#Big Data Automation Testing

[abathurofficial]

Abathur

At Abathur, we believe technology should empower, not complicate.

Our mission is to provide seamless, scalable, and secure solutions for businesses of all sizes. With a team of experts specializing in various tech domains, we ensure our clients stay ahead in an ever-evolving digital landscape.

Why Choose Us? Expert-Led Innovation – Our team is built on experience and expertise. Security First Approach – Cybersecurity is embedded in all our solutions. Scalable & Future-Proof – We design solutions that grow with you. Client-Centric Focus – Your success is our priority.

[internshipenvistream]

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[la-patrona-magdalena]

Synopsis:

You always wanted your family to look at you, even just once. At least with a bit of the affection they gave to the portraits of your mother. Too bad that when they finally did, you were looking at the pages of a comic that showed the cruel future.

Inspired by the manhwa: no place for the Fake Princess

Warnings: English is not my first language, so I used a translator. Yandere content, neglect, abandonment, angst (?), allusions to death, original character (not the reader), allusions to torture. I try to keep the gender neutral,but in part there are mostly feminine pronouns. If any warnings are missing here, please let me know.

Disclaimer: This fanfic is for personal reading only. The use of this text for AI model training, data mining, commercial purposes, or any automated reproduction is strictly prohibited without the explicit consent of the author. Translation or reposting to other platforms is also strictly prohibited without the author's permission

Thank you.

You can read the fanfic in its original language (Spanish) on my AO3

Big thanks to @seleneprince for being the English beta reader

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Masterlist

Chapter Three - Seeing into the void

Studying today was hard. At first, as your teacher began the class, you thought the best thing would be to study, sake advantage of the high‑level education being part of this family can offer you for now, but you were still too overwhelmed by last night and this morning. Halfway through, you thought about going to tell your da-… Bruce, if he could let you skip your classes today.

He probably would have agreed, even though you… even though Bruce doesn’t hug you, pay attention to you, or look at you, he never refused your requests—so long as they weren’t about giving you attention.

Which is equivalent to nothing, because you don’t even speak to him when you need something. Almost every time you needed anything, if not every single time, you went through Alfred.

Sometimes you wondered if Bruce even listened to what Alfred told him, or if he just agreed to get you out of his hair. One of these days you’ll ask for something ridiculous just to test your theory.

Though, with what you now know, his attitude toward you makes sense.

In the end, you decided not to say anything because, first, it would be very odd to suddenly skip classes; you already had Tim worried about you after last night, and you didn’t want to worsen his strange behavior. And second, you thought that once your last class ended, you’d feel more relieved.

But you didn’t.

Somehow—though you have no idea how—you made it through today’s lessons until you reached your knitting workshop.

You stared at the balls of yarn in front of you with no enthusiasm. Yarn is the only thing you know that truly belongs to you in this house; neither your family nor your place in this mansion are yours. You never should’ve been here in the first place.

Your room is empty because you wanted to save space for the gifts you hoped they’d give you…after all, you have like five siblings! You have five… five people who live so close to you… and the rest… and… You don't know how to refer to such a large family where you steal someone's place.

Part of you is relieved those spaces remain vacant, if they’d given you anything, you’d feel it didn’t belong to you.

Instead, there are only your basic things, plus decorations, cushions, and blankets you made yourself from yarn you knitted. Some were ugly, but you still loved them. And now, you love them even more, because they’re the only things truly yours in this empty mansion.

Despite that, you haven't started knitting, you haven't picked up the needles, you've already received instructions from your teacher, but you don't have the spirit to start anything.

—Sweetheart, is something wrong?— she asked, noticing your distant gaze. You felt a slight chill run through you when her voice pulled you from your trance. — No… It’s just me… — You didn’t know what to say. Mrs. Sophia had always been so kind to you, and you wanted to tell her everything. But you’d decided not to tell anyone… and now you didn’t know who to trust. What if she was only nice because of the money Mr. Bruce paid her? — We can end the class now, if you’d like. — Her tone was gentle. She approached, as if to place her hand on your shoulder, but stopped herself and lowered her arm. “Today’s work will be your homework, okay?”

Honestly, you have no energy to continue—even though this was your favorite workshop, the one you’d requested yourself. — I’d really appreciate that… — you managed your best smile.

A few minutes later, the room was empty.

You walked through the hallways, feeling even more distant because of what you’d discovered. You had to set a plan in motion to escape this place, and erase every trace proving you’d ever been a Wayne, before the Joker learned of your existence, if he doesn’t already know and hasn’t used that information against you.

You have five years, counting this one, to plan how to flee a clown with a record for breaking out of a maximum‑security prison, and to wipe your identity from the world’s greatest detective.

You returned to your room, left your unfinished assignments from every class on your desk, and instead of beginning them as you normally would, you went straight to look under your bed for the three comics.

Thank goodness Alfred hadn’t tidied up today; with everything that happened, you’d forgotten to hide your daily pill, You saved yourself that trouble and the trouble of explaining everything.

You sat on the bed holding the two comics. Having them back in your hands and in front of you made your body feel heavy and your breathing quicken, you hadn’t touched these comics since before you discovered Tim’s double life.

You took your small Bluey wool plush and squeezed it, breathing as Tim had taught you to the night before.

You have to calm down. You can't panic every time you see the future on some pages. Your crisis will be worse if you let what you saw there happen.

Your heart steadies as air fills your lungs more normally. The poor blue plush in your hands is a little damaged by the force of your grip, you’re sure your nails could have pierced the fabric.

You’ll fix it later. For now, your priority is to think about what you’ll do with your life in the years you have left to plan.

What would someone as brilliant as Bruce or Tim do in your situation?

This isn’t a case, unless you consider your escape and disappearance one.

Well, the first thing you’d do if you were a vigilante hunting a criminal would be… investigate. Gather information.

Exactly. First, you’d compile every detail from the comics you thought might be useful, and with that, you’d figure out your best options for getting away.

Alfred was slightly surprised.

— Since class began, I’ve noticed her distant. I should check that her health is all right… though perhaps she didn’t sleep well. — all your teachers told him. It wasn’t a big deal, until Mrs. Sophia, your favorite teacher from your favorite workshop, said the same thing as she bade him goodbye, leaving much earlier than usual.

He, more than anyone, knew you were behaving out of the ordinary. He wanted to ask young Tim what happened last night, but Tim had already rushed off to solve the case Bruce assigned him. Although Alfred already knew that your strange behavior had begun long before Tim accompanied you to bed, after all, you’d skipped lunch and taken refuge in your room hours earlier.

Dinner’s aroma began to fill the kitchen. Alfred silently replayed your reaction when Tim led you into the study and how you spent the rest of the day isolated. He granted you the space you needed, though it weighed on him to see you so alone.

He rested a hand on the phone, waiting for the pot to start boiling, intending to call Tim just to ask if anything else had happened… but in that moment he received a message from Tim: reserve a plate for dinner and “I'll be there in a while.”

Alfred smiled softly to himself. At least you wouldn’t be alone with him and Damian. Even if you appreciate your silence, a little company never hurts.

He called young Damian, who’d returned from the academy a while ago, then welcomed Tim back, and finally came for you. Knowing you, You yourself would tell him what was happening to you.

When you opened the door to your room, despite looking clearly tired and somewhat sad, you seemed a little more determined. The smile you gave him when he saw him, though forced, had a hint of sincerity. Although he was somewhat relieved that you seemed better than you had this morning, a part of him knew something wasn't right with you.

—Young lady, has it been your stomach or your spirits that decided to go on strike today?— You shook your head, your signature smile still in place—so different from Bruce’s, yet one he cherished like a child’s.

— I’m sorry, Alfred… it’s just that today…— The sentence was left unfinished, just like your energy after investigating. You didn't want to cause more problems. You had enough with Tim. You didn't want to worry the only one who had the decency to look at you in this family.

