#Field Operations Software

[astiinfotech1]

How Field Force Management Solutions Drive Success in the Solar Industry | Asti Infotech

The world is transitioning toward renewable energy unprecedentedly, with solar power leading the charge. The solar industry is pivotal in achieving global sustainability goals, accounting for nearly 60% of new global renewable energy capacity. However, this rapid expansion also brings unique challenges, particularly in managing a vast and dispersed field workforce. In this blog, we’ll explore the importance of field force management solutions in addressing these challenges and how they enable solar companies to streamline operations, enhance productivity, and achieve their growth objectives. Towards the conclusion, we’ll introduce IMPRINT, a field force management tool that has proven to be a game-changer in this space.

[jobyoda-philippines]

Exploring Career and Job Opportunities in Davao City Philippines

Davao City, recognized as one of the Philippines' most progressive cities, continues to experience remarkable economic growth, creating a vibrant job market that attracts professionals from across the country. The city's diverse economy offers numerous employment opportunities, from entry-level positions to executive roles, making it an attractive destination for job seekers at all career stages.

The Business Process Outsourcing (BPO) sector stands as one of the largest employers in Davao City, providing thousands of jobs across various specializations. Companies in this sector actively recruit customer service representatives, technical support specialists, and quality assurance analysts, offering competitive salaries and comprehensive benefits packages. The industry's continued expansion has created numerous opportunities for career advancement, with many organizations promoting from within and providing extensive training programs.

Part-time employment opportunities have also flourished in Davao City, catering to students, professionals seeking additional income, and individuals preferring flexible work arrangements. The retail sector, food service industry, and education field offer numerous part-time positions with varying schedules and responsibilities. These roles often provide valuable work experience and can serve as stepping stones to full-time careers.

The Information Technology sector in Davao has seen significant growth, with many companies seeking software developers, web designers, and IT support specialists. This growth has been fueled by the city's improving technological infrastructure and the increasing number of tech-focused businesses establishing operations in the region. Tech professionals can find opportunities in both established companies and startups, with many positions offering competitive compensation and the possibility of remote work arrangements.

Davao's hospitality and tourism industry continues to expand, creating jobs in hotels, restaurants, travel agencies, and tour operations. The sector offers positions ranging from entry-level service roles to management positions, with many employers providing training and development opportunities. The industry's growth has also sparked demand for professionals in events management and tourism marketing.

The education sector presents numerous opportunities for both full-time and part-time employment. Educational institutions regularly seek teachers, tutors, and administrative staff. The rise of online learning has created additional opportunities for English language teachers and academic consultants who can work flexible hours from home or teaching centers.

Job hiring  in Davao, the digital economy has opened new avenues for employment. E-commerce specialists, digital content creators, and social media managers are in high demand as businesses increasingly establish their online presence. These positions often offer the flexibility of remote work while providing competitive compensation packages.

Professional development resources are readily available in Davao City, with numerous institutions offering skills training programs and industry certifications. Job seekers can access career counseling services, resume writing assistance, and interview coaching through various employment support organizations. These resources prove invaluable in helping candidates prepare for and secure desired positions.

The financial services sector in Davao has also experienced substantial growth, creating opportunities for banking professionals, insurance specialists, and investment consultants. These positions typically offer attractive compensation packages, including performance bonuses and health benefits, making them highly sought after by experienced professionals.

Davao's agricultural sector continues to evolve, combining traditional farming with modern agribusiness practices. This has created opportunities for agricultural technologists, food processing specialists, and supply chain professionals. The sector offers both technical and management positions, with many companies providing specialized training and development programs.

For those entering Davao's job market, proper preparation is essential. Successful job seekers typically maintain updated resumes, prepare comprehensive portfolios, and stay informed about industry developments. Professional networking, both online and offline, plays a crucial role in discovering opportunities and advancing careers in the city.

The future of Davao's job market looks promising, with emerging industries creating new employment opportunities. The city's commitment to economic development, coupled with its strategic location and robust infrastructure, continues to attract businesses and investors, ensuring a steady stream of job opportunities for qualified candidates.

Whether seeking full-time employment or part-time job in Davao City offers a diverse range of opportunities across multiple industries. Success in this dynamic job market often comes to those who combine proper preparation with continuous skill development and effective networking. As the city continues to grow and evolve, its job market remains a beacon of opportunity for professionals seeking to build meaningful careers in Mindanao's premier business hub.

[ritikay]

Breaking the Silos: How Smart Integration Transforms Field Service Operations

In the world of field service, speed and accuracy can make or break customer trust. But when important data is scattered across disconnected systems think spreadsheets, outdated software, and separate inventory tools efficiency takes a major hit. This blog explores how these “data silos” quietly undermine field service operations and what field leaders can do to fix it.

Data silos are like locked drawers of information that only a few people can access. They prevent smooth communication between office teams and technicians, leading to confusion, delays, and costly mistakes. For example, a technician may complete a job but forget to update the office because there’s no shared system. The result? Another technician gets sent for the same task. These situations cost time, money, and often customer goodwill.

Managers face several recurring challenges because of disconnected systems poor visibility into technician schedules, uncertain inventory levels, delayed reporting, and inconsistent customer communication. These problems don’t just disrupt daily operations; they hurt the customer experience and slow down decision-making.

The solution lies in integrated field service management software. These modern platforms bring customer details, job scheduling, inventory data, and asset history into a single system. With everything connected, managers can make real-time decisions, assign jobs more accurately, and give technicians all the details they need before arriving on-site.

Integrated systems also work hand-in-hand with tools like CRM, ERP, and inventory software. This alignment ensures that updates flow seamlessly across departments, reducing errors and boosting collaboration. Routine tasks like dispatching or sending customer updates can be automated, saving time and reducing manual slip-ups.

The payoff? Higher productivity, better-informed decisions, and smoother customer experiences. Field teams become more reliable and efficient, while customers enjoy faster, more professional service.

For leaders looking to move away from fragmented operations, the blog recommends evaluating current tools, choosing software that plays well with others, and preparing teams for change through proper training. It’s not just about upgrading your software it’s about unlocking your service potential by connecting what matters.

[invoicera1]

Field Service Management Software: What is it and How Can it Help Your Business? Discover the benefits of using FSM software to manage your field service operations, from scheduling and dispatching to tracking and reporting. Learn how to improve efficiency, reduce costs, and enhance customer satisfaction with our comprehensive guide.

[sognos]

When it comes to handling field operations, Field Service Management Software (FSM) has become an important application on a small scale. According to a recent survey conducted by FieldAware, about 75% of field service organisations reported improved productivity levels following their implementation of field service management software. These statistics illustrate the immediate requirement for small-scale enterprises to adopt FSM systems to remain competitive and efficient in today’s rapidly moving market.

