessments, completed necessary preparations, and designated a lead for this operation.”

There was a slight shift in the room. Some of the pilots exchanged glances, the weight of the upcoming mission finally settling in. Others, mainly the cocky ones, looked as though they were already imagining themselves in the cockpit.

“Dismissed,” Cyclone finished.

The pilots stood, murmuring amongst themselves as they filed out of the room, the blonde one still wearing a smug grin as he passed you making you frown and turn away, your gaze then briefly met the eyes of the moustached pilot.

You hadn’t meant to look, but the moment your eyes connected, something flickered in his expression. Amusement? Curiosity? You weren’t sure, and frankly, you didn’t want to know.

So you did the only logical thing and immediately looked away and turned to gather your things. You needed to get out of here, to find some space to breathe before your brain short-circuited from stress—

“Doctor, Stay for a moment.”

You tightened your grip on your tablet and turned back to Cyclone, who was watching you with that unreadable, vaguely disapproving expression that all high-ranking officers seemed to have perfected. “Uh… yes, sir?”

Once the last pilot was out the door, Cyclone exhaled sharply and crossed his arms.

“You realize,” he said, “that you’re going to have to actually fly, correct?”

You swallowed. “I—well, technically, I’ll just be a passenger.”

His stare didn’t waver.

“Doctor,” he said, tone flat, “I’ve read your file. I know you requested to be driven here instead of taking a military transport plane. You also took a ferry across the bay instead of a helicopter. And I know that you chose to work remotely for three years to avoid getting on a plane.”

You felt heat rise to your cheeks. “That… could mean anything.”

“It means you do not like flying, am I correct?”

Your fingers tightened around the tablet as you tried to find a way—any way—out of this. “Sir, with all due respect, I don’t need to fly the plane. I just need to be in it long enough to deploy Ethera—”

Cyclone cut you off with a sharp look. “And what happens if something goes wrong, Doctor? If the aircraft takes damage? If you have to eject mid-flight? If you lose comms and have to rely on emergency protocols?”

You swallowed hard, your stomach twisting at the very thought of ejecting from a jet.

Cyclone sighed, rubbing his temple as if this entire conversation was giving him a migraine. “We cannot afford to have you panicking mid-mission. If this is going to work, you need to be prepared. That’s why, starting next week you will train with the pilots on aerial procedures and undergoing mandatory training in our flight simulation program.”

Your stomach dropped. “I—wait, what? That’s not necessary—”

“It’s absolutely necessary,” Cyclone cut in, his tone sharp. “If you can’t handle a simulated flight, you become a liability—not just to yourself, but to the pilots escorting you. And in case I need to remind you, Doctor, this mission is classified at the highest level. If you panic mid-air, it won’t just be your life at risk. It’ll be theirs. And it’ll be national security at stake.”

You inhaled sharply. No pressure. None at all.

Cyclone watched you for a moment before speaking again, his tone slightly softer but still firm. “You’re the only one who can do this, Doctor. That means you need to be ready.”

You exhaled slowly, pressing your lips together before nodding stiffly. “Understood, sir.”

Cyclone gave a small nod of approval. “Good. Dismissed.”

You turned and walked out, shoulders tense, fully aware that in three days' time, you were going to be strapped into a high-speed, fighter jet. And knowing your luck?

You were definitely going to puke.

Part 2???

[marketresearchreportss]

Data Preparation Industry To Rise Up Due To The Growth Of E-Commerce Businesses And Online Buying Behavior

Data preparation industry data book covers data collection and labelling, data labelling solutions and services & data integration market.

The global data preparation industry to account for USD 20.89 billion in revenue in 2021, which is expected to reach USD 88.33 billion by 2030, growing at a cumulative rate of 17.0% over the forecast period.

Grand View Research’s data preparation industry data book is a collection of market sizing information & forecasts, competitive benchmarking analyses, macro-environmental analyses, and regulatory & technological framework studies. Within the purview of the database, all such information is systematically analyzed and provided in the form of presentations and detailed outlook reports on individual areas of research.

Data Collection and Labelling Market Insights

The global data collection and the labelling market size was valued at USD 1.67 billion in 2021 and is expected to expand at a compound annual growth rate (CAGR) of 25.1% from 2022 to 2030. The market is expected to witness a surge in technology adoption owing to benefits such as extracting business insights from socially shared pictures and auto-organizing untagged photo collections. It also contributes to developing enhanced safety features in autonomous vehicles, such as condition monitoring, terrain detection, wear detection, and emergency vehicle detection.

The market demand for data labelling and collecting has increased due to the growth of e-commerce businesses and online buying behaviour. In addition, the need for data collection and labelling services has also increased due to the rise in automobile markets and the tendency of consumers to make purchases using both online and offline channels. The market demand for real-time data labelling has significantly increased due to the continuous growth of IT industries and cloud-based services. Moreover, additional AI-integrated services and media services have emerged as potential data sources for collectors.

North America dominated the market in 2022, accounting for more than 35% of global revenue. It is due to the increasing rise of cloud-based media services in the region. It is one of the key potential data venues for collection. The expanding integration of mobile computing platforms and artificial intelligence in digital shopping and e-commerce is credited with the rise of the North American regional segment. Data collection generates a lot of data for annotation.