You gathered information and jotted it down on the back of your knitting-pattern notebook: the things you noticed at first glance—like the Joker’s plan, the day and how he carried out the kidnapping. The location. Simple details, instead of digging deeper or analyzing everything thoroughly. You noticed that, in part, Mr. Wayne seemed a little worried when Serelith first came into their lives. Perhaps you could worry him as a person rather than a family member. It wasn't the best, but you could understand.

—You don’t need to tell me if it makes you uncomfortable, however, you do need to eat some real food at least.

Alfred's voice brought you out of your thoughts. You laughed and walked beside Alfred toward the table. You thought it best to give him an excuse for your attitude. Even if Alfred wasn't the type of person to pressure you, that strange tension in the air that had been there since yesterday might disappear.

If you were a night watchman… What lie would you tell? Maybe something that's already happened before?

— The truth is… some kids at the store recognized me from an old photo. — It was a harmless lie, no one had actually recognized you, not even the clerk. But Alfred hadn’t gone into the store with you, so he wouldn’t know the truth.

— Is that so? — he asked, now giving you his full attention. — Yeah… They… They… — you stammered nervously, thinking about how to continue. Which Alfred interpreted as you having trouble saying what happened. — It’s okay — he tried to comfort you, placing his hand on your back, though it had the opposite effect.

— They told me I was my mother’s murderer! — you suddenly blurted out. It was the most logical thing you could come up with. You remembered a few times when some people had blamed you for your mother’s death… Serelith’s mother. It hurt you, but not so much now, although for some reason it's been a while since you heard those hurtful words from others. It's not like you went out much, but still…

Alfred sighed, partly relieved that you had told him what happened on your own. He knew how sad you got whenever someone brought up her death. The first time he had taken you out had been some time after a teacher posted a picture with you, bragging about teaching a Wayne. The image spread quickly, making you recognizable. He still winced at the memory of how you cried that day after a fan of your mother insulted you.

He stopped for a few moments. Aware that you were close enough to the main dining room for both Damian and Tim to have heard your conversation. He just hoped they wouldn’t react the way young Todd did years ago. Although he wouldn't mind if the kid who insulted you was taught a lesson. Alfred looked at you, knowing there was more to the story, something you were hiding—but for now, what you’d told him would be enough.

— Young one, whatever anyone says about you, adult or child, it will never change who you are. — he consoled you, still with his hand on your back. You stayed silent for a few seconds, his words sinking deeper than you expected them to. You reflected for a moment, it was true, what others said didn’t change anything about you—and before Alfred could react, you bolted down the hallway toward your father’s office.

— Give me a second and I’ll go to dinner! — you shouted excitedly, as Alfred watched you with a smile, seeing you return to your usual energy.

Maybe, just maybe, even with everything you saw. The comics, what you know, it might not be who you are, you're not his family, you're not Serelith, you're not capable enough to be another vigilante, but… Maybe, just maybe he cares enough for you, at least he'd keep you in a safe place. He'd look after you like any other normal civilian.

The little bit of hope you had from that short scene in the comics grew stronger thanks to Alfred’s words, even if they said all those things. It wouldn’t change the small but important things Mr. Wayne had done for you.

If he didn’t care, if you didn’t matter, he wouldn’t take care of you, right? He wouldn’t accept everything you say or even pay your tutors, would he? He might look at you even if not as family, just… just as a human…

— Dick, no. We’ve already talked about this. — Bruce, please.

You stop in front of his office, listening to an argument—and you clearly hear your father’s voice. — It’s what’s best for her. — For her or for you? It’s been so long—we even forgot she existed, for God’s sake! If Tim hadn’t called me this afternoon, I wouldn’t think of her at all…

Ouch….was that Dick? Wait, had they forgotten you? Did you matter so little?. You lean against the wall, curiosity and fear curling up inside you as you listen to what they’re arguing about. — He took a risk, he didn’t even know that she… — That she what? What fault does a little girl have? Why does she deserve this treatment? — Because she’s the reason Avery is dead!

Your heart stops cold. You feel your temperature spike… Avery was the name of…of Serelith’s mother, your supposed mother. Were they talking about you? You should have known when he mentioned Tim… You listen more intently, though your vision is blurring.

— But we could try; maybe she turns out different, maybe with enough effort we can change her… — She’ll never change, Dick.

Your legs start to tremble. Are you mishearing them? Maybe not… they aren’t talking about you—just a coincidence… A coincidence that they mention how Avery died on the day you were born, Serelith’s day… Why is your body sweating so much? And why do you feel so nauseous? Is it because you haven’t been eating properly? — If we don’t try… — It’s not safe, it never will be. It’s the best for everyone, and for her. It’s better if we don’t even look at her, if we treat her like she's been dead since the day she was born.

Move. You try to move, but everything… everything you see turns into black spots.

You can’t afford to doubt now. That's what you told yourself, lying down without sheets and with your legs elevated on some pillows, waking up in your room, with Tim and Damian, both looking worried, and giving each other death glares. Meanwhile, in the distance, you heard two voices.

— Vasovagal syncope, fainting from stress. Aggravated by poor nutrition. It’s harmless, but we should call Dr. Leslie, just in case. — Thank God… When I found her lying in the hallway, I thought…

You cover your ears with your hands, your brow furrowed with stress, you don’t want to hear anything more from Dick or anyone… You just… you just want to plan how to leave…

As you try to silence the noise, ignoring it in your head, you think about what you could do with your life. You should study twice as hard, maybe get a scholarship at some university and then leave the city, no, the country, the farther from that crazy clown the better. You’ll open a small craft shop and live like a civilian, free of the Wayne name. When Serelith appears, it would be all you could do to be removed from the family. You had no idea what kind of paperwork you'd have to do; you just knew you couldn't afford to keep falling like this, even with Alfred's words still on your mind.

At least now you’re free of doubts above all else. You’re going to push yourself to fulfill what Mr. Wayne said: not only not to be seen by the Joker, not to be looked at as a Wayne daughter, but not to be seen by anyone. As if you were dead.

Three weeks weren’t enough for me, aaaaaaaaah. On the other hand, changing the update schedule to Saturdays, Eastern South America Time (UTC-5), was a good idea for my rhythm. For now, updates every three weeks will continue.

I think some tags might be wrong... I apologize for that.

With this, we can more or less say that we’re closing the reader’s arc, taking it all in. In the next chapters, there will probably be more time skips and more focus on the other members of the Batfam. I wanted to wrap this up first. I hope it turned out better than I think it did. 😔

Anyway, thank you again for the lovely messages you leave on each chapter. Even if I don’t reply to all of them or take until the next update to respond, please know that I really appreciate them and I read each and every one of you. Have a great da

Taglist

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[tempural]

Hi!! I wanted to say that I loved reading about your journey of creating a personal website. I'm still unsure between Vercel and Netlify. I have a small question to ask. See, one of the reasons I want to make a website is to archive drawings and journal/sketchbook. Would you have any tips for creating an area on my website just for the diary/journal, which has tags, files for each entry, etc.?

Bello!

Really happy to hear about your interest in websites! I want everyone to make their own site so I don't have to log into social media and get instant tummyaches ♥

Vercel vs Netlify: I think I settled on Vercel for absolutely no reason whatsoever. I just made a site on Netlify, then tested on Vercel, and now I have like 5 websites on Vercel so I just kept using it LOL. I'm sure a more tech-savvy person would know the difference - I think they have certain integrations with specific programs.

Creating a diary or journal with tags:

There's a couple of different ways you can do that, with different levels of work needed.

you got me yapping again:

This sadgrl tutorial might be outdated and may or may not work, but explains the process better than I can.

Easiest: make a journal on Dreamwidth, or another blogging site (wordpress??) that allows easy tags and RSS feed, and embed that RSS feed onto your site.

This requires almost no HTML set-up, and the easiest to organize tags, but you don't truly have the data on your own site since it's just embedded.

When I snuck into a web design class at college, this was one of the methods that the professor used for a blog within a portfolio site LOL.