[servitiumcrm]

Experience the power of Real-Time Insights! Is your business struggling with limited visibility into field operations? Say Goodbye to field service challenges with ServitiumCRM Field Service Management Solutions. Get instant updates on field engineer's activities, advanced monitoring, and informed decision-making. Explore ServitiumCRM Today!

[astiinfotech1]

The world is transitioning toward renewable energy unprecedentedly, with solar power leading the charge. The solar industry is pivotal in achieving global sustainability goals, accounting for nearly 60% of new global renewable energy capacity. However, this rapid expansion also brings unique challenges, particularly in managing a vast and dispersed field workforce. In this blog, we’ll explore the importance of field force management solutions in addressing these challenges and how they enable solar companies to streamline operations, enhance productivity, and achieve their growth objectives. Towards the conclusion, we’ll introduce IMPRINT, a field force management tool that has proven to be a game-changer in this space.

[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???

[xinganhao]

cherry on top 🍒 mafia boss!seungcheol x reader. (4)

stories like this always end with a damsel in distress. except—this time around—you’re not the one who needs saving. previous chapter + masterlist.

📄 Minutes of strategic information meeting, filed by Kim Mingyu (Mafia Soldier, Logistics & Recon)

Date: ██████████ Location: Safehouse Omega-9, Undisclosed City Perimeter Time: 03:17 HRS

ATTENDEES:

Yoon Jeonghan (Underboss)

Lee Chan (Combat Unit Leader)

Chwe Hansol (Surveillance Division)

Kim Mingyu (Logistics & Recon; Recording Officer)

Civilian Target [REDACTED] (Unauthorized Attendee)

AGENDA:

Contingency Plan for Retrieval of Boss (S.Coups)

Chain of Command During Absence

External Threat Assessment

[BEGIN TRANSCRIPT]

JEONGHAN: We go in through the east dock. Two snipers posted by 03:40. Chan leads breach. Hansol, your eyes stay on thermal—no improvisation this time.

HANSOL: I never improvise. My brilliance is structured.

CHAN: Can we not do this right now?

JEONGHAN: [ignoring them] Mingyu, once we get him out, you're on evac. Full blackout route. No trackers, no chatter.

MINGYU: Copy.

HANSOL: Any updates on who turned? Someone had to leak coordinates.

CHAN: There’s a list. We’ll handle it after we bring the boss home. One fire at a time.

[DOOR SLAMS OPEN. SOUND OF HIGH-HEELED FOOTSTEPS. SILENCE.]

CIVILIAN TARGET: You’re planning this without me?

JEONGHAN: [visibly tense] You weren’t invited.

CIVILIAN TARGET: He’s my belo—my boyfriend, Jeonghan. You think I’m just going to sit around while you play war games?

JEONGHAN: This isn’t a movie. You’re a civilian. You don’t belong in this room.

CIVILIAN TARGET: No, I’m the reason he still believes in soft things. I belong more than half the people at this table.

CHAN: She’s got a point.

JEONGHAN: Chan.

CHAN: I’m just saying. She’s not exactly fragile.

HANSOL: She did rewire one of my bugs with a paperclip. That was... not unimpressive.

JEONGHAN: [sighs] This isn’t about guts. It’s about blood.

CIVILIAN TARGET: Then you should know mine’s already on the line. Every second he’s gone, I feel it. And I’m done being sidelined. I’m not here to ask. I’m here to help.

[BEAT OF SILENCE. THEN—]

JEONGHAN: You get one job. And if you screw it up, I’ll personally drag you out.

CIVILIAN TARGET: Deal.

JEONGHAN: Hansol, give her the map. Mingyu, loop her in.

MINGYU: You’re going to need a comm. And a bulletproof vest.

CIVILIAN TARGET: Got both. And a knife in my boot.

CHAN: Okay, badass.

[MEETING CONTINUED UNDER LEVEL-2 SECRECY PROTOCOLS. TRANSCRIPT REDACTED. END OF MINUTES.]

FINAL NOTES:

Civilian Target formally added to Operation Homecoming roster.

Jeonghan authorized conditional field involvement.

Morale status: heightened.

Risk level: astronomically high.

🗂️ Operation Homecoming: Field Notes & Briefing Report, compiled by mafia underboss, Yoon Jeonghan

Clearance Level: Top Confidential Date Logged: ██████████ Location: Safehouse Omega-9

SUMMARY: Boss (S.Coups) was captured 48 hours ago following the receipt of a falsified emergency ping traced back to the civilian target’s encoded channel. The ping claimed she’d been injured and was en route to an undisclosed hospital in Sector D. According to surveillance logs, the Boss diverted course alone, abandoning standard security protocol. We believe he was intentionally isolated through signal jamming, then intercepted at the underpass beneath Route 14.

AUTOPSY OF THE TRAP:

Fake GPS tag mimicked civilian target’s bio-signal pattern

Voice distortion software replicated her distress call

EMP deployed upon vehicle arrival to disable tracking

Tactical unit waited with sedation-grade rounds

CURRENT LOCATION OF BOSS: Confirmed. Underground storage facility, formerly Syndicate-aligned. Defected cell now controls the zone. Reinforcements on site. Boss presumed alive—last thermal footage confirms faint movement.

INTERVENTION STRATEGY: OPERATION HOMECOMING

Phase One – Extraction:

Entry through east dock (03:40 HRS)

Chan leads breach unit, Hansol on thermal, Mingyu handling evac

All units silent channel only

Phase Two – Internal Sweep:

Civilian target assigned distraction and misdirection role (see below)

Two-minute window to locate and stabilize Boss

Phase Three – Extraction + Fade:

Mingyu initiates blackout route

Decoys deployed on west perimeter to delay pursuit

Rendezvous at Site Echo

CIVILIAN TARGET: PERFORMANCE LOG

Arrived wearing borrowed Kevlar and jeans tucked into combat boots. Asked if bulletproof vests same in women’s sizes. Did not wait for response.

Showed immediate enthusiasm, zero tactical finesse. Hansol gave her the map. She held it upside down. Twice.

Informed her she’d be working as the visual diversion. Her response: “Like bait?” Followed by: “Cool. I’m good at being annoying.”

Surprisingly effective. Created a loud enough ruckus on the perimeter to draw three guards off their posts. Managed to bluff her way past checkpoint by pretending to be a lost food delivery driver. Claimed she had gluten-free soba for a man named Kevin. There is no Kevin.

Still not sure how she pulled it off.

When Boss was found, he was semi-conscious but breathing. Whispered her name first.

END STATUS:

Boss retrieved.

Minimal casualties (1 injured – not fatal)

Facility compromised but not traced

Civilian target cried in the van. Then threatened to punch me for writing that down. I'm writing it down anyway.

FOOTNOTE — for Seungcheol’s eyes only: You’re reckless, stubborn, and impossible to reason with. But apparently, that’s your thing. You’re also luckier than most of us ever will be.

She didn’t sleep. Not once. Kept looking at every door like you might walk through it.