The European regional market is predicted to increase significantly during the forecast period. As car obstacle detection technologies improve throughout the forecast period, the European auto industry will likely expand its market. On the other hand, the Asia Pacific is expected to develop at the fastest CAGR during the projection period. This expansion can be ascribed to the increased usage of mobile phones and tablets, data processing technologies, and the popularity of social networking sites in emerging economies such as China and India.

Order your copy of the Free Sample of Data Preparation Industry Data Book published by Grand View Research

Data Labelling Solutions and Services Market Insights

The global data labelling solution and services market size was valued at USD 8.69 billion in 2021 and is expected to expand at a compound annual growth rate (CAGR) of 21.0% from 2022 to 2030. By adding attribute tags, data labeling tools assist users in developing data value. Data labeling is a process for identifying raw data (text, videos images, etc.) and adding one or more significant and revealing labels to offer context. Machine learning has been incorporated in several industries, including facial recognition on social networking websites powered by data collection, automated picture organization of visual websites, and robots & drones. Prominent growth in the automotive business, particularly in self-driving vehicles, significantly fuels data labeling solutions and services. A self-driving vehicle has a multiplicity of sensors and networking devices that let the computer drive the vehicle.

In 2022, North America led the market, accounting for more than 31.0% of total revenue. Emerging investment in data labeling solutions in this region is leading the market growth. Early adopters of AI in the North American market, such as Canada and the U.S., are at the edges of data labeling solutions and services. During the forecast years, the European market is anticipated to increase steadily. In addition, emerging growth in automotive obstacle detection technologies are expected to fuel the market's growth in the European region's automobile sector over the forecast period.

The Asia Pacific regional market is anticipated to gain significant traction in the global market and expand at a CAGR of 22.8% over the forecast period. The growth is attributable to slight technological advancements, the rapidly increasing adoption of mobiles and tablets, and the increasing prominence of social networking in developing economies such as India and China. For instance, Real-name registering laws, which the Chinese government has strictly implemented, require all citizens to connect their official government ID with an internet account. Such policies are augmenting the use of data labeling solutions across the country.

Data Integration Market insights

The global data integration market size was valued at USD 10,534.0 million in 2021 and is expected to expand at a compound annual growth rate (CAGR) of 11.9% from 2022 to 2030. Data integration is the process of bringing data together from various sources into a single, comprehensive view. Transformation, cleansing, extract, transform, and load (ETL) mapping are a few processes involved in data integration. Analytics solutions can provide valuable, actionable business intelligence with the help of data integration. Data integration creates a unified, single view of an organization's data that a business intelligence application can access to deliver actionable insights based on the organization's data assets, regardless of the source or format.

North America dominated the market in 2021, accounting for over 39% share of the global revenue. Developed countries like Canada and the U.S. drive the market's growth. With the increased adoption of digital strategies, the region is moving towards upgraded and innovative technologies. Growing technological advancements in the area are essential factors promoting market expansion in North America. The rising number of global data integration businesses will aid the expanding market.

Asia Pacific is anticipated to register the fastest CAGR of 15.4% from 2022 to 2030. The leading players are focusing on growing their product portfolios, rising investments, and strategic partnerships to create both easy and robust functionality. Along with this, several initiatives were implemented, and it is anticipated that the industry will expand as e-commerce trade in the region continues to rise. For instance, in July 2022, Boomi, LP.a data integration platform provider, expanded its offerings for cloud data integration in Japan. The company invested in Japan's market to meet the increasing demand for business automation and data integration solutions which would scale the company's business for customers across the region.

Go through the table of content of Data Preparation Industry Data Book to get a better understanding of the Coverage & Scope of the study.

Data Preparation Industry Data Book Competitive Landscape

The market participants are implementing several organic and inorganic growth strategies, including new product launches, product modernizations, collaborations, corporate expansions, and acquisitions and mergers. For instance, in May 2022, Informatica Inc. announced a partnership with the Oracle enterprise connectivity and automation platform which offers modernized data, applications, APIs, and business processes.

Key players operating in the data preparation industry are –

• Alegion • Amazon Mechanical Turk, Inc. • Appen Limited • Clickworker GmbH • CloudFactory Limited • Cogito Tech LLC • Crowdworks, Inc. • Deep Systems, LLC • Denodo Technologies • Dobility, Inc. • Explosion AI GmbH • Global Technology Solutions • Globalme Localization Inc. • Heex Technologies • IBM Corporation

[creepyscritches]

I read your post about open enrollment for the ACA and was hoping you might expand on why you believe it would take years to dismantle. I've been terrified that with a Republican house/senate, Trump could just snap his fingers and make it go away within months of taking office. I'd love some reassurance that that's not possible.

Hiya, sure I can share some thoughts on the matter! First, it's very important to understand the ACA is a huuuuuuuuuuuuge system with subject matter experts in dozens of places throughout the process. I'm one of those SMEs, but I am at the end of the process where the revenue is generated, so my insight is limited on the public facing pieces.