Shit like wordpress is what a LOT of ~professional~ sites do for their blog section. They code it separately from the main site haha. It's the most popular thing, but not necessarily the best. And wait til you read on what the CEO of wordpress has been having meltdowns about... he owns tumblr too!

It's made with a tutorial for Neocities if that's what you use.

Medium: Set up zonelets.

It will require some HTML and JS editing, but will help automate making headers/footers for each page of a blog.

I've never used it myself, but I see other people speak highly of it.

HARD FOR ME CUZ I'M A GORILLA: I believe a lot of professional web devs will slap your face with their coding cock until you use a static site generator (SSG) to make your site.

You will need some coding knowledge to set up the tagging system since it doesn't come with it enabled by default. But it's made explicitly to be an alternative to big Static Site Generators which are...

It requires some more intimidating knowledge, because it's a lot of scripts that turn files that are not HTML/CSS/JS into plain HTML.

Also you have to use the command line, and that doesn't come with buttons that tell you what you can do. You have to copy/paste all that shit or memorize the code to 'dev build astro' and it all looks silly.

I've used Eleventy, and now am using Astro. Other people use Hugo or Jekyll or some other stuff with crazy names like Glup Shitto. I hate all these sites cuz none of the words mean anything to me. This is a common theme for me and tech. I don't know what NODES or CONTENT or ISLANDS are!!!

I had the most success attempting to learn how to use a SSG by downloading a template and altering it with github + VScodium. Here's the template page for Astro. You click on a theme you like, and it takes you to its github page. (If you don't want to use evil Microsoft stuff sorry. Skip this entire section.) Follow the instructions on the page for "forking" the glup shitto. When it tells you to run commands, I run those commands through the terminal window in VScodium. These tutorials never tell you what these commands do cuz they assume you already know. Usually those commands automatically install the files you need onto your computer, and create the final files.

You can see my wip here for a "tag system" that SHOULD show members of a web listing haha but I don't know what I'm doing and I have a reading disorder AND don't know cumputer good.

THEORETICALLY this will be the simplest and easiest way to maintain tags and files, because after you set it up you just have to write the "content" of the blog page. And you don't have to set up the header/footer ever again. I see the vision, and potential, but I am not there yet when it takes me 5 hours a day to figure out what any of the words in the documentation mean and I don't want to ask an actual tech person cuz they will be like 'obviously just press the Blip on the Repository and then Suck My Ass in the command line".

(side note I haven't updated fujofans in like a year cuz I'm struggling with this part to make updating easier).

Con: the final HTML/CSS code is really ugly if it's "minified", and a lot of themes use """"""professional"""""" CSS libraries like Bootstrap and Tailwind that I honestly think are ugly cuz that's what every fuckin' tech website uses to style their pages and make them look Professional and Minimalist with stupid code like style="500-w dark-gray-balls D-cup-bra" on every single element. Even Toyhouse uses Bootstrap. Eugh!

But maybe you're smarter than me and can wrangle these things better!

That was really long. Woops. I hope you can slug through this wall of text and find something helpful. Feel free to email me if you have any more specific questions. I may or may not be helpful.

If someone else sees this and has better suggestions for making BLOGS, please chime in. I'm begging you.

[txttletale]

What's your opinion on the popular theory (mostly born as a meme but in some cases taken more seriously) that Disney's Wish was created to some extend with AI because of how shamelessly mediocrily bad and bland the final movie turned out both in art direction and story writing?

its very silly and betrays a lack of understanding of how animated movies are made. production on wish started in 2018 -- way before AI became the New Big Thing. we're probably not gonna see the effects of the tech being adopted in big ways by large projects for a while simply because the production pipelines for things like disney movies are long. & also i think it's like--a lot of this "ohhh AI produces generic content gruel" is like, while obviously true, causing a lot of people to mythologize the existing mass media production process in ways that are just obviously false, because that's been content gruel for a long time!

it's the old "if your job is replaced by AI, your job was already automated chestnut" -- mass media products like wish (and the last, like, let's be generous, ~8 years of disney movies) are bland and formulaic because they've been made by committee according to audience response data and the results of test screenings and all sorts of other algorithimic processes long before chatGPT was put into the world.

[usafphantom2]

B-2 Gets Big Upgrade with New Open Mission Systems Capability

July 18, 2024 | By John A. Tirpak

The B-2 Spirit stealth bomber has been upgraded with a new open missions systems (OMS) software capability and other improvements to keep it relevant and credible until it’s succeeded by the B-21 Raider, Northrop Grumman announced. The changes accelerate the rate at which new weapons can be added to the B-2; allow it to accept constant software updates, and adapt it to changing conditions.

“The B-2 program recently achieved a major milestone by providing the bomber with its first fieldable, agile integrated functional capability called Spirit Realm 1 (SR 1),” the company said in a release. It announced the upgrade going operational on July 17, the 35th anniversary of the B-2’s first flight.

SR 1 was developed inside the Spirit Realm software factory codeveloped by the Air Force and Northrop to facilitate software improvements for the B-2. “Open mission systems” means that the aircraft has a non-proprietary software architecture that simplifies software refresh and enhances interoperability with other systems.

“SR 1 provides mission-critical capability upgrades to the communications and weapons systems via an open mission systems architecture, directly enhancing combat capability and allowing the fleet to initiate a new phase of agile software releases,” Northrop said in its release.

The system is intended to deliver problem-free software on the first go—but should they arise, correct software issues much earlier in the process.

The SR 1 was “fully developed inside the B-2 Spirit Realm software factory that was established through a partnership with Air Force Global Strike Command and the B-2 Systems Program Office,” Northrop said.

The Spirit Realm software factory came into being less than two years ago, with four goals: to reduce flight test risk and testing time through high-fidelity ground testing; to capture more data test points through targeted upgrades; to improve the B-2’s functional capabilities through more frequent, automated testing; and to facilitate more capability upgrades to the jet.

The Air Force said B-2 software updates which used to take two years can now be implemented in less than three months.

In addition to B61 or B83 nuclear weapons, the B-2 can carry a large number of precision-guided conventional munitions. However, the Air Force is preparing to introduce a slate of new weapons that will require near-constant target updates and the ability to integrate with USAF’s evolving long-range kill chain. A quicker process for integrating these new weapons with the B-2’s onboard communications, navigation, and sensor systems was needed.

The upgrade also includes improved displays, flight hardware and other enhancements to the B-2’s survivability, Northrop said.

“We are rapidly fielding capabilities with zero software defects through the software factory development ecosystem and further enhancing the B-2 fleet’s mission effectiveness,” said Jerry McBrearty, Northrop’s acting B-2 program manager.

The upgrade makes the B-2 the first legacy nuclear weapons platform “to utilize the Department of Defense’s DevSecOps [development, security, and operations] processes and digital toolsets,” it added.

The software factory approach accelerates adding new and future weapons to the stealth bomber, and thus improve deterrence, said Air Force Col. Frank Marino, senior materiel leader for the B-2.

The B-2 was not designed using digital methods—the way its younger stablemate, the B-21 Raider was—but the SR 1 leverages digital technology “to design, manage, build and test B-2 software more efficiently than ever before,” the company said.

The digital tools can also link with those developed for other legacy systems to accomplish “more rapid testing and fielding and help identify and fix potential risks earlier in the software development process.”

Following two crashes in recent years, the stealthy B-2 fleet comprises 19 aircraft, which are the only penetrating aircraft in the Air Force’s bomber fleet until the first B-21s are declared to have achieved initial operational capability at Ellsworth Air Force Base, S.D. A timeline for IOC has not been disclosed.

The B-2 is a stealthy, long-range, penetrating nuclear and conventional strike bomber. It is based on a flying wing design combining LO with high aerodynamic efficiency. The aircraft’s blended fuselage/wing holds two weapons bays capable of carrying nearly 60,000 lb in various combinations.

Spirit entered combat during Allied Force on March 24, 1999, striking Serbian targets. Production was completed in three blocks, and all aircraft were upgraded to Block 30 standard with AESA radar. Production was limited to 21 aircraft due to cost, and a single B-2 was subsequently lost in a crash at Andersen, Feb. 23, 2008.