When you did, she didn’t even say anything. Just threw her arms around you like gravity stopped working.

Try not to make her go through that again.

– YJH

📱 Phone history log, filed by mafia soldier Chwe Hansol

Device: S.Coups' Personal Line (Encrypted Channel #017) Status: Outgoing Messages Only – Blocked by Signal Jammer Timestamp Range: ██:██–██:██ (Time of Abduction)

NOTE: Texts never reached intended recipient. Recovered during post-mission diagnostics. For archival purposes.

[01:12 AM] Where are you? They said you were hurt. I'm on my way.

[01:15 AM] Which hospital? No one's answering. This isn't funny. Call me.

[01:17 AM] Your signal keeps bouncing. Something's wrong. Stay where you are.

[01:21 AM] I swear to god if they laid a hand on you

[01:24 AM] No ambulance ever came.

[01:25 AM] This is a setup.

[01:27 AM] I'm so stupid. They used you. Fuck fuck fuck

[01:28 AM] I should've followed protocol. Should’ve sent Mingyu. Should’ve sent anyone but me.

[01:30 AM] If you get this, lock all the windows. Call Jeonghan. Stay put.

[01:34 AM] They knew I’d come for you.

[01:36 AM] This isn’t your fault.

[01:39 AM] Don’t come after me.

[01:41 AM] Love, beloved, please. Don’t try to save me.

[01:45 AM] You always do this—you throw yourself into fires you don't understand.

[01:49 AM] If they hurt you because of me, I’ll never forgive myself.

[01:52 AM] Tell Jeonghan to burn everything. Get out. Go far.

[01:54 AM] Forget me if you have to. Just live.

[02:01 AM] I love you. Please, please, please, don’t be stupid.

[END OF RECOVERED LOG]

📰 Excerpt from "The Ethics of Mafias: Love in the Line of Fire", a follow-up think piece by Xu Minghao

... If leadership within organized crime is already an ethical minefield, then love within it is something more volatile still: a paradox of vulnerability embedded in violence. New whispers surround the figure known only as S.Coups—the alleged mafia boss whose name, until recently, conjured images of discipline, domination, and an empire forged in precision.

Now, another narrative has emerged. One that reshapes how we understand not just the man, but the very myth he embodies.

According to rumors sourced from both within and outside the organization, S.Coups may have a romantic partner. Not a fellow operative, nor a political alliance. But a civilian. Someone unaffiliated and—crucially—untouched by the bloodied logic of the underworld.

If this is true, the implications are vast.

To love in his position is a risk. It is weakness, some would say. Yet others might argue that such love is the only thing capable of keeping a man like him from becoming monstrous. If the rumors are accurate, she is the reason he looks over his shoulder less. The reason he checks his own wrath. The reason his most trusted lieutenants have stopped fearing him and started worrying about him.

Love, here, is not a diversion. It is discipline.

And perhaps that is the most fascinating ethical twist of all: that this boss, so often theorized as either tyrant or savior, might be both—because of her.

Some say he texts her between assassinations. That he buys her gummy bears because she mentioned liking them once, months ago. That he has started folding her laundry and learning her aunt’s dietary restrictions. These are, of course, unconfirmed. They seem almost laughably mundane. But within the shadowed world of syndicates and secret wars, what could be more radical than tenderness?

Others claim that he was taken. There are now verified reports of a failed abduction and his eventual rescue. She was allegedly involved. They say she showed up unarmed, untrained, and utterly unafraid. They say she demanded to be part of the rescue mission. They say she was reckless, infuriating, and ultimately, instrumental.

And that when he saw her again, he wept.

To be loved, it turns out, is not always soft. Sometimes, it is brutal and inelegant and wildly inconvenient. But in the context of a life built on violence, to be loved is to be saved. Again and again. In the ways that matter.

Whether S.Coups is worthy of that love is not the question. The question is whether it has already changed him. Whether, in the end, the girl outside the syndicate might be the only thing real in a world made of smoke and mirrors.

And whether that, more than power or fear, will be his lasting legacy.

Mafia boss S.Coups is many things. Protector, manipulator. Brother, enemy, friend.

It seems we must add two more things:

Lover, and loved.

FIN. THANK YOU FOR READING CHERRY ON TOP!

› scroll through all my work ദ്ദി ˉ͈̀꒳ˉ͈́ )✧ ᶻ 𝗓 𐰁 .ᐟ my masterlist | @xinganhao

[trackolap]

How to Manage Field Operations Budget Through Expense Management Software?

Managing the budget of field sales operations can be challenging for businesses that are seeking to streamline operational efficiency while reducing irrelevant expenses. Field sales teams often come across diverse costs, from travel to equipment expenses. However, without a comprehensive process, monitoring these costs can result in inefficiency, budget overruns, and missed opportunities. To address this issue, you can rely on central expense management software to gain cost-saving insights effectively. 

Additionally, an expense management solution automates and optimizes the overall procedure of monitoring, reporting and evaluating diverse expenses under one platform. Robust features such as real-time visibility into a company’s spending patterns allow managers to make informed decisions and ensure adherence to the budget. Other features like automated expense approvals, establishing policies and managing digital receipts simplify administrative tasks, enabling the field workforce to prioritize other essential tasks regularly. 

Moreover, by integrating an expense management app into your field operations, you can gain control over the budget and promote transparency with your field sales team . This app further enhances accuracy in financial reporting, minimizes manual errors and empowers managers to allocate resources hassle-free. By having this app in place, you are likely to practice a well-managed budget that supports your field sales objectives and maintains financial discipline. 

Top Benefits of Leveraging Expense Management Software in Field Operations

An unorganized expense management process wastes the time of field employees and disrupts the organization’s operations in achieving significant sales targets. Administrative tasks like approvals and compliance are overlooked due to inefficient processes.

You can quickly address significant challenges by incorporating central expense management software. It helps make informed budgets, track varied expenses, automates reimbursement approval processes and offers opportunities for businesses to save operational costs. Let us delve in deeper to explore more benefits of using an automated expense management approach. 

1. Optimizes Expense Approval Procedures

Often, field managers struggle with approving expenses, as sometimes there is an approval overload, which may be difficult to manage manually. This leads to a high volume of expense claims from field employees or a disorganized process, which complicates the workflow. Sometimes, specific expense claims may require multiple individuals to approve one claim, which may demand back-and-forth coordination. 

However, an ideal expense management app automates approval procedures. Field employees can easily submit expense claims on the app, and the system automatically sends the request to the manager to approve, which saves time for team members and ensures managers have access to accurate information under one roof. 

Furthermore, this software sends reminders to managers to review and approve claims in real-time. Once the manager has approved the cost, the finance team can seamlessly view the details on the central dashboard and process the payment quickly. This approach simplifies managing expense claims effectively, and as employees receive reimbursement quickly, the likelihood of employee satisfaction is high.