What this means is that I am professionally embedded in the ACA in a position that exists purely to show what conditions people are treated for and then generate that data into what's called a "risk score". There's about 6 pages I could write on it, but the takeaway is that the ACA is

1) intricately interwoven with the federal government

2) increasingly profitable, sustainable, and growing (it is STILL a for-profit system if you can believe it)

3) wholeheartedly invested in by the largest insurance companies in the country LARGELY due to the fact that they finally learned the rules of how to make the ACA a thriving center of business

4) since the big issuers are arm+leg invested in the ACA, there is a lot of resistance politically and on an industry level to leave it behind (think of the lobbyists, politicians, corporations that will fight tooth and nail to protect their profit + investment)

The process to calculate a risk score takes roughly 2 years. There is an audit for the concurrent year and then a vigorous retro audit for the prev year - - this is a rolling cycle every year. Medicare has a similar process. These are RVP + RADV audits if you would like the jargon.

Eliminating the ACA abruptly is as internally laughable as us finishing the RADV audit ahead of schedule. If Trump were to blow the ACA into smithereens on day 1, he would be drowning in issuer complaints and an economic health sector that is essentially bleeding out. You cut off the RVP early? We have half of next RADV stuck in the gears now. You cut off the RADV early? No issuer will get their "risk adjusted" payments for services rendered in the prev benefit year (to an extent, again very complex multi-process system).

The ACA is GREAT for the public and should be defended on that basis alone. However, the inner capitalistic nature of the ACA is a powerful armor that has conservatives + liberals defending it on a basis of capital + market growth. It's not sexy, but it makes too much money consistently for the system to be easily dismantled.

Or at least that's what I can tell you from the money center of the ACA. they don't bring us up in political conversation because we are confusing to seasoned professionals, boring to industry outsiders, and consistently we are anathema to the anti-ACA talking points.

I am already preparing for next year's RVP for this window of open enrollment. That RVP process will feed into the RADV in 2026. In 2025, we begin the RADV for 2024. If nothing else, the slow fucking gears of CMS will keep the ACA alive until we finish our work at the end of the process. I highly doubt that will be the only reason the ACA is safeguarded, but it is a powerful type of support to pair with people protecting the ACA for other reasons.

I work every day to show, defend, and educate on how many diagnoses are managed thru my company's ACA plans. My specialty is cancer and I see a lot of it. The revenue drive comes from the Medical Loss Ratio (MLR) rule stating only 20% MAX of profit may go to the issuer + the 80% at a minimum must go back to the customer or be invested in expanding benefits. The more people on the plan using it, the higher that 20% becomes for the issuer and the more impactful that 80% becomes for the next year of benefit growth. It is remarkably profitable once issuers stop seeking out "healthy populations". The ACA is a functional method for issuers to tap into a stable customer base (sick/chronic ill customers) that turns a profit, grows, and builds strong consumer bases in each state.

The industry can never walk away from this overnight - - this is the preferred investment for many big players. Changing the direction of those businesses will be a monumental effort that takes years (at least 2 with the audits). In the meantime, you still have benefits, you still have care, and you still have reason to sign up. Let us deal with the bureaucracy bullshit, go get your care and know you have benefits thru 2025 and we will be working to keep it that way for 2026 and forward. This is a wing of the federal government, it is not a jenga tower like Trump wishes.

[tacticalhimbo]

HURRICANE HELENE RELIEF

Since I'm incredibly anxious and very much annoyed, I'm compiling this post as a sort of master list of relief organizations and individual fundraisers for those in the path of Hurricane Helene.

Many of the links I post on this won't be individuals, but I encourage those within the path to add their links to this post in reblogs! Likewise, if you have any organizations / volunteer / grassroots efforts y'all would like to share, please do so!

LAST EDITED: 9/29/2024 - MAKE SURE TO CHECK REBLOGS FOR UPDATES!

My list is particularly focused on widely accessible resources, as well as Florida specific resources since... I'm from Florida.

(INTER)NATIONAL ORGANIZATIONS

American Red Cross - The American Red Cross is on the ground helping people as Hurricane Helene approaches land as a very dangerous storm. Helene may produce winds over 150 mph, a massive 20-foot-high storm surge and as much as a foot of rain. Prolonged power outages and tornadoes may occur. The effects will be felt hundreds of miles inland including in Georgia and the Carolinas.

FEMA Disaster Assistance Improvement Program - The Disaster Assistance Improvement Program’s (DAIP) mission is to provide disaster survivors with information, support, services, and a means to access and apply for disaster assistance through joint data-sharing efforts between federal, tribal, state, local, and private sector partners.

Roll Mobility - An application that equips wheelchair users with reliable information about the accessibility of restaurants, public spaces, businesses, trails, and parking areas. Good information to have on hand, especially for those evacuating from their home areas.

Warmline Directory - Providing extensive yet accessible resources that empower individuals to find the mental health and wellness resources they need through a directory containing accurate and in-depth information. For those unfamiliar: Unlike a crisis line, a warm line operator is unlikely to call the police or have someone locked up if they talk about suicidal or self-harming thoughts or behaviors. A good resource for individuals in mental distress due to natural disaster circumstances.

Food Not Bombs - Recovers food that would have been discarded and share it as a way of protesting war and poverty. They also reduce food waste and meet the direct need of communities by collecting discarded food, preparing vegan meals that they share with the hungry while providing literature about the need to change our society. Food Not Bombs also provides food to protesters and striking workers and organizes food relief after natural and political crisis.