Modernization is focused on safeguarding the B-2A’s penetrating strike capability in high-end threat environments and integrating advanced weapons.

The B-2 achieved a major milestone in 2022 with the integration of a Radar Aided Targeting System (RATS), enabling delivery of the modernized B61-12 precision-guided thermonuclear freefall weapon. RATS uses the aircraft’s radar to guide the weapon in GPS-denied conditions, while additional Flex Strike upgrades feed GPS data to weapons prerelease to thwart jamming. A B-2A successfully dropped an inert B61-12 using RATS on June 14, 2022, and successfully employed the longer-range JASSM-ER cruise missile in a test launch last December.

Ongoing upgrades include replacing the primary cockpit displays, the Adaptable Communications Suite (ACS) to provide Link 16-based jam-resistant in-flight retasking, advanced IFF, crash-survivable data recorders, and weapons integration. USAF is also working to enhance the fleet’s maintainability with LO signature improvements to coatings, materials, and radar-absorptive structures such as the radome and engine inlets/exhausts.

Two B-2s were damaged in separate landing accidents at Whiteman on Sept. 14, 2021, and Dec. 10, 2022, the latter prompting an indefinite fleetwide stand-down until May 18, 2023. USAF plans to retire the fleet once the B-21 Raider enters service in sufficient numbers around 2032.

Contractors: Northrop Grumman; Boeing; Vought.

First Flight: July 17, 1989.

Delivered: December 1993-December 1997.

IOC: April 1997, Whiteman AFB, Mo.

Production: 21.

Inventory: 20.

Operator: AFGSC, AFMC, ANG (associate).

Aircraft Location: Edwards AFB, Calif.; Whiteman AFB, Mo.

Active Variant: •B-2A. Production aircraft upgraded to Block 30 standards.

Dimensions: Span 172 ft, length 69 ft, height 17 ft.

Weight: Max T-O 336,500 lb.

Power Plant: Four GE Aviation F118-GE-100 turbofans, each 17,300 lb thrust.

Performance: Speed high subsonic, range 6,900 miles (further with air refueling).

Ceiling: 50,000 ft.

Armament: Nuclear: 16 B61-7, B61-12, B83, or eight B61-11 bombs (on rotary launchers). Conventional: 80 Mk 62 (500-lb) sea mines, 80 Mk 82 (500-lb) bombs, 80 GBU-38 JDAMs, or 34 CBU-87/89 munitions (on rack assemblies); or 16 GBU-31 JDAMs, 16 Mk 84 (2,000-lb) bombs, 16 AGM-154 JSOWs, 16 AGM-158 JASSMs, or eight GBU-28 LGBs.

Accommodation: Two pilots on ACES II zero/zero ejection seats.

[mariacallous]

Automakers and tech developers testing and deploying self-driving and advanced driver-assistance features will no longer have to report as much detailed, public crash information to the federal government, according to a new framework released today by the US Department of Transportation.

The moves are a boon for makers of self-driving cars and the wider vehicle technology industry, which has complained that federal crash-reporting requirements are overly burdensome and redundant. But the new rules will limit the information available to those who watchdog and study autonomous vehicles and driver-assistance features—tech developments that are deeply entwined with public safety but which companies often shield from public view because they involve proprietary systems that companies spend billions to develop.

The government's new orders limit “one of the only sources of publicly available data that we have on incidents involving Level 2 systems,” says Sam Abuelsamid, who writes about the self-driving-vehicle industry and is the vice president of marketing at Telemetry, a Michigan research firm, referring to driver-assistance features such as Tesla’s Full Self-Driving (Supervised), General Motors’ Super Cruise, and Ford’s Blue Cruise. These incidents, he notes, are only becoming “more common.”

The new rules allow companies to shield from public view some crash details, including the automation version involved in incidents and the “narratives” around the crashes, on the grounds that such information contains “confidential business information.” Self-driving-vehicle developers, such as Waymo and Zoox, will no longer need to report crashes that include property damage less than $1,000, if the incident doesn’t involve the self-driving car crashing on its own or striking another vehicle or object. (This may nix, for example, federal public reporting on some minor fender-benders in which a Waymo is struck by another car. But companies will still have to report incidents in California, which has more stringent regulations around self-driving.)

And in a change, the makers of advanced driver-assistance features, such as Full Self-Driving, must report crashes only if they result in fatalities, hospitalizations, air bag deployments, or a strike on a "vulnerable road user,” like a pedestrian or cyclist—but no longer have to report the crash if the vehicle involved just needs to be towed.

“This does seem to close the door on a huge number of additional reports,” says William Wallace, who directs safety advocacy for Consumer Reports. “It’s a big carve-out.” The changes move in the opposite direction of what his organization has championed: federal rules that fight against a trend of "significant incident underreporting" among the makers of advanced vehicle tech.

The new DOT framework will also allow automakers to test self-driving technology with more vehicles that don’t meet all federal safety standards under a new exemption process. That process, which is currently used for foreign vehicles imported into the US but is now being expanded to domestically made ones, will include an "iterative review” that "considers the overall safety of the vehicle.” The process can be used to, for example, more quickly approve vehicles that don’t come with steering wheels, brake pedals, rearview mirrors, or other typical safety features that make less sense when cars are driven by computers.

One company in particular emerges as a winner: Elon Musk’s Tesla, which now will be able to curtail public reporting on its Autopilot and Full Self-Driving (Supervised) features, and may enjoy an easier road to federal safety approval for its upcoming Cybercab, a two-seat, purpose-built robotaxi that does not have a steering wheel or brakes.

“The company that probably benefits the most from that is Tesla,” Abuelsamid says. Though the Transportation Department cited safety as the number one motivator behind the new rules, “there’s nothing in these changes that actually prioritizes safety,” he says.

A spokesperson for the National Highway Traffic Safety Administration did not respond to questions about Tesla. Tesla, which disbanded its press team five years ago, did not respond to a request for comment.

In a video message posted to X, DOT secretary Sean Duffy said the new automated vehicle framework aimed to increase commercial deployment of new car technology. “America is in the middle of an innovation race with China, and the stakes couldn’t be higher,” he said.

In a memo, an NHTSA official said the changes were only the first step in an effort to "improve the efficiency and effectiveness” of the process through which new vehicle tech is allowed on roads.

Vehicle industry groups applauded the changes. The Autonomous Vehicle Industry Association, an organization that represents several autonomous vehicle technology companies (though, notably, not Tesla) called the DOT’s announcement a “bold and necessary step in developing a federal policy framework for autonomous vehicles.” John Bozzella, the president and CEO of the Alliance for Automotive Innovation, an automotive trade organization, said the announcement is “a signal that AV policy in America isn’t an afterthought anymore.”

The changes to the program are not as drastic as some safety advocates had feared. Prior to President Donald Trump’s inauguration, Reuters reported that the transition team considered scrapping all government crash-reporting requirements related to self-driving and advanced vehicle technology. Though this week’s changes curtail some of the data released and eliminate some redundancies that made the data more difficult to understand and handle, companies deploying self-driving cars are still required to report crash information to the feds.

Noah Goodall, an independent researcher who studies autonomous vehicles, says the changes may make it harder for outsiders to spot or understand patterns in self-driving vehicles’ mistakes—though also notes the public database on crashes has been difficult to work with since it was launched in 2021. “You’re getting less reporting now,” he says. “From my perspective, more data is good.”

[elkian]

I've seen a few of my Murderbot posts reblogged with tags to the effect of "I don't go here but I know of it" and for people who are interested in the Murderbot series looking to break in:

Tor.com (now Reactor Mag) has the entire first chapter of the first book, All Systems Red, available free to read on their site.

Link to the article.

ASR is a novella, so this not only covers a lot of ground, but is a pretty good litmus test imo if this book is for you or not.

(I read ASR twice before getting Artificial Condition, and that was the book that got me totally hooked on the series, for what that's worth.)