2. Enables Establishing Budget Policy

Making sure compliance with the operational budget is yet another huge challenge for businesses today. When field employees have to report their expense claims manually, there are changes of repetitive errors and heightened claims. It becomes difficult for managers and financial teams to verify the accuracy of these claims without a defined process. 

To come to your rescue, an expense reporting software enables field managers to establish stringent rules, policies to ensure diverse teams stay transparent and meet with financial plans continuously. 

3. Streamlines Overall Financial Decisions

Businesses looking to optimize field operations understand the significance of expense databases. However, having access to this data and interpreting diverse data in real-time can be a game-changer for your business.

Additionally, an expense management solution allows companies to access data-driven insights, tapping into common spending patterns, pinpointing unnecessary costs and areas of improvement and identifying the need for further investments through advanced data analytics.

Moreover, expense reporting software allows managers to identify specific bottlenecks, streamline operational budgets and make financial decisions based on accurate insights. With advanced data analytics and customized reports, this software offers a clear view of where exactly resources are utilized and makes sure decisions are made with precision!

4. Minimizes Errors

Usually manual methods of managing operational expenses include paper forms and spreadsheets. If your organization is relying on such methods, you must be experiencing repetitive human errors in the process of tracking, approving and assessing significant expenses at the right time. These errors can introduce severe consequences to your operations, especially in legal liabilities and compliance factors. 

Additionally, these errors can occur at various stages like when field employees submit expense claims or when managers input data into spreadsheets, or while proceeding reimbursements. These inefficiencies impact financial accuracy and consume additional time and resources. 

This is the reason why it is essential to integrate expense management software as it automates these procedures and leaves room for inefficiencies to foster employee satisfaction and achieve maximized outcomes within budget. Moreover, with data-driven insights managers can identify areas where you can save cost and where resources need to focus to drive better sales. 

5. Provides Real-Time Visibility Into Spending

Organizations that focus on manual methods to manage field operational expenses may find it difficult to access insights into overall spendings on a regular basis. This can introduce difficulties into making informed decisions at the right time, preventing inefficiencies, unexpected frauds, or recognizing cost-saving opportunities. 

An expense management app provides real-time visibility in employee’s spending across field operations. Managers can access insights before employees complete their tasks or expense claims. Moreover, this application involves central and user-friendly dashboards which consolidates overall data. 

You can tap into KPIs like organization’s spending, average approval time for custom expense reports, highest spenders, recurring unnecessary costs and more. This approach plays a great role in making informed financial decisions, forecasting budgets and improving field operations without exceeding budgets or expanding resources. 

How to Manage Budget of Field Sales Operations via Expense Management Software?

Are you struggling to manage field operations within budget? Or do you find it difficult to maximize sales targets without exceeding budget or expanding resources? Don’t worry, TrackOlap’s expense reporting software can come to your rescue! With automated features, organizations can easily set significant budgets, track spendings and discover cost-effective opportunities to drive efficiency and overall success. 

1. Establish Policies for Operational Budget

An expense management solution enables businesses to establish policies for field operational budgets to ensure compliance with pre-defined guidelines. Managers can define specific regulations like daily allowances, travel cost limits and more to automatically flag non-compliant expense claims in real-time. This approach minimizes operational disruptions, heightened claims and makes sure each expense meets the organization's budget plan. 

Additionally, this software simplifies the process of approving expense claims by sending alerts in real-time for out-of-policy aspects. Field employees are likely to adhere to policies when they are aware of the fact their expenses are being monitored and audited continuously, which promotes accountability and prevents frauds or misuse of significant funds. 

2. Prepare for Unexpected Field Costs

Prioritizing financial planning is important, however your team won't be able to strictly adhere to the budget. Hence, managers must be prepared for unexpected sudden expenses amid sales cycles or field operations. When you create a budget for your next sales strategies, focus on allocating significant funds to unexpected circumstances for smooth field workflows. 

Additionally, you can assess historical data from expense management solution to identify common spending patterns, employee’s behaviours, usual field operational cost, budget vs actual spending to forecast further budgeting and manage operations hassle-free. 

3. Monitor Field Expenses Continuously

Incorporating an expense management app can help in accessing real-time visibility into spending patterns and leveraging a centralized solution to gain control over field procedures. This approach eliminates requirement for manual monitoring or dispersed spreadsheets, ultimately minimizing errors and time spent on administrative tasks. 

Additionally, field sales teams can report expenses in real-time through their mobile devices, upload digital receipts and categorize expenses like travel, fuel usage, and more. This will ensure every expense claim is documented systematically and accessible for everyone across departments, which simplifies the process of assessing expenses and reimbursements. 

Moreover, managers can easily identify high spending areas and adjust budgets to streamline resource utilization at the right time. With advanced reports and data analytics, managers can access actionable insights to ensure overall spendings are aligned with organizations financial objectives. https://www.youtube.com/embed/29QwTBXWfU8

4. Track Spending Trends Effectively

Evaluating spending trends is essential for managing operational budgets significantly. An expense management app offers detailed reports on how and where exactly funds are utilized effectively. Field managers can customize data through specific categories, teams or specific time in order to identify patterns like overspending on specific tasks or sales activities. 

These insights enable organizations to address inefficiencies, renegotiate vendor contracts, or explore cost-effective alternatives. By staying informed about spending trends, companies can implement corrective measures to ensure budget adherence and maximize ROI from field sales operations.

5. Simplifies Forecasting Budget for Field Operations

By using expense management tools, organizations can seamlessly forecast budgets accurately based on insightful data on overall spendings. Managers can identify seasonal trends in field operations including enhanced travelling during product launches, or enhanced demand during peak season. This approach enables making budget adjustments to meet with expected spikes in expenses. 

With predictive analytics, businesses can create dynamic budgets catered to adapt to changes and make sure financial flexibility in the long run. This feature empowers managers to allocate resources and prepare for unforeseen expenses and streamline financial planning with data-driven insights.

Conclusion

Managing budget for field operations can be simplified by automating the process of tracking spendings, approving expense claims and evaluating overall cost through a data-driven approach. With features of expense management software like custom approval process, automated audits, extensive expense policy, and more can help in optimizing financial planning. 

Contact our experts to explore more ab out features of expense management systems for transforming field operations!

[nostalgebraist]

Anthropic's stated "AI timelines" seem wildly aggressive to me.

As far as I can tell, they are now saying that by 2028 – and possibly even by 2027, or late 2026 – something they call "powerful AI" will exist.