Partnership for Inclusive Disaster Strategies - The Partnership for Inclusive Disaster Strategies (The Partnership) is the only U.S. disability-led, 501(c)(3) organization that prioritizes equity, access, disability rights, disability justice, and full inclusion of people with disabilities, older adults, and people with access and functional needs before, during and after disasters and emergencies.

FLORIDA

Volunteer Florida Disaster Fund - The Florida Disaster Fund is the State of Florida’s official private fund established to assist Florida’s communities as they respond to and recover during times of emergency or disaster. In partnership with the public sector, private sector and other non-governmental organizations, the Florida Disaster Fund supports response and recovery activities.

State and Local Level Referrals - When a disaster occurs, local governments often work together with community leaders and organizations to provide on-the-ground emergency management. Curated by FEMA. (Has 52 Organizations Listed)

GEORGIA

State and Local Level Referrals - When a disaster occurs, local governments often work together with community leaders and organizations to provide on-the-ground emergency management. Curated by FEMA. (Has 60 Organizations Listed)

TENNESSEE

State and Local Level Referrals - When a disaster occurs, local governments often work together with community leaders and organizations to provide on-the-ground emergency management. Curated by FEMA. (Has 49 Organizations Listed)

NORTH CAROLINA

State and Local Level Referrals - When a disaster occurs, local governments often work together with community leaders and organizations to provide on-the-ground emergency management. Curated by FEMA. (Has 45 Organizations Listed)

Beloved Asheville - A community-led coalition dedicated to providing home, healthy, equity, and opportunity for all.

Triangle NC - This links to another post I've made, but Triangle Mutual Aid is organizing supply drop offs as well as financial support.

SOUTH CAROLINA

State and Local Level Referrals - When a disaster occurs, local governments often work together with community leaders and organizations to provide on-the-ground emergency management. Curated by FEMA. (Has 44 Organizations Listed)

INDIVIDUAL FUNDRAISERS

Support a Resilient Family Seeking a New Home - LINK ; Tumblr @junpei-iori-ace-defective (Close Friend of the Affected) | Fundraiser Text Below:

My name is Adam. I'm not the best at this; I never thought I'd have to do this, but my family and I lost our home on September 26th due to the hurricane Helene here in Florida. No one in our area thought it would get bad, but we didn't have any rain. All of a sudden, the water rose, and by midnight, our home was flooded with three feet of water. I had to carry our pets to the neighbors and my disabled wife through five feet of water. Then, my elderly disabled mother and grandmother through the water. We lost all of our clothes and many of our belongings, and our landlord will be having us move out. We have nowhere to go, so today I'm asking for help from the kindness of the world. Anything can help. If I can get enough to get us into a new home, it would be a blessing. Thank you all, and God bless.

Help Rebuild Lives After Devastating Flash Flood - LINK ; Tumblr @undeadnecromancer (Close Friend of the Affected) | Fundraiser Text Below:

On September 27, after being trapped in a flash flood for 5 hours, my father, Jeffrey Fuller, and sister, Kayla Fuller, left with their lives ❤️ but lost everything else. My father had set his life up to be simple and enjoyable. He didn't have a lot extra, but he had everything he needed, and now all of that is gone. Unfortunately, he did not have flood insurance, and the older you get, the harder it is to bounce back from something like this. For a man who has always shown up for everyone he loves, he needs us to show up now. Please help my father rebuild.

If you have seen the video circulating around from Jeffrey Fuller where it looks like a river is going through his house and he ends it with a “Love you all,” you have seen what has brought on this devastation.

Hurricane Helene Aftermath Help - LINK ; Tumblr @moonenjoyer (Affected Individual) | Fundraiser Text Below:

Man I hate to do this but I'm in Valdosta, one of the cities hit the worse by Hurricane Helene. It's BAD here. In particular, there's no estimate of when we'll get power back. Word on the street is it could be a week or longer.

I work from home and going without power that long, I won't be making any money. Meanwhile my groceries are all spoiled in a fridge with no power and my car is on E. All the gas stations are down atm and when they're back up I KNOW gas prices are going to be crazy high because of all of this. In fact, EVERYTHING is going to be more expensive for a while because of this.

If you have anything to spare to help me with gas and groceries and just surviving this, I'd really appreciate it. If not, a reblog/share would mean a lot. Thank you ❤️

Save Nate and Amanda's First Home - Urgent Hurricane Needs - LINK ; Tumblr @luckyfirerabbit (Affected Individual) | Fundraiser Text Below:

Hi. I'm Porter Henderson. This isn't about me, though. You’re going to see a lot of fundraisers with Hurricane Helene. This might be a little different.

You see, I’m writing this on behalf of my landlords and friends, Nate and Amanda. The home we share with an additional disabled man in Lithonia, Georgia had some repairs that they couldn't afford, made much worse by the hurricane. They'd been limping along like everyone dealing with inflation and underemployment, but the situation has become urgent, and they need and deserve help.

Nate and Amanda have been my friends for over a decade, and when they heard I was no longer able to work and in a bad situation, they offered me a place in their first home. I told them I wasn’t sure what or when I would be able to pay. They told me that if I ever won my disability case I could start paying rent then.

You see, I'm trying so hard to save this home because they’ve tried so hard to save me.

I was so grateful to move in, and they treated me like family. When I lost the ability to drive, they made sure I got to my doctor’s appointments, and still do. When I can’t afford food, they take me to food banks, and what I can’t find there they’ll help me get at the store. They meet all the needs they could reasonably meet, and then a couple more.