I'm also just going to post the text under this readmore because free Murderbot.

---

---

I could have become a mass murderer after I hacked my governor module, but then I realized I could access the combined feed of entertainment channels carried on the company satellites. It had been well over 35,000 hours or so since then, with still not much murdering, but probably, I don’t know, a little under 35,000 hours of movies, serials, books, plays, and music consumed. As a heartless killing machine, I was a terrible failure.

I was also still doing my job, on a new contract, and hoping Dr. Volescu and Dr. Bharadwaj finished their survey soon so we could get back to the habitat and I could watch episode 397 of Rise and Fall of Sanctuary Moon.

I admit I was distracted. It was a boring contract so far and I was thinking about backburnering the status alert channel and trying to access music on the entertainment feed without HubSystem logging the extra activity. It was trickier to do it in the field than it was in the habitat.

This assessment zone was a barren stretch of coastal island, with low, flat hills rising and falling and thick greenish-black grass up to my ankles, not much in the way of flora or fauna, except a bunch of different-sized birdlike things and some puffy floaty things that were harmless as far as we knew. The coast was dotted with big bare craters, one of which Bharadwaj and Volescu were taking samples in. The planet had a ring, which from our current position dominated the horizon when you looked out to sea. I was looking at the sky and mentally poking at the feed when the bottom of the crater exploded.

I didn’t bother to make a verbal emergency call. I sent the visual feed from my field camera to Dr. Mensah’s, and jumped down into the crater. As I scrambled down the sandy slope, I could already hear Mensah over the emergency comm channel, yelling at someone to get the hopper in the air now. They were about ten kilos away, working on another part of the island, so there was no way they were going to get here in time to help.

Conflicting commands filled my feed but I didn’t pay attention. Even if I hadn’t borked my own governor module, the emergency feed took priority, and it was chaotic, too, with the automated HubSystem wanting data and trying to send me data I didn’t need yet and Mensah sending me telemetry from the hopper. Which I also didn’t need, but it was easier to ignore than HubSystem simultaneously demanding answers and trying to supply them.

In the middle of all that, I hit the bottom of the crater. I have small energy weapons built into both arms, but the one I went for was the big projectile weapon clamped to my back. The hostile that had just exploded up out of the ground had a really big mouth, so I felt I needed a really big gun.

I dragged Bharadwaj out of its mouth and shoved myself in there instead, and discharged my weapon down its throat and then up toward where I hoped the brain would be. I’m not sure if that all happened in that order; I’d have to replay my own field camera feed. All I knew was that I had Bharadwaj, and it didn’t, and it had disappeared back down the tunnel.

She was unconscious and bleeding through her suit from massive wounds in her right leg and side. I clamped the weapon back into its harness so I could lift her with both arms. I had lost the armor on my left arm and a lot of the flesh underneath, but my non-organic parts were still working. Another burst of commands from the governor module came through and I backburnered it without bothering to decode them. Bharadwaj, not having non-organic parts and not as easily repaired as me, was definitely a priority here and I was mainly interested in what the MedSystem was trying to tell me on the emergency feed. But first I needed to get her out of the crater.

During all this, Volescu was huddled on the churned up rock, losing his shit, not that I was unsympathetic. I was far less vulnerable in this situation than he was and I wasn’t exactly having a great time either. I said, “Dr. Volescu, you need to come with me now.”

He didn’t respond. MedSystem was advising a tranq shot and blah blah blah, but I was clamping one arm on Dr. Bharadwaj’s suit to keep her from bleeding out and supporting her head with the other, and despite everything I only have two hands. I told my helmet to retract so he could see my human face. If the hostile came back and bit me again, this would be a bad mistake, because I did need the organic parts of my head. I made my voice firm and warm and gentle, and said, “Dr. Volescu, it’s gonna be fine, okay? But you need to get up and come help me get her out of here.”

That did it. He shoved to his feet and staggered over to me, still shaking. I turned my good side toward him and said, “Grab my arm, okay? Hold on.”

He managed to loop his arm around the crook of my elbow and I started up the crater towing him, holding Bharadwaj against my chest. Her breathing was rough and desperate and I couldn’t get any info from her suit. Mine was torn across my chest so I upped the warmth on my body, hoping it would help. The feed was quiet now, Mensah having managed to use her leadership priority to mute everything but MedSystem and the hopper, and all I could hear on the hopper feed was the others frantically shushing each other.

The footing on the side of the crater was lousy, soft sand and loose pebbles, but my legs weren’t damaged and I got up to the top with both humans still alive. Volescu tried to collapse and I coaxed him away from the edge a few meters, just in case whatever was down there had a longer reach than it looked.

I didn’t want to put Bharadwaj down because something in my abdomen was severely damaged and I wasn’t sure I could pick her up again. I ran my field camera back a little and saw I had gotten stabbed with a tooth, or maybe a cilia. Did I mean a cilia or was that something else? They don’t give murderbots decent education modules on anything except murdering, and even those are the cheap versions. I was looking it up in HubSystem’s language center when the little hopper landed nearby. I let my helmet seal and go opaque as it settled on the grass.

We had two standard hoppers: a big one for emergencies and this little one for getting to the assessment locations. It had three compartments: one big one in the middle for the human crew and two smaller ones to each side for cargo, supplies, and me. Mensah was at the controls. I started walking, slower than I normally would have because I didn’t want to lose Volescu. As the ramp started to drop, Pin-Lee and Arada jumped out and I switched to voice comm to say, “Dr. Mensah, I can’t let go of her suit.”

It took her a second to realize what I meant. She said hurriedly, “That’s all right, bring her up into the crew cabin.”

Murderbots aren’t allowed to ride with the humans and I had to have verbal permission to enter. With my cracked governor there was nothing to stop me, but not letting anybody, especially the people who held my contract, know that I was a free agent was kind of important. Like, not having my organic components destroyed and the rest of me cut up for parts important.

I carried Bharadwaj up the ramp into the cabin, where Overse and Ratthi were frantically unclipping seats to make room. They had their helmets off and their suit hoods pulled back, so I got to see their horrified expressions when they took in what was left of my upper body through my torn suit. I was glad I had sealed my helmet.

This is why I actually like riding with the cargo. Humans and augmented humans in close quarters with murderbots is too awkward. At least, it’s awkward for this murderbot. I sat down on the deck with Bharadwaj in my lap while Pin-Lee and Arada dragged Volescu inside.

We left two pacs of field equipment and a couple of instruments behind, still sitting on the grass where Bharadwaj and Volescu had been working before they went down to the crater for samples. Normally I’d help carry them, but MedSystem, which was monitoring Bharadwaj through what was left of her suit, was pretty clear that letting go of her would be a bad idea. But no one mentioned the equipment. Leaving easily replaceable items behind may seem obvious in an emergency, but I had been on contracts where the clients would have told me to put the bleeding human down to go get the stuff.

On this contract, Dr. Ratthi jumped up and said, “I’ll get the cases!”

I yelled, “No!” which I’m not supposed to do; I’m always supposed to speak respectfully to the clients, even when they’re about to accidentally commit suicide. HubSystem could log it and it could trigger punishment through the governor module. If it wasn’t hacked.

Fortunately, the rest of the humans yelled “No!” at the same time, and Pin-Lee added, “For fuck’s sake, Ratthi!”

Ratthi said, “Oh, no time, of course. I’m sorry!” and hit the quick-close sequence on the hatch.

So we didn’t lose our ramp when the hostile came up under it, big mouth full of teeth or cilia or whatever chewing right through the ground. There was a great view of it on the hopper’s cameras, which its system helpfully sent straight to everybody’s feed. The humans screamed.

Mensah pushed us up into the air so fast and hard I nearly leaned over and everybody who wasn’t on the floor ended up there.

In the quiet afterward, as they gasped with relief, Pin-Lee said, “Ratthi, if you get yourself killed—”

“You’ll be very cross with me, I know.” Ratthi slid down the wall a little more and waved weakly at her.