And by "powerful AI," they mean... this (source, emphasis mine):

In terms of pure intelligence, it is smarter than a Nobel Prize winner across most relevant fields – biology, programming, math, engineering, writing, etc. This means it can prove unsolved mathematical theorems, write extremely good novels, write difficult codebases from scratch, etc. In addition to just being a “smart thing you talk to”, it has all the “interfaces” available to a human working virtually, including text, audio, video, mouse and keyboard control, and internet access. It can engage in any actions, communications, or remote operations enabled by this interface, including taking actions on the internet, taking or giving directions to humans, ordering materials, directing experiments, watching videos, making videos, and so on. It does all of these tasks with, again, a skill exceeding that of the most capable humans in the world. It does not just passively answer questions; instead, it can be given tasks that take hours, days, or weeks to complete, and then goes off and does those tasks autonomously, in the way a smart employee would, asking for clarification as necessary. It does not have a physical embodiment (other than living on a computer screen), but it can control existing physical tools, robots, or laboratory equipment through a computer; in theory it could even design robots or equipment for itself to use. The resources used to train the model can be repurposed to run millions of instances of it (this matches projected cluster sizes by ~2027), and the model can absorb information and generate actions at roughly 10x-100x human speed. It may however be limited by the response time of the physical world or of software it interacts with. Each of these million copies can act independently on unrelated tasks, or if needed can all work together in the same way humans would collaborate, perhaps with different subpopulations fine-tuned to be especially good at particular tasks.

In the post I'm quoting, Amodei is coy about the timeline for this stuff, saying only that

I think it could come as early as 2026, though there are also ways it could take much longer. But for the purposes of this essay, I’d like to put these issues aside [...]

However, other official communications from Anthropic have been more specific. Most notable is their recent OSTP submission, which states (emphasis in original):

Based on current research trajectories, we anticipate that powerful AI systems could emerge as soon as late 2026 or 2027 [...] Powerful AI technology will be built during this Administration. [i.e. the current Trump administration -nost]

See also here, where Jack Clark says (my emphasis):

People underrate how significant and fast-moving AI progress is. We have this notion that in late 2026, or early 2027, powerful AI systems will be built that will have intellectual capabilities that match or exceed Nobel Prize winners. They’ll have the ability to navigate all of the interfaces… [Clark goes on, mentioning some of the other tenets of "powerful AI" as in other Anthropic communications -nost]

----

To be clear, extremely short timelines like these are not unique to Anthropic.

Miles Brundage (ex-OpenAI) says something similar, albeit less specific, in this post. And Daniel Kokotajlo (also ex-OpenAI) has held views like this for a long time now.

Even Sam Altman himself has said similar things (though in much, much vaguer terms, both on the content of the deliverable and the timeline).

Still, Anthropic's statements are unique in being

official positions of the company

extremely specific and ambitious about the details

extremely aggressive about the timing, even by the standards of "short timelines" AI prognosticators in the same social cluster

Re: ambition, note that the definition of "powerful AI" seems almost the opposite of what you'd come up with if you were trying to make a confident forecast of something.

Often people will talk about "AI capable of transforming the world economy" or something more like that, leaving room for the AI in question to do that in one of several ways, or to do so while still failing at some important things.

But instead, Anthropic's definition is a big conjunctive list of "it'll be able to do this and that and this other thing and...", and each individual capability is defined in the most aggressive possible way, too! Not just "good enough at science to be extremely useful for scientists," but "smarter than a Nobel Prize winner," across "most relevant fields" (whatever that means). And not just good at science but also able to "write extremely good novels" (note that we have a long way to go on that front, and I get the feeling that people at AI labs don't appreciate the extent of the gap [cf]). Not only can it use a computer interface, it can use every computer interface; not only can it use them competently, but it can do so better than the best humans in the world. And all of that is in the first two paragraphs – there's four more paragraphs I haven't even touched in this little summary!

Re: timing, they have even shorter timelines than Kokotajlo these days, which is remarkable since he's historically been considered "the guy with the really short timelines." (See here where Kokotajlo states a median prediction of 2028 for "AGI," by which he means something less impressive than "powerful AI"; he expects something close to the "powerful AI" vision ["ASI"] ~1 year or so after "AGI" arrives.)

----

I, uh, really do not think this is going to happen in "late 2026 or 2027."

Or even by the end of this presidential administration, for that matter.

I can imagine it happening within my lifetime – which is wild and scary and marvelous. But in 1.5 years?!

The confusing thing is, I am very familiar with the kinds of arguments that "short timelines" people make, and I still find the Anthropic's timelines hard to fathom.

Above, I mentioned that Anthropic has shorter timelines than Daniel Kokotajlo, who "merely" expects the same sort of thing in 2029 or so. This probably seems like hairsplitting – from the perspective of your average person not in these circles, both of these predictions look basically identical, "absurdly good godlike sci-fi AI coming absurdly soon." What difference does an extra year or two make, right?

But it's salient to me, because I've been reading Kokotajlo for years now, and I feel like I basically get understand his case. And people, including me, tend to push back on him in the "no, that's too soon" direction. I've read many many blog posts and discussions over the years about this sort of thing, I feel like I should have a handle on what the short-timelines case is.

But even if you accept all the arguments evinced over the years by Daniel "Short Timelines" Kokotajlo, even if you grant all the premises he assumes and some people don't – that still doesn't get you all the way to the Anthropic timeline!

To give a very brief, very inadequate summary, the standard "short timelines argument" right now is like:

Over the next few years we will see a "growth spurt" in the amount of computing power ("compute") used for the largest LLM training runs. This factor of production has been largely stagnant since GPT-4 in 2023, for various reasons, but new clusters are getting built and the metaphorical car will get moving again soon. (See here)

By convention, each "GPT number" uses ~100x as much training compute as the last one. GPT-3 used ~100x as much as GPT-2, and GPT-4 used ~100x as much as GPT-3 (i.e. ~10,000x as much as GPT-2).

We are just now starting to see "~10x GPT-4 compute" models (like Grok 3 and GPT-4.5). In the next few years we will get to "~100x GPT-4 compute" models, and by 2030 will will reach ~10,000x GPT-4 compute.

If you think intuitively about "how much GPT-4 improved upon GPT-3 (100x less) or GPT-2 (10,000x less)," you can maybe convince yourself that these near-future models will be super-smart in ways that are difficult to precisely state/imagine from our vantage point. (GPT-4 was way smarter than GPT-2; it's hard to know what "projecting that forward" would mean, concretely, but it sure does sound like something pretty special)

Meanwhile, all kinds of (arguably) complementary research is going on, like allowing models to "think" for longer amounts of time, giving them GUI interfaces, etc.

All that being said, there's still a big intuitive gap between "ChatGPT, but it's much smarter under the hood" and anything like "powerful AI." But...

...the LLMs are getting good enough that they can write pretty good code, and they're getting better over time. And depending on how you interpret the evidence, you may be able to convince yourself that they're also swiftly getting better at other tasks involved in AI development, like "research engineering." So maybe you don't need to get all the way yourself, you just need to build an AI that's a good enough AI developer that it improves your AIs faster than you can, and then those AIs are even better developers, etc. etc. (People in this social cluster are really keen on the importance of exponential growth, which is generally a good trait to have but IMO it shades into "we need to kick off exponential growth and it'll somehow do the rest because it's all-powerful" in this case.)