I’ve lived here for three years now, and they’ve never stopped assuring me that I am wanted, even if I can’t contribute to the household on a daily basis. They have never let me go without if there was any other way. They have helped friends and strangers every time they have seen a need. They are unfailingly honest, incredibly trustworthy, and extremely hardworking people.

They've never had much, but they've shared everything they have.

Now, though, the hurricane turned a seem in our roof into a gushing waterfall, and finally into a large hole in Nate and Amanda's bedroom ceiling.

We tarped the leaking roof from the inside to channel out as much water as we could, but with a literal hurricane outside, there’s only so much that you can do.

The three of us who couldn’t get into the attic pushed our chronically ill bodies past their limits, dragging furniture away from walls, hauling totes as fast as we could with our canes, shoving empty containers into the corner as we kicked the debris out, and researching strategies for how to deal with the nightmare. Later we would wade through flooding water to dump out rain and tie down loose trash cans, shine lights and relay directions from the attic to outside, as we all attempted to get the water venting outside the house.

To make matters worse, the HVAC needs to be replaced. It’s a seventeen year old system, with a huge crack in the (inaccessible) drain pan and a bad motherboard. Some friends pooled money with Nate and Amanda to get a couple of window air conditioners for the summer. With medications that make three of us sensitive to heat, it’s been a rough summer, but we got through.

Unfortunately, winter is a few weeks away, and it’s going to be a little less than seventeen thousand for a new system to be installed.

What makes it an emergency however, is that without the drying and air movement of the AC, trying to dehumidify everything is going to be even harder, giving us a greater chance of mold. If mold takes hold, I'm not sure if we can save the house.

This fundraiser is for the $2,500 hurricane deductible that we're almost certainly going to be charged by the homeowner's policy and the $17,000 for the HVAC, plus estimated fees for the platform.

Not included in the total are any cleaning supplies, or a tiny storage unit and rental truck if we need one to store all of their bedroom furniture while the roof is redone. (We won't know about any of that until we get the estimate from insurance/roofing.) The claim has already been filed.

The air conditioning is a pre-existing problem, and I've found no way for it to be covered by any charity, government program, or private programs in the state. The ones that my social worker knew about didn't apply (I applied anyway) and I let her know about two more that I found. The religious groups I've reached out to in my area don't work in anything but clothing, children's furniture, and durable medical goods.

If additional costs emerge, or anything ends up being less expensive, I will update and adjust the goal accordingly as soon as I find out.

Please help these genuinely good people. The smallest donation helps. So does sharing.

Thank you in advance.

[fandom]

Twas the week of Halloween, when all through the halls, not one topic was ruling from Gravity Falls

A historic turn of events! In this last Week in Review of 2024, Mouthwashing tops the list and has—get this—more items on here than Gravity Falls! WowOwow. The Phandom is celebrating 15 years of Dan and Phil being chaotic next to each other, and it's been a big week for 9-1-1 fans who were treated to a wild ride in the Halloween episode "Masks." Fans of Agatha All Along got a double-whammy of Halloween, with a castle on the way playing dress up with Agatha and Billy, and the identity of the personification of Death revealed. And so, our national holiday of Halloween is now well and truly upon us—keep an eye out for some nice and friendly and not at all spooky polls haunting your dash this week. Happy Halloween, and stay safe out there (we don't want anyone contracting curses, ok?). This is Tumblr's Week in Review.

Mouthwashing

Artists on Tumblr

Gravity Falls

Agatha All Along

Halloween

Stanford Pines | Gravity Falls

9-1-1

Cats of Tumblr

Stanley Pines | Gravity Falls

Bucktommy | Evan Buckley & Tommy Kinard, 9-1-1

Anya | Mouthwashing

Agatha Harkness | the Marvel universe

Pokémon

Free Palestine

Captain Curly | Mouthwashing

Jujutsu Kaisen

Batman

Dan and Phil

Formula 1

Daisuke | Mouthwashing

As mentioned above, this is the final Week in Review of 2024, as the Fandometrics team prepares to dive deep into the data for Year in Review, coming to you live and in full technicolor on December 4. Regular weekly Fandometrics service will resume in the new year.

[marikosfragrance]

BLUE LOCK X READER

"Can he pass the "Orange peel" test?"

Characters : Isagi Yoichi, Itoshi Sae, Karasu Tabito, Bachira Meguru

Content : A scenario in which you ask them for an orange and ask them to peel it for you— seeing how willing they are to do acts of services.

Disclaimer : Some of you readers may be sensitive, so prepare yourself for things you might not expect like harshness in some characters

SET : I set the scenario where you and the (character) have dated for 2 years, but kaiser is not healed. Sae might come off as cold, rin might seem detached or some other traits that you might deem as a red flag. So read at your own accord, taking this warning into consideration. I won't add a description of what type of personality reader is for everyone to feel welcome.

Note : I am glad ya'll enjoyed the previous scenarios, now let us explore more. Take it into consideration that when you guys send me requests or asks, you can freely set the setting to however you'd like, if you'd like it if it is set into a time where kaiser is healed, or sae and rin have opened up, which might take ages if done slowly. Or when isagi haven't met you so he isn't in love with you, and so on and so forth with other characters. Now enjoy.