“That’s an order, Ratthi, don’t get yourself killed,” Mensah said from the pilot’s seat. She sounded calm, but I have security priority, and I could see her racing heartbeat through MedSystem.

Arada pulled out the emergency medical kit so they could stop the bleeding and try to stabilize Bharadwaj. I tried to be as much like an appliance as possible, clamping the wounds where they told me to, using my failing body temperature to try to keep her warm, and keeping my head down so I couldn’t see them staring at me.

PERFORMANCE RELIABILITY AT 60% AND DROPPING

Our habitat is a pretty standard model, seven interconnected domes set down on a relatively flat plain above a narrow river valley, with our power and recycling system connected on one side. We had an environmental system, but no air locks, as the planet’s atmosphere was breathable, just not particularly good for humans for the long term. I don’t know why, because it’s one of those things I’m not contractually obligated to care about.

We picked the location because it’s right in the middle of the assessment area, and while there are trees scattered through the plain, each one is fifteen or so meters tall, very skinny, with a single layer of spreading canopy, so it’s hard for anything approaching to use them as cover. Of course, that didn’t take into account anything approaching via tunnel.

We have security doors on the habitat for safety but HubSystem told me the main one was already open as the hopper landed. Dr. Gurathin had a lift gurney ready and guided it out to us. Overse and Arada had managed to get Bharadwaj stabilized, so I was able to put her down on it and follow the others into the habitat.

The humans headed for Medical and I stopped to send the little hopper commands to lock and seal itself, then I locked the outer doors. Through the security feed, I told the drones to widen our perimeter so I’d have more warning if something big came at us. I also set some monitors on the seismic sensors to alert me to anomalies just in case the hypothetical something big decided to tunnel in.

After I secured the habitat, I went back to what was called the security ready room, which was where weapons, ammo, perimeter alarms, drones, and all the other supplies pertaining to security were stored, including me. I shed what was left of the armor and on MedSystem’s advice sprayed wound sealant all over my bad side. I wasn’t dripping with blood, because my arteries and veins seal automatically, but it wasn’t nice to look at. And it hurt, though the wound seal did numb it a little. I had already set an eight-hour security interdiction through HubSystem, so nobody could go outside without me, and then set myself as off-duty. I checked the main feed but no one was filing any objections to that.

I was freezing because my temperature controls had given out at some point on the way here, and the protective skin that went under my armor was in pieces. I had a couple of spares but pulling one on right now would not be practical, or easy. The only other clothing I had was a uniform I hadn’t worn yet, and I didn’t think I could get it on, either. (I hadn’t needed the uniform because I hadn’t been patrolling inside the habitat. Nobody had asked for that, because with only eight of them and all friends, it would be a stupid waste of resources, namely me.) I dug around one handed in the storage case until I found the extra human-rated medical kit I’m allowed in case of emergencies, and opened it and got the survival blanket out. I wrapped up in it, then climbed into the plastic bed of my cubicle. I let the door seal as the white light flickered on.

It wasn’t much warmer in there, but at least it was cozy. I connected myself to the resupply and repair leads, leaned back against the wall and shivered. MedSystem helpfully informed me that my performance reliability was now at 58 percent and dropping, which was not a surprise. I could definitely repair in eight hours, and probably mostly regrow my damaged organic components, but at 58 percent, I doubted I could get any analysis done in the meantime. So I set all the security feeds to alert me if anything tried to eat the habitat and started to call up the supply of media I’d downloaded from the entertainment feed. I hurt too much to pay attention to anything with a story, but the friendly noise would keep me company.

Then someone knocked on the cubicle door.

I stared at it and lost track of all my neatly arrayed inputs. Like an idiot, I said, “Uh, yes?”

Dr. Mensah opened the door and peered in at me. I’m not good at guessing actual humans’ ages, even with all the visual entertainment I watch. People in the shows don’t usually look much like people in real life, at least not in the good shows. She had dark brown skin and lighter brown hair, cut very short, and I’m guessing she wasn’t young or she wouldn’t be in charge. She said, “Are you all right? I saw your status report.”

“Uh.” That was the point where I realized that I should have just not answered and pretended to be in stasis. I pulled the blanket around my chest, hoping she hadn’t seen any of the missing chunks. Without the armor holding me together, it was much worse. “Fine.”

So, I’m awkward with actual humans. It’s not paranoia about my hacked governor module, and it’s not them; it’s me. I know I’m a horrifying murderbot, and they know it, and it makes both of us nervous, which makes me even more nervous. Also, if I’m not in the armor then it’s because I’m wounded and one of my organic parts may fall off and plop on the floor at any moment and no one wants to see that.

“Fine?” She frowned. “The report said you lost 20 percent of your body mass.”

“It’ll grow back,” I said. I know to an actual human I probably looked like I was dying. My injuries were the equivalent of a human losing a limb or two plus most of their blood volume.

“I know, but still.” She eyed me for a long moment, so long I tapped the security feed for the mess, where the non-wounded members of the group were sitting around the table talking. They were discussing the possibility of more underground fauna and wishing they had intoxicants. That seemed pretty normal. She continued, “You were very good with Dr. Volescu. I don’t think the others realized . . . They were very impressed.”

“It’s part of the emergency med instructions, calming victims.” I tugged the blanket tighter so she didn’t see anything awful. I could feel something lower down leaking.

“Yes, but the MedSystem was prioritizing Bharadwaj and didn’t check Volescu’s vital signs. It didn’t take into account the shock of the event, and it expected him to be able to leave the scene on his own.”

On the feed it was clear that the others had reviewed Volescu’s field camera video. They were saying things like I didn’t even know it had a face. I’d been in armor since we arrived, and I hadn’t unsealed the helmet when I was around them. There was no specific reason. The only part of me they would have seen was my head, and it’s standard, generic human. But they didn’t want to talk to me and I definitely didn’t want to talk to them; on duty it would distract me and off duty . . . I didn’t want to talk to them. Mensah had seen me when she signed the rental contract. But she had barely looked at me and I had barely looked at her because again, murderbot + actual human = awkwardness. Keeping the armor on all the time cuts down on unnecessary interaction.

I said, “It’s part of my job, not to listen to the System feeds when they . . . make mistakes.” That’s why you need constructs, SecUnits with organic components. But she should know that. Before she accepted delivery of me, she had logged about ten protests, trying to get out of having to have me. I didn’t hold it against her. I wouldn’t have wanted me either.

Seriously, I don’t know why I didn’t just say you’re welcome and please get out of my cubicle so I can sit here and leak in peace.

“All right,” she said, and looked at me for what objectively I knew was 2.4 seconds and subjectively about twenty excruciating minutes. “I’ll see you in eight hours. If you need anything before then, please send me an alert on the feed.” She stepped back and let the door slide closed.

It left me wondering what they were all marveling at so I called up the recording of the incident. Okay, wow. I had talked to Volescu all the way up the side of the crater. I had been mostly concerned with the hopper’s trajectory and Bharadwaj not bleeding out and what might come out of that crater for a second try; I hadn’t been listening to myself, basically. I had asked him if he had kids. It was boggling. Maybe I had been watching too much media. (He did have kids. He was in a four-way marriage and had seven, all back home with his partners.)

All my levels were too elevated now for a rest period, so I decided I might as well get some use out of it and look at the other recordings. Then I found something weird. There was an “abort” order in the HubSystem command feed, the one that controlled, or currently believed it controlled, my governor module. It had to be a glitch. It didn’t matter, because when MedSystem has priority—

PERFORMANCE RELIABILITY AT 39%, STASIS INITIATED FOR EMERGENCY REPAIR SEQUENCE.

[theappvault]

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[elementramarketing]

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[sujitchaulagainblogs]

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Get insights into sales performance

Improve customer service

The goal is simple: work smarter, not harder. And with an affordable CRM that fits your needs, you’ll see faster growth and smoother processes.

Define Your Business Goals

Before diving into features, figure out what you actually need. Ask yourself:

Are you trying to increase sales or improve customer service?