And like, I have various disagreements with this picture.

For one thing, the "10x" models we're getting now don't seem especially impressive – there has been a lot of debate over this of course, but reportedly these models were disappointing to their own developers, who expected scaling to work wonders (using the kind of intuitive reasoning mentioned above) and got less than they hoped for.

And (in light of that) I think it's double-counting to talk about the wonders of scaling and then talk about reasoning, computer GUI use, etc. as complementary accelerating factors – those things are just table stakes at this point, the models are already maxing out the tasks you had defined previously, you've gotta give them something new to do or else they'll just sit there wasting GPUs when a smaller model would have sufficed.

And I think we're already at a point where nuances of UX and "character writing" and so forth are more of a limiting factor than intelligence. It's not a lack of "intelligence" that gives us superficially dazzling but vapid "eyeball kick" prose, or voice assistants that are deeply uncomfortable to actually talk to, or (I claim) "AI agents" that get stuck in loops and confuse themselves, or any of that.

We are still stuck in the "Helpful, Harmless, Honest Assistant" chatbot paradigm – no one has seriously broke with it since that Anthropic introduced it in a paper in 2021 – and now that paradigm is showing its limits. ("Reasoning" was strapped onto this paradigm in a simple and fairly awkward way, the new "reasoning" models are still chatbots like this, no one is actually doing anything else.) And instead of "okay, let's invent something better," the plan seems to be "let's just scale up these assistant chatbots and try to get them to self-improve, and they'll figure it out." I won't try to explain why in this post (IYI I kind of tried to here) but I really doubt these helpful/harmless guys can bootstrap their way into winning all the Nobel Prizes.

----

All that stuff I just said – that's where I differ from the usual "short timelines" people, from Kokotajlo and co.

But OK, let's say that for the sake of argument, I'm wrong and they're right. It still seems like a pretty tough squeeze to get to "powerful AI" on time, doesn't it?

In the OSTP submission, Anthropic presents their latest release as evidence of their authority to speak on the topic:

In February 2025, we released Claude 3.7 Sonnet, which is by many performance benchmarks the most powerful and capable commercially-available AI system in the world.

I've used Claude 3.7 Sonnet quite a bit. It is indeed really good, by the standards of these sorts of things!

But it is, of course, very very far from "powerful AI." So like, what is the fine-grained timeline even supposed to look like? When do the many, many milestones get crossed? If they're going to have "powerful AI" in early 2027, where exactly are they in mid-2026? At end-of-year 2025?

If I assume that absolutely everything goes splendidly well with no unexpected obstacles – and remember, we are talking about automating all human intellectual labor and all tasks done by humans on computers, but sure, whatever – then maybe we get the really impressive next-gen models later this year or early next year... and maybe they're suddenly good at all the stuff that has been tough for LLMs thus far (the "10x" models already released show little sign of this but sure, whatever)... and then we finally get into the self-improvement loop in earnest, and then... what?

They figure out to squeeze even more performance out of the GPUs? They think of really smart experiments to run on the cluster? Where are they going to get all the missing information about how to do every single job on earth, the tacit knowledge, the stuff that's not in any web scrape anywhere but locked up in human minds and inaccessible private data stores? Is an experiment designed by a helpful-chatbot AI going to finally crack the problem of giving chatbots the taste to "write extremely good novels," when that taste is precisely what "helpful-chatbot AIs" lack?

I guess the boring answer is that this is all just hype – tech CEO acts like tech CEO, news at 11. (But I don't feel like that can be the full story here, somehow.)

And the scary answer is that there's some secret Anthropic private info that makes this all more plausible. (But I doubt that too – cf. Brundage's claim that there are no more secrets like that now, the short-timelines cards are all on the table.)

It just does not make sense to me. And (as you can probably tell) I find it very frustrating that these guys are out there talking about how human thought will basically be obsolete in a few years, and pontificating about how to find new sources of meaning in life and stuff, without actually laying out an argument that their vision – which would be the common concern of all of us, if it were indeed on the horizon – is actually likely to occur on the timescale they propose.

It would be less frustrating if I were being asked to simply take it on faith, or explicitly on the basis of corporate secret knowledge. But no, the claim is not that, it's something more like "now, now, I know this must sound far-fetched to the layman, but if you really understand 'scaling laws' and 'exponential growth,' and you appreciate the way that pretraining will be scaled up soon, then it's simply obvious that –"

No! Fuck that! I've read the papers you're talking about, I know all the arguments you're handwaving-in-the-direction-of! It still doesn't add up!

[charseraph]

Noosciocircus agent backgrounds, former jobs at C&A, assigned roles, and current internal status.

Kinger

Former professor — Studied child psychology and computer science, moved into neobotanics via germination theory and seedlet development.

Seedlet trainer — Socialized and educated newly germinated seedlets to suit their future assignments. I.e. worked alongside a small team to serve as seedlets’ social parents, K-12 instructors, and upper-education mentors in rapid succession (about a year).

Intermediary — Inserted to assist cooperation and understanding of Caine.

Partially mentally mulekicked — Lives in state of forgetfulness after abstraction of spouse, is prone to reliving past from prior to event.

Ragatha

Former EMT — Worked in a rural community.

Semiohazard medic — Underwent training to treat and assess mulekick victims and to administer care in the presence of semiohazards.

Nootic health supervisor— Inserted to provide nootic endurance training, treat psychological mulekick, and maintain morale.

Obsessive-compulsive — Receives new agents and struggles to maintain morale among team and herself due to low trust in her honesty.

Jax

Former programmer — Gained experience when acquired out of university by a large software company.

Scioner — Developed virtual interfaces for seedlets to operate machinery with.

Circus surveyor — Inserted to assess and map nature of circus simulation, potentially finding avenues of escape.

Anomic — Detached from morals and social stake. Uncooperative and gleefully combative.

Gangle

Former navy sailor — Performed clerical work as a yeoman, served in one of the first semiotically-armed submarines.

Personnel manager — Recordkept C&A researcher employments and managed mess hall.

Task coordinator — Inserted to organize team effort towards escape.

Reclused — Abandoned task and lives in quiet, depressive state.

Zooble

No formal background — Onboarded out of secondary school for certification by C&A as part of a youth outreach initiative.

Mule trainer — Physically handled mules, living semiohazard conveyors for tactical use.

Semiohazard specialist — Inserted to identify, evaluate, and attempt to disarm semiotic tripwires.

Debilitated and self-isolating — Suffers chronic vertigo from randomly pulled avatar. Struggles to participate in adventures at risk of episode.

Pomni

Former accountant — Worked for a chemical research firm before completing her accreditation to become a biochemist.

Collochemist — Performed mesh checkups and oversaw industrial hormone synthesis.