Isagi Yoichi - he would

I am sure it doesn't come off as much of a surprise if someone like Isagi would do this act of affection. For him, it might even be natural— his way of showcasing how much he cares for you. If this was set at a time where you just started dating, he would feel flustered and might even mess up a bit, but for Isagi, this act would be a symbolism of how he is willing to do anything to minimize your workload as well as please you.

Yoy two are spending some time on the couch, intitially planning to watch tv, and not let any interruptions occur. However, you had a different plan in mind. Isagi was invested in the movie and glances at you from time to time to check your reactions. Until you asked for an orange, which draws his eyes to you— away from the tv now. You repeated your request as it sinks into his mind. He chuckles lightly— an apology exiting his mouth, from how he didnt hear you the first time.

You asked for an orange and he wouldn't even question it, just thinking you might be tired as he makes his way to the kitchen. After grabbing an orange, he walks towards you then stretches his hand out to give it to you, you didn't reach out for it and instead asked him to peel it. Isagi might feel confused at first but would happily do it, seeing this as a sign of affection rather than a workload.

(Isagi's part is short, because he does it no hesitation and no complaints)

Itoshi Sae - he would begrudgingly do it

The fact that you were able to handle him for 2 years, much less get into a relationship means he can see you in his future, or you managed to really convince him that you won't get in the way of his plans and goals. Which is amazing in its own way— since it might've took you years to get him convinced. So you might already be aware that he won't give in to such pointless acts of affection. But you tried it anyway, since he isn't really always present, so why not make the most of it?

You two were just sitting on his couch. Yes— his couch. You never brought up the idea of living together since Sae seems to really like his space. And even if he secretly wanted to, you can't see him telling you about it or bringing up the idea. You are watching TV, eyes darting to whatever he is working on— eyes meeting some soccer data stuff on his laptop which is rested on his lap. You waited for a while, and there he goes. Sae places his laptop on the center table as his body relaxes, leaning more on the back of the couch— looking at whatever you were watching.

You called out his name, followed by your requests— an orange. You can see him squinting his eyes a little at your odd request, since normally you would get it yourself, but with a sigh, he stands up and heads to the kitchen. He grabs an orange and goes back to you sitting on the couch, looking at him with anticipating eyes— the upcoming second request reluctantly but successfully leaving your mouth. "Can you peel it for me?" You ask.

"Why can't you peel it yourself?" Sae questions you. Despite him intentionally trying to not sound mean, he genuinely wants to know why— his question coming from a place of pure confusion rather than a harsh reply. You might just sigh to yourself, feeling upset and grab the orange to peel it yourself till he raises his hand— keeping you from taking the orange away. And with a big sigh, he decides to sit down and peel it. But the situation is confusing for him; why couldn't you peel it yourself? He questions himself. In the end, he peels it but instead of it coming from a place of care, his decision to peel it comes from a place of "obligation". He felt the need to peel it, since he sees it as something he "needs" to do rather than "want" to do.

(It would be a surprise that he would peel his orange for you. If he never was your boyfriend, he wouldn't see the need to do it, nor the care)

Karasu Tabito - he would

For Karasu, doing something as peeling an orange might be a natural thing for him, he sees it both as something he needs and also wants to do. How he would do stuff for his partner is a sign of genuine care and affection, rather than pure obligation.

The room was quite dark. The curtains closed— the only source of light is emitted from the tv. Both you and Karasu are having a movie night, and the atmosphere was peaceful and quiet. You didn't want bother him with this, but you wanted to try it out on him; though you have a rough idea of how he might respond.

You asked for an orange, and he looks at you with his eyebrows raised, and no question— he stands up and goes to the kitchen to grab one for you. You looked at him with a smile, perhaps already knowing this is how he'd respond. And he sits back on the couch, handing it to you. He notices your silence, and has an idea on what would come next. And thus, he pulled back his outstretched hand, already peeling the orange before you could open your mouth and ask which surprised you. After he peeled it, he gave it to you as if it was the most normal thing to do, and at that moment you are reminded of why you chose to be with him— eating the orange with a small smile.

(I feel like if you really mattered to him so much, he would literally read your mind. He is smart after all, he can read body languages)

Bachira Meguru - he would be more than happy to

For Bachira, this act of peeling an orange for someone is a natural act of love. He would see it as a natural thing to do and he'd do it, no complaints. If he hands you the orange, he might even ask you if you want him to peel it, wanting to please you with acts of services.

You could be spending some time together in the living room, watching a movie. Bachira would feel more excited about spending time with you rather than the Movie. Might even let you pick the movie, and if you want him to watch something in particular, he would watch and comment on each scenes, would gladly let you talk too and explain to him about stuff regarding the movie. He would switch from looking at the movie, then to you, then the movie then to you, having fun with the feeling of watching something with another person, which is quite different to what he is usually used to.

Now if you asked him for an orange, he would no doubt say "okay!" And immediately do your request. He wouldn't see it as something to complain about, but rather it is something that he wants to do for you since to him, you are special. It wouldn't take long for the orange to arrive, and he gives it to you, and to your surprise, he would even ask to peel it for you.

It makes you smile how you don't need to voice out your needs since he already does the things you want him to do without needing you to voice it out.