Do you need better lead tracking or marketing automation?

How big is your team, and how tech-savvy are they?

What’s your budget?

Knowing your goals upfront keeps you from wasting time on CRMs that might be packed with unnecessary features — or worse, missing key ones.

Must-Have Features to Look For

When comparing CRM options, focus on features that truly matter for your business. Here are some essentials:

Contact Management – Store customer details, interactions, and notes all in one place.

Lead Tracking – Follow leads through the sales funnel and never miss a follow-up.

Sales Pipeline Management – Visualize where your deals stand and what needs attention.

Automation – Save time by automating emails, reminders, and data entry.

Customization – Adjust fields, workflows, and dashboards to match your process.

Third-Party Integrations – Ensure your CRM connects with other software you rely on, like email marketing tools or accounting systems.

Reports & Analytics – Gain insights into sales, performance, and customer behavior.

User-Friendly Interface – If your team finds it clunky or confusing, they won’t use it.

Budget Matters — But Value Matters More

A CRM doesn’t have to cost a fortune. Plenty of affordable CRM options offer robust features without the hefty price tag. The key is balancing cost with value. Don’t just chase the cheapest option — pick a CRM that supports your business growth.

Take LeadHeed, for example. It’s an affordable CRM designed to give businesses the tools they need — like lead management, sales tracking, and automation — without stretching your budget. It’s a smart pick if you want to grow efficiently without overpaying for features you won’t use.

Test Before You Commit

Most CRMs offer a free trial — and you should absolutely use it. A CRM might look great on paper, but it’s a different story when you’re actually using it. During your trial period, focus on:

How easy it is to set up and start using

Whether it integrates with your existing tools

How fast you can access and update customer information

If your team finds it helpful (or frustrating)

A trial gives you a real feel for whether the CRM is a good fit — before you commit to a paid plan.

Think About Long-Term Growth

Your business might be small now, but what about next year? Choose a CRM that grows with you. Look for flexible pricing plans, scalable features, and the ability to add more users or advanced functions down the line.

It’s better to pick a CRM that can expand with your business than to go through the hassle of switching systems later.

Check Customer Support

Even the best software can hit a snag — and when that happens, you’ll want reliable support. Look for a CRM that offers responsive customer service, whether that’s live chat, email, or phone. A system is only as good as the help you get when you need it.

Read Reviews and Compare

Don’t just rely on the CRM’s website. Read reviews from other businesses — especially ones similar to yours. Sites like G2, Capterra, and Trustpilot offer honest insights into what works (and what doesn’t). Comparing multiple CRMs ensures you make a well-rounded decision.

The Bottom Line

Choosing the best CRM software for your business doesn’t have to be complicated. By understanding your goals, focusing on essential features, and keeping scalability and budget in mind, you’ll find a CRM that fits like a glove.

If you’re looking for an affordable CRM Software that checks all the right boxes — without cutting corners — LeadHeed is worth exploring. It’s built to help businesses like yours manage leads, automate tasks, and gain valuable insights while staying within budget.

The right CRM can transform how you run your business. Take the time to find the one that supports your growth, keeps your team organized, and helps you deliver an even better experience to your customers.

[internshipenvistream]

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[digitalekta]

Are Digital Marketing Jobs in Demand? Here’s Why 2025 is the Best Time to Jump In

In today’s fast-paced online economy, one question is buzzing everywhere: Are digital marketing jobs in demand? The short answer? Yes—more than ever! From small startups to global brands, businesses are investing big in digital strategies, and skilled marketers are at the center of it all.

If you're a student, a fresh graduate, or someone looking for a career pivot, now is the perfect time to enter the digital marketing industry. Here's what makes this field one of the hottest job markets today—and how you can take advantage of it.

📈 The Growth of Online Businesses is Fueling Digital Marketing Demand

As eCommerce and online services boom, companies are battling for visibility on platforms like Google, Instagram, YouTube, and LinkedIn. They need experts who understand SEO, social media marketing, PPC, email marketing, and more.

According to recent industry data, digital marketing is expected to grow by over 10% annually, with roles like SEO specialists, content strategists, and performance marketers seeing the biggest jumps in demand.

💻 Top Digital Marketing Skills That Companies Are Hiring For

In 2025, these in-demand digital marketing skills are leading the hiring charts:

SEO & SEM (Search Engine Optimization & Marketing)

Social Media Advertising (especially Meta Ads & LinkedIn)

Content Marketing & Copywriting

Email Marketing & Automation Tools

Google Analytics & Data Interpretation

Video Marketing (especially short-form reels & TikTok content)

Upskilling in these areas can significantly boost your chances of landing a remote digital marketing job or even starting your own agency.

🌍 Freelancing & Remote Work: Digital Marketing is the Gateway

One of the biggest advantages of a digital marketing career? Location independence. Whether you’re sitting in Delhi, Dubai, or Dallas—you can work with clients globally.

Freelancing platforms like Upwork, Fiverr, and LinkedIn are full of high-paying gigs in content writing, Facebook ads, funnel building, and email automation. Remote jobs in digital marketing are not just real—they’re thriving.

🎓 Students & Freshers: Why Digital Marketing is the Smartest Career Move

If you’re still studying or just graduated, digital marketing gives you the edge to:

Earn while learning (internships & freelancing)

Build your personal brand on social media

Gain real-world experience before applying for jobs

Start a side hustle or grow your own brand

Digital marketing isn’t just a job skill—it’s a life skill in the digital age.

🚀 Final Thoughts: The Future of Digital Marketing is Bright & Global

So, are digital marketing jobs in demand?

Absolutely. With businesses shifting online, content becoming king, and algorithms constantly evolving—digital marketers are more important than ever. Whether you're a creative soul, a data geek, or a strategic thinker, there’s a place for you in this booming industry.

👉 Start learning, keep testing, and stay consistent—and this digital wave can take your career to the next level.

[apexbyte]

What is artificial intelligence (AI)?

Imagine asking Siri about the weather, receiving a personalized Netflix recommendation, or unlocking your phone with facial recognition. These everyday conveniences are powered by Artificial Intelligence (AI), a transformative technology reshaping our world. This post delves into AI, exploring its definition, history, mechanisms, applications, ethical dilemmas, and future potential.

What is Artificial Intelligence? Definition: AI refers to machines or software designed to mimic human intelligence, performing tasks like learning, problem-solving, and decision-making. Unlike basic automation, AI adapts and improves through experience.

Brief History:

1950: Alan Turing proposes the Turing Test, questioning if machines can think.

1956: The Dartmouth Conference coins the term "Artificial Intelligence," sparking early optimism.

1970s–80s: "AI winters" due to unmet expectations, followed by resurgence in the 2000s with advances in computing and data availability.

21st Century: Breakthroughs in machine learning and neural networks drive AI into mainstream use.

How Does AI Work? AI systems process vast data to identify patterns and make decisions. Key components include:

Machine Learning (ML): A subset where algorithms learn from data.

Supervised Learning: Uses labeled data (e.g., spam detection).

Unsupervised Learning: Finds patterns in unlabeled data (e.g., customer segmentation).

Reinforcement Learning: Learns via trial and error (e.g., AlphaGo).

Neural Networks & Deep Learning: Inspired by the human brain, these layered algorithms excel in tasks like image recognition.

Big Data & GPUs: Massive datasets and powerful processors enable training complex models.

Types of AI

Narrow AI: Specialized in one task (e.g., Alexa, chess engines).

General AI: Hypothetical, human-like adaptability (not yet realized).

Superintelligence: A speculative future AI surpassing human intellect.

Other Classifications:

Reactive Machines: Respond to inputs without memory (e.g., IBM’s Deep Blue).

Limited Memory: Uses past data (e.g., self-driving cars).

Theory of Mind: Understands emotions (in research).

Self-Aware: Conscious AI (purely theoretical).

Applications of AI

Healthcare: Diagnosing diseases via imaging, accelerating drug discovery.