Field researcher — Inserted to collect data from fellows and organize reports for indeterminate recovery. Versed in scientific conduct.

In shock — Currently acclimating to new condition. Fresh and overwhelming preoccupation with escape.

Caine

Neglected — Due to project deadline tightening, Caine’s socialization was expedited in favor of lessons pertinent to his practical purpose. Emerged a well-meaning but awkward and insecure individual unprepared for noosciocircus entrapment.

Prototype — Germinated as an experimental mustard, or semiotic filter seedlet, capable of subconsciously assembling semiohazards and detonating them in controlled conditions.

Nooscioarchitect — Constructs spaces and nonsophont AI for the agents to occupy and interact with using his asset library and computation power. Organizes adventures to mentally stimulate the agents, unknowingly lacing them with hazards.

Helpless — After semiohazard overexposure, an agent’s attachment to their avatar dissolves and their blackroom exposes, a process called abstraction. These open holes in the noosciocircus simulation spill potentially hazardous memories and emotion from the abstracted agent’s mind. Caine stores them in the cellar, a stimulus-free and infoproofed zone that calms the abstracted and nullifies emitted hazards. He genuinely cares about the inserted, but after only being able to do damage control for a continually deteriorating situation, the weight of his failure is beginning to weigh on him in a way he did not get to learn how to express.

[lowkeyerror]

The Family Business Ch.2

WandaNat x Reader

Word Count: 2.5k

Ch Notes: No warnings for this chapter, Krolik=Bunny, Sestra=Sister

Summary: Wanda was sent away on important business, by the time she comes back you're all grown up and a part of the family company. Wanda doesn't come back home empty handed in fact she returns with a brand new wife.

An: Ok someone asked me for Ch.2 early and I had to deliver. Next Ch.3 will be up on Monday. Stay tuned and hope you enjoy.

Series Masterlist | Masterlist

True to their word, the Maximoff’s provided you with a roof over your head and protection wherever you went. You never worried about your mother again and you saw your father whenever his schedule permitted. However, your primary residence was with the Maximoff’s. They were just as kind as they had always been.

Dragos and Flora paid for anything you could ever want or need. They paid for your tuition at NYU, though you tried to argue against it. You double majored in software engineering and physics. Without the constant insecurities that your parents piled on you, you were able to reach new academic heights.

Wanda had gone off right before her college graduation, Dragos said she was doing important work internationally. He didn’t know when she would be returning. There was a small part of you that hated that the woman didn’t come to your graduation, but a card from her in the mail was enough to make you smile.

Once you had your degrees you weighed your options. After multiple boring interviews and under stimulating work you finally asked Dragos if there was anything you could do in the family business. Pietro wasn’t thrilled about you wanting to be involved, but once he saw you at work, he knew you’d fit right in.

The crime was fronted by a legitimate business that Dragos owned. Which meant that you got to work out of one the tallest office buildings in New York. Your standing with the family also afforded you a desk pretty high up. When you weren’t hacking into competitors’ systems or running field operations, you did simple accounting for the company. It was easier that way, as the numbers for both the true business and the under-cover business were vetted by you.

“Y/n, come on a delivery with me?” Pietro pops his head into your office space.

“What kind of delivery?”

He smirks, “Special.”

You quickly grab your jacket and follow him out of your office. As you navigate to the bottom floor the two of you make small talk.

“So, when are you going to stop playing around and ask Monica out?”

Pietro rolls his eyes, “When you date someone for more than 2 outings.”

You feign a pained look, “Ouch, that one hurts Piet.”

“The truth often does.”

Once you both are out of the building and into the car your demeanor changes a bit, “So who are these going to?”

“Mr. H.”

You groan, “That guy’s sketchy, I don't like him.”

Pietro laughs, “I’m sure a lot of people feel the same way about us. “

“Whatever,” you mumble, scrolling through your phone.

The rest of the ride is quiet, until you pull up to the drop of location. “So, I’m going in and dropping the stuff off. You’re going to wait for me in the driver's seat.”

“Why the driver’s seat?”

He blinks at you, “In case we need to get away faster, you'll already be in here. Keep the car running, this should be quick.”

While Pietro goes in to handle the business, you let your mind spiral into thoughts about Wanda. You miss her and feel like it has been too long. Dragos said that she ended up staying in Russia for awhile before heading to their home country of Sokovia. Apparently, while he ran the business here, she ran the operations over there.

You weren’t surprised that Wanda was trusted with such an important role, she always had leadership qualities. For a long while you thought you wanted to be just like her. Instead, you realized that the older woman had been someone you were interested in. Wanda had nearly a decade on you in age, but how could you not like her as a young queer girl.

Sometimes you could still feel her hand delicately grazing your torso as she patched up the wounds your mother inflicted. For awhile in the Maximoff’s home everyone treated you as if you would break into a million pieces. Maybe Wanda did too, but it was different with her.

She wasn’t just careful with you because she was scared, you’d break, but she truly believed that you deserved the care. Even when you began training with her, she treated you delicately. You wanted to learn how to protect yourself and she stepped right in and became the perfect teacher. You also began going to the gym with Pietro at least once a week. You weren’t trying to be buff, but just in shape enough to defend yourself if you needed.

Even though your outward appearance changed to be stronger. You felt as though Wanda saw right through that into your deepest insecurities and tended to them accordingly.

Your daydreaming is cut short by Pietro busting out of the warehouse where the drop was supposed to take place, with the goods still in his hand.

“DRIVE! DRIVE! DRIVE!”

He jumps into the passenger seat, and you hit the gas. Pietro is talking to you, but your adrenaline is kicking in. Your fieldwork doesn’t really get this exciting without a debrief. Getaway driver is definitely a new change in speed.

Your eyes focus solely on the road, ignoring what the man is saying as his chest heaves up and down. A quick glance in the rearview mirror tells you that they are following you. While you are curious about what happened, those questions can be answered later. 

Pietro is actually mildly impressed with your driving skills. Your sharp turns and redirections are top notch in his opinion. Though you are doing great the guys are still tailing you.

You think for a moment, trying to remember the nearest parking garage. You realize that it’s behind you and brake hard, you weave through oncoming traffic to try to get to the parking garage.

“Get ready to hop out,” you say to Pietro parking the car. Once you do the blonde starts running on foot and you call after him. He stops in his tracks frantic until he sees you breaking into another car. When you get in you drive normally out of the parking structure and straight back to the office.

“Jesus Christ, Y/n I didn’t know you could drive like that?”

Pietro grabs the wooden box from his lap before walking to the elevator. He wipes his hands on his jeans and proceeds as though it was a just another day.

“So, what the fuck happened?”

He raises an eyebrow, “You weren’t listening in the car?”

“Duh, I was a little preoccupied with the whole driving for my life thing.”

“I guess you'll hear it when I tell Papa then.”