( I see Bachira as one of those types that will feel the need to make themselves feel needed by their partner in some way, especially if he views his partner as someone he doesn't deserve, or a person that cures him of his loneliness)

__________________________________

Hope everyone enjoys this scenario! Had fun making it, but had a hard time a little bit from portraying their characters while still staying true to their personalities.

[jcmarchi]

NVIDIA’s GTC in Four Headlines

New Post has been published on https://thedigitalinsider.com/nvidias-gtc-in-four-headlines/

NVIDIA’s GTC in Four Headlines

Impressive AI hardware innovations and interesting software moves.

Created Using DALL-E

Next Week in The Sequence:

Edge 381: We start a new series about autonomous agents! We introdice the main concepts in agents and review the AGENTS framework from ETH Zurich. Additionally, we provide an overview of BabyAGI.

Edge 382: We review PromptBreeder, Google Deemind’s self-improving prompt technique.

You can subscribe below:

heSequence is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

📝 Editorial: NVIDIA’s GTC in Four Headlines

I tried to resist making this weekend’s editorial about NVIDIA because I think you might have been inundated with headlines from the GTC conference. Unable to resist, I instead decided to present the four most impactful announcements in terms of ambition and market impact. If I have to summarize two key takeaways from NVIDIA’s AI announcements this week, they would be these:

NVIDIA is not only outgrowing but also out-innovating everyone else in AI compute hardware by a large margin.

NVIDIA’s software ambitions should be taken seriously.

To put that in context, here are four key announcements from this week’s GTC:

Blackwell GPU Series: NVIDIA unveiled the Blackwell B200 GPU, optimized for trillion-parameter models. The chip can improve LLM inference by up to 30x, which is quite remarkable.

NIM Microservices: My favorite announcement of GTC was the NIM platform, which delivers models optimized for inference and packaged as containers. NIM speeds up inference by using the Triton Inference Server, TensorRT, and TensorRT-LLM.

Project GR00T: I think the coolest and most ambitious announcement was Project GR00T, which focuses on developing foundation models for humanoid robots. The stack is based on multimodal models for video, audio, and language.

Distribution: An overlooked announcement during GTC was the impressive list of strategic alliances with top software companies like Microsoft, Google, Amazon, Dell, Oracle, and many others. NVIDIA is simply everywhere.

There were many additional announcements at GTC, but the aforementioned four are incredibly impactful. NVIDIA’s AI hardware dominance is unquestionable, but it’s quickly making inroads in the software space.

🔎 ML Research

Chronos

Amazon Science published a paper introducing Chronos, a family of pretrained foundation models for time series forecasting. Chronos models time-series data using the same techniques used by LLMs —> Read more.

Moirai

Salesforce Research also got into time series forecasting with foundation models with the publication of a paper detailing Moirai. The new model follows the paradigm of a universal forecasting model that can issues predictions across many domains and time scales —> Read more.

TacticAI

Google DeepMind published a paper detailing TacticAI, a model that can provide technical insights in football( soccer) plays, particularly corner kicks. The model uses geometric deep learning by generating possible reflections of a game situation including the player’s relationships —> Read more.

RAFT

Researcers from UC Berkely published a paper introducing retrieval-augmented fine-tuning(RAFT), a training technique that improves the ability of models to answer questions based on external data. Given a question, RAFT ignores the documents that are not relevant to formulagte the answer leading to more accurate outputs —> Read more.

Evolutionary Optimization and FM Model Merging

Researchers from Sakana AI published a paper that uses evolutionary optimization to merge foundation models. The technique attempts to harness the collective intelligence of different models to create more powerful foundation models —> Read more.

SceneScript

Meta AI Research published a paper detailing SceneScript, a method for reconstructing layouts of physical spaces. The technique can have profound implications in augmented reality scenarios that merge physical and virtual spaces —> Read more.

🤖 Cool AI Tech Releases

NVIDIA NIM

NVIDIA announced NIM, its cloud microservices endpoints for pretrained foundation models —> Read more.

Grok

Elon Musk’s xAI open sourced a version of its marque model Grok —> Read more.

Stable Video 3D

Stability AI released Stable Video 3D, an improved model that can generate 3D objects from text descriptions —> Read more.

🛠 Real World ML

AI Training Logging at Meta

Meta discusses Logarithm, their solution for AI training logging —> Read more.

GNNs at Pinterest

Pinterest details their use of graph neural networks(GNNs) for content understanding —> Read more.

RL at Lyft

Lyft discusses the architecture powering their internal reinforcement learning workloads —> Read more.

Cloud Monitoring at Microsoft

Microsoft discusses the AI used to monitor its Azure cloud services —> Read more.

📡AI Radar

NVIDIA unveiled plenty of AI hardware and software innovations at its GTC conference.

Reddit had a strong IPO debut fueled by AI data demands.

Apple is reportedly in conversations with Google to power IPhone AI features using Gemini.

On a surprising move, Microsoft hired Inflection co-founder Mustafa Suleyman and part of his team to lead its Copilot efforts.

After loosing several key people, Inflection announced a pivot into AI for business.

NVIDIA announced a series of AI partnerships with the world’s largest tech companies.

Databricks announced the acquisition of Lilac to improves its unstructure data preparation and analysis capabilities.

Astera Labs shares popped 70% in its IPO pushed by the demand of its AI data transfer features.