Finance: Detecting fraud, algorithmic trading, and robo-advisors.

Retail: Personalized recommendations, inventory management.

Manufacturing: Predictive maintenance using IoT sensors.

Entertainment: AI-generated music, art, and deepfake technology.

Autonomous Systems: Self-driving cars (Tesla, Waymo), delivery drones.

Ethical Considerations

Bias & Fairness: Biased training data can lead to discriminatory outcomes (e.g., facial recognition errors in darker skin tones).

Privacy: Concerns over data collection by smart devices and surveillance systems.

Job Displacement: Automation risks certain roles but may create new industries.

Accountability: Determining liability for AI errors (e.g., autonomous vehicle accidents).

The Future of AI

Integration: Smarter personal assistants, seamless human-AI collaboration.

Advancements: Improved natural language processing (e.g., ChatGPT), climate change solutions (optimizing energy grids).

Regulation: Growing need for ethical guidelines and governance frameworks.

Conclusion AI holds immense potential to revolutionize industries, enhance efficiency, and solve global challenges. However, balancing innovation with ethical stewardship is crucial. By fostering responsible development, society can harness AI’s benefits while mitigating risks.

[shalu620]

Why Python Will Thrive: Future Trends and Applications

Python has already made a significant impact in the tech world, and its trajectory for the future is even more promising. From its simplicity and versatility to its widespread use in cutting-edge technologies, Python is expected to continue thriving in the coming years. Considering the kind support of Python Course in Chennai Whatever your level of experience or reason for switching from another programming language, learning Python gets much more fun.

Let's explore why Python will remain at the forefront of software development and what trends and applications will contribute to its ongoing dominance.

1. Artificial Intelligence and Machine Learning

Python is already the go-to language for AI and machine learning, and its role in these fields is set to expand further. With powerful libraries such as TensorFlow, PyTorch, and Scikit-learn, Python simplifies the development of machine learning models and artificial intelligence applications. As more industries integrate AI for automation, personalization, and predictive analytics, Python will remain a core language for developing intelligent systems.

2. Data Science and Big Data

Data science is one of the most significant areas where Python has excelled. Libraries like Pandas, NumPy, and Matplotlib make data manipulation and visualization simple and efficient. As companies and organizations continue to generate and analyze vast amounts of data, Python’s ability to process, clean, and visualize big data will only become more critical. Additionally, Python’s compatibility with big data platforms like Hadoop and Apache Spark ensures that it will remain a major player in data-driven decision-making.

3. Web Development

Python’s role in web development is growing thanks to frameworks like Django and Flask, which provide robust, scalable, and secure solutions for building web applications. With the increasing demand for interactive websites and APIs, Python is well-positioned to continue serving as a top language for backend development. Its integration with cloud computing platforms will also fuel its growth in building modern web applications that scale efficiently.

4. Automation and Scripting

Automation is another area where Python excels. Developers use Python to automate tasks ranging from system administration to testing and deployment. With the rise of DevOps practices and the growing demand for workflow automation, Python’s role in streamlining repetitive processes will continue to grow. Businesses across industries will rely on Python to boost productivity, reduce errors, and optimize performance. With the aid of Best Online Training & Placement Programs, which offer comprehensive training and job placement support to anyone looking to develop their talents, it’s easier to learn this tool and advance your career.

5. Cybersecurity and Ethical Hacking

With cyber threats becoming increasingly sophisticated, cybersecurity is a critical concern for businesses worldwide. Python is widely used for penetration testing, vulnerability scanning, and threat detection due to its simplicity and effectiveness. Libraries like Scapy and PyCrypto make Python an excellent choice for ethical hacking and security professionals. As the need for robust cybersecurity measures increases, Python’s role in safeguarding digital assets will continue to thrive.

6. Internet of Things (IoT)

Python’s compatibility with microcontrollers and embedded systems makes it a strong contender in the growing field of IoT. Frameworks like MicroPython and CircuitPython enable developers to build IoT applications efficiently, whether for home automation, smart cities, or industrial systems. As the number of connected devices continues to rise, Python will remain a dominant language for creating scalable and reliable IoT solutions.

7. Cloud Computing and Serverless Architectures

The rise of cloud computing and serverless architectures has created new opportunities for Python. Cloud platforms like AWS, Google Cloud, and Microsoft Azure all support Python, allowing developers to build scalable and cost-efficient applications. With its flexibility and integration capabilities, Python is perfectly suited for developing cloud-based applications, serverless functions, and microservices.

8. Gaming and Virtual Reality

Python has long been used in game development, with libraries such as Pygame offering simple tools to create 2D games. However, as gaming and virtual reality (VR) technologies evolve, Python’s role in developing immersive experiences will grow. The language’s ease of use and integration with game engines will make it a popular choice for building gaming platforms, VR applications, and simulations.

9. Expanding Job Market

As Python’s applications continue to grow, so does the demand for Python developers. From startups to tech giants like Google, Facebook, and Amazon, companies across industries are seeking professionals who are proficient in Python. The increasing adoption of Python in various fields, including data science, AI, cybersecurity, and cloud computing, ensures a thriving job market for Python developers in the future.

10. Constant Evolution and Community Support

Python’s open-source nature means that it’s constantly evolving with new libraries, frameworks, and features. Its vibrant community of developers contributes to its growth and ensures that Python stays relevant to emerging trends and technologies. Whether it’s a new tool for AI or a breakthrough in web development, Python’s community is always working to improve the language and make it more efficient for developers.

Conclusion

Python’s future is bright, with its presence continuing to grow in AI, data science, automation, web development, and beyond. As industries become increasingly data-driven, automated, and connected, Python’s simplicity, versatility, and strong community support make it an ideal choice for developers. Whether you are a beginner looking to start your coding journey or a seasoned professional exploring new career opportunities, learning Python offers long-term benefits in a rapidly evolving tech landscape.

[anonymusbosch]

one of the things at work is: if there's a process that's super super broken, how do you best get someone important to recognize that it's broken and worth fixing without throwing someone under the bus or critiquing someone unfairly if it's you who's the problem?

my strategy here is often to just ask someone importantish to walk through using it with me.

script:

"Hi Bob! I need to identify which subassemblies were used in this build so that I can ensure I'm testing representative hardware." <- here is the need I am trying to meet.

"We just had a pretty big issue with it last week so I wanted to be extra careful. I'm not very good at using the system, and I tried asking around and got some different answers, so I was wondering if you could spare about 15 minutes to walk through the process with me? Teach a man to fish?" <- here is why I am bothering You Bob Importantguy. why this is worth your time.

(at this point, if Bob delegates to Alice, either I go ask Alice or I can say 'I asked Alice who told me to ask Cary who gave me a different answer than Dave.')

"Here's how I would normally go about looking. As far as I've been told, I need to physically go look for the serial number sticker because Cary said the data in the database are out of date for this unit. Do you know if there's a better way to do this?" <- I have already tried solving this problem myself and hit some obstacles. Let me share them with you

"In this case I looked at it but found two contradictory stickers. So then I need to figure out..."

"Do you know the next step for z? I already tried y..."

"And then I've been told I need to ask Dave to help, but I'm guessing there's an automated way I just don't know about?" <- there had better mcfucking be a system that isn't Dave so help me

"This is as far as I've gotten. I really need the Part 1, 2, and 3 serial number info by Wednesday if this test is to kick off on time because I need to know if I can use Unit M or if I need to find a substitute, and I'll want to check the same things with the substitute too. Can you please help get that info to me by Weds morning?" <- here is a clear request of exactly what info I need by when, and what the consequences are if I can't find it

in my experience, it's worth doing this live and or on a phone call. Over email you will sound like a helpless goblin; in person they get to troubleshoot WITH you and see where THEIR troubleshooting fails.

this seems to work a lot better than saying "x thing doesn't work". Just reporting the issue puts someone on the defensive; leading them through it gently by asking for help starts them out in positive/problem solving mode. your mileage may vary! it depends! but it's been on my mind a lot recently.