The two of you are definitely headed to the top floor of the building to inform Dragos of what has transpired. Pietro is never one for knocking and simply barges into the man’s office.

“Papa, do you have a- Sestra?”

Pietro’s sentence dies in his throat as he gets a glimpse of his older sister. He wastes no time sitting in the wooden box on a couch nearby and scooping up the redhead in a tight hug. You could hear them exchanging more words in their mother language. It’s an unexpectedly tender moment as Pietro tries to keep things on the light side.

Somewhere in the hug Wanda’s eyes land on you and they widen slightly. She untangles herself from her brother to get a good look at you. She’s older, as expected, but age had been more than kind to her. Wanda looks as elegant as ever, an air of distinguish surrounds her.

The way she looks at you makes you feel like a teenager again. You do your best not to squirm under her gaze. When a smile placed itself on her lips, you feel relief washing over you. Finally, after what seemed like an eternity, she pulls you in to a big hug.

Her hands rise to hold your face, pulling back just slightly. She wants to get a good look at you. The softness of her hands causes you to blush.

“You’ve grown up on me little krolik.”

She releases the hold, and you speak, “You’ve been gone a long time, Wanda.”

There it is, in your voice for the first time in years; That fragile tone that you had only ever allowed Wanda to hear. You hope it didn't sound as desperate to everyone else in the room and it didn't. But Wanda picked up on it instantly.

“I have, but now I'm back; permanently,” Wanda says, keeping her eyes on you.

“And she brought a friend,” Dragos interjects, and you watch Wanda roll her eyes.

“She’s more than a friend Papa, she’s my wife and she’s sitting right here. I expect you to treat her kindly.”

Wanda is married and to a woman. Your mind scrambles to piece together what had happened in the years that she was gone for this to be the case. It is hard for you to digest what the woman had said. Your breathing becomes a little shallow, but no one takes notice.

Finally, you take notice of the other woman in the room, sitting in the chair next to the one Wanda had just been sitting in. Your mouth dries at the sight of her. The woman is stunning. Her auburn hair is a few shades darker than Wanda’s. She has a button nose, soft pink lips and piercing green eyes. You couldn't be mad at Wanda for marrying such a beautiful woman.

“Sestra, you’re married?” Pietro exclaims, looking between the two women dramatically.

“Yes; Y/n, Pietro, this is my wife, Natasha Romanoff.”

Your eyes linger on the woman even when Dragos claps his hands together to get the attention of the room, “Piet you were saying something important. I see that Mr. H didn't get his package.”

Any further pleasantries would have to wait.

“Papa it was a bad deal. They tried short me on our exchange, so I told them they could either bring me the rest of what they owe, or I’d be walking. They planned to take the package from me, so I ran immediately to the car. Of course they chased after me, but thanks to need for speed over here we got away.”

Dragos pinches the bridge of his nose lightly, “Don’t I always say being back up?”

Pietro answers back, “I took Y/n.”

This causes Natasha to chuckle a bit.

Your eyes narrow at her, “Something funny?”

She doesn’t back down, “Well from the way Wanda described you, you don't necessarily scream back up.”

Your jaw clenches slightly and you steal a quick glance at Wanda, “Wanda hasn’t seen me in over 5 years. I’m not that fragile little kid anymore.”

Dragos nods proudly, “Y/n is the biggest asset we have in this organization. She’s by far the glue that holds this all together and I will not tolerate any disrespect thrown her way.” The final part of his sentence carries a lot of weight to it, it’s a verbal warning.

Wanda clears her throat, “Hammerhead is a loyal customer, why would he try to cheat us?”

“He could have a new dealer,” you speak up. “Someone who might be charging less for similar goods.”

“You think someone is dumb enough to try to undercut us?” Pietro questions.

You speak candidly, “I think that people in this city can be greedy, and greed blinds all good sense.”

Dragos clearly agrees, “We need eyes and ears on the streets listening to anything about dealers that aren't us. I need a meeting with Hammerhead to make sure he’s got that big ugly head of his on straight. Y/n if I can't sell this, I'm going to have see a profit of this quantity somewhere else on the sheets.”

“Let Natasha and I come with you to your meeting Papa. I want you to see what we're capable of.”

“Papa, is this woman going to be joining our group?” Pietro asks.

You turn your attention to Dragos, curious of what the man has to say. There is an unbridled shine in Wanda’s eyes and a small upturn of Natasha’s lip. They seem to think that the man would say yes immediately.

Instead, he heavily sighs, “For now Ms. Romanoff is simply Wanda’s… wife. There is a chance that she’ll be given access to join. However, her involvement isn’t guaranteed. So just to be clear, she’s not going to be sitting in on the meeting.”

Wanda wants to fight back, you can tell, but she refrains. The playfulness of her features dissipates as she responds, “Is she at least allowed to stay and watch them work?”

“Y/n do you mind if Ms. Romanoff shadows you for the rest of the day?” You know what Dragos was actually asking of you. He wants you to vet her.

Your eyes land on the woman, staring at her intensely, “Sure.”

She squirms in her seat which makes you smile a bit.

“Pietro,” Dragos starts.

“Eyes & ears I’ve got it Papa,” he’s out of the door fast, setting the plan in motion.

Dragos presses a small button on his desk, “Kate can you set up a meeting between Hammerhead & I. It needs to be as soon as possible. Make it clear that if I’m kept waiting, there will be extra fees to pay. Ones that can't be bought by money.”

“No problem Mr. Maximoff. Should I have Clint get the car ready?” She responds over the intercom.

“That’ll be great, thank you Kate.”

Now it is Wanda who claps her hands, “So I guess it’s time to get to work. Which mean it’s time to say goodbye to my beautiful wife and my little krolik.”

Natasha stands from her seat and places a gentle kiss on Wanda’s lips. “Be safe,” she murmurs, not quite ready to part from her wife.

“I’ll be fine Nat, it’s just business as usual.”

Something about the two women in the same line of sight together made you feel weird. You had seen beautiful couples before, but you seem to be a little mesmerized by the sight of Natasha and Wanda. For now, you would say that it was just the shock of seeing Wanda after all these years and being blindsided by the news of her marriage.

“Have you changed too much to give me a hug before you go?”

The teasing tone in Wanda’s voice makes you roll your eyes. You walk over to her nonetheless, “I hugged you earlier, you know.”

Wanda doesn’t hesitate to pull you into another hug. “I know, but maybe two is too much for the new Y/n.”

You look up at her, maybe for a second too long, and you can’t help yourself, “Don’t worry, part of me is still your little krolik.”

A slight blush paints over her features as she smiles at you, “Good, keep my wife safe, ok?”

Your eyes cut to Natasha, “Of course, I’ll leave you guys to it.”

You walk out of the office with Wanda’s wife trailing closely behind you.  

“So, are you going to show me what makes you the glue?”

Her words make smile tug on the edge of your lips, “If you’re lucky.”