Roblox introduced new AI features for Avatar creation and texturing.

Anthropic, AWS and Accenture announced a strategic alliance to bring generative AI to enterprises.

ServiceNow released a new version of its Now platform for AI workflow automation.

Amazon and Snowflake announced a partnership to modernize data streaming pipelines.

TheSequence is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

[batboyblog]

Things the Biden-Harris Administration Did This Week #28

July 19-26 2024

The EPA announced the award of $4.3 billion in Climate Pollution Reduction Grants. The grants support community-driven solutions to fight climate change, and accelerate America’s clean energy transition. The grants will go to 25 projects across 30 states, and one tribal community. When combined the projects will reduce greenhouse gas pollution by as much as 971 million metric tons of CO2, roughly the output of 5 million American homes over 25 years. Major projects include $396 million for Pennsylvania’s Department of Environmental Protection as it tries to curb greenhouse gas emissions from industrial production, and $500 million for transportation and freight decarbonization at the ports of Los Angeles and Long Beach.

The Biden-Harris Administration announced a plan to phase out the federal government's use of single use plastics. The plan calls for the federal government to stop using single use plastics in food service operations, events, and packaging by 2027, and from all federal operations by 2035. The US government is the single largest employer in the country and the world’s largest purchaser of goods and services. Its move away from plastics will redefine the global market.

The White House hosted a summit on super pollutants with the goals of better measuring them and dramatically reducing them. Roughly half of today's climate change is caused by so called super pollutants, methane, hydrofluorocarbons (HFCs), and nitrous oxide (N2O). Public-private partnerships between NOAA and United Airlines, The State Department and NASA, and the non-profit Carbon Mapper Coalition will all help collect important data on these pollutants. While private firms announced with the White House plans that by early next year will reduce overall U.S. industrial emissions of nitrous oxide by over 50% from 2020 numbers. The summit also highlighted the EPA's new rule to reduce methane from oil and gas by 80%.

The EPA announced $325 million in grants for climate justice. The Community Change Grants Program, powered by President Biden's Inflation Reduction Act will ultimately bring $2 billion dollars to disadvantaged communities and help them combat climate change. Some of the projects funded in this first round of grant were: $20 million for Midwest Tribal Energy Resources Association, which will help weatherize and energy efficiency upgrade homes for 35 tribes in Michigan, Minnesota, and Wisconsin, $14 million to install onsite wastewater treatment systems throughout 17 Black Belt counties in Alabama, and $14 million to urban forestry, expanding tree canopy in Philadelphia and Pittsburgh.

The Department of Interior approved 3 new solar projects on public land. The 3 projects, two in Nevada and one in Arizona, once finished could generate enough to power 2 million homes. This comes on top of DoI already having beaten its goal of 25 gigawatts of clean energy projects by the end of 2025, in April 2024. This is all part of President Biden’s goal of creating a carbon pollution-free power sector by 2035. 

Treasury Secretary Janet Yellen pledged $667 million to global Pandemic Fund. The fund set up in 2022 seeks to support Pandemic prevention, and readiness in low income nations who can't do it on their own. At the G20 meeting Yellen pushed other nations of the 20 largest economies to double their pledges to the $2 billion dollar fund. Yellen highlighted the importance of the fund by saying "President Biden and I believe that a fully-resourced Pandemic Fund will enable us to better prevent, prepare for, and respond to pandemics – protecting Americans and people around the world from the devastating human and economic costs of infectious disease threats,"

The Departments of the Interior and Commerce today announced a $240 million investment in tribal fisheries in the Pacific Northwest. This is in line with an Executive Order President Biden signed in 2023 during the White House Tribal Nations Summit to mpower Tribal sovereignty and self-determination. An initial $54 million for hatchery maintenance and modernization will be made available for 27 tribes in Alaska, Washington, Oregon, and Idaho. The rest will be invested in longer term fishery projects in the coming years.

The IRS announced that thanks to funding from President Biden's Inflation Reduction Act, it'll be able to digitize much of its operations. This means tax payers will be able to retrieve all their tax related information from one source, including Wage & Income, Account, Record of Account, and Return transcripts, using on-line Individual Online Account.

The IRS also announced that New Jersey will be joining the direct file program in 2025. The direct file program ran as a pilot in 12 states in 2024, allowing tax-payers in those states to file simple tax returns using a free online filing tool directly with the IRS. In 2024 140,000 Americans were able to file this way, they collectively saved $5.6 million in tax preparation fees, claiming $90 million in returns. The average American spends $270 and 13 hours filing their taxes. More than a million people in New Jersey alone will qualify for direct file next year. Oregon opted to join last month. Republicans in Congress lead by Congressmen Adrian Smith of Nebraska and Chuck Edwards of North Carolina have put forward legislation to do away with direct file.

Bonus: American law enforcement arrested co-founder of the Sinaloa Cartel, Ismael "El Mayo" Zambada. El Mayo co-founded the cartel in the 1980s along side Joaquín "El Chapo" Guzmán. Since El Chapo's incarceration in the United States in 2019, El Mayo has been sole head of the Sinaloa Cartel. Authorities also arrested El Chapo's son, Joaquin Guzman Lopez. The Sinaloa Cartel has been a major player in the cross border drug trade, and has often used extreme violence to further their aims.