#Big Data Integration Challenges

[techtoio]

The Impact of Big Data Analytics on Business Decisions

Introduction

Big data analytics has transformed the way of doing business, deciding, and strategizing for future actions. One can harness vast reams of data to extract insights that were otherwise unimaginable for increasing the efficiency, customer satisfaction, and overall profitability of a venture. We steer into an in-depth view of how big data analytics is equipping business decisions, its benefits, and some future trends shaping up in this dynamic field in this article. Read to continue

[ellipsus-writes]

Back when we started Ellipsus (it's been eighty-four years… or two, but it sure feels like forever), we encountered generative AI.

Immediately, we realized LLMs were the antithesis of creativity and community, and the threat they posed to genuine artistic expression and collaboration. (P.S.: we have a lot to say about it.)

Since then, writing tools—from big tech entities like Google Docs and Microsoft Word, to a host of smaller platforms and publishers—have rapidly integrated LLMs, looking to capitalize on the novelty of generative AI. Now, our tools are failing us, corrupted by data-scraping and hostile to users' consent and IP ownership.

The future of creative work requires a nuanced understanding of the challenges ahead, and a shared vision—writers for writers. We know we're stronger together. And in a rapidly changing world, we know that transparency is paramount.

So… some Ellipsus facts:

We will never include generative AI in Ellipsus.

We will never access your work without explicit consent, sell your data, or use your work for exploitative purposes.

We believe in the strength of creative communities and the stories they tell—and we want to foster a space in which writers can connect and tell their stories in freedom and safety—without compromise.

[jcmarchi]

AI-Driven Healthcare Revolution: MWC Conference Insights

New Post has been published on https://thedigitalinsider.com/ai-driven-healthcare-revolution-mwc-conference-insights/

AI-Driven Healthcare Revolution: MWC Conference Insights

In an era where technology intertwines with every aspect of our lives, the realm of healthcare stands on the brink of a monumental transformation, poised at the heart of the AI-driven health revolution. The recent MWC Conference, short for Mobile World Congress, is the world’s largest exhibition and conference for the mobile industry, served as a vibrant forum for this unfolding narrative, hosting a panel discussion aptly titled “Changing Health: The AI Revolution in Healthcare.”

Among the luminaries leading this conversation were Julio Mayol, Professor and Head of Surgery at UCM/Hospital Clínico San Carlos; Miguel Luengo-Oroz, Founder and CEO of Spotlab; Izabel Alfany, Managing Director at EIT Health Spain; Pedro Carrascal, Managing Director of Patient Organization Platform; and Ricardo Baptista Leite, CEO and Founder of Health AI. Each brought to the table a unique perspective, united by a common vision: leveraging AI to forge a future where healthcare is not just a service for the sick but a sustained effort towards holistic well-being.

Key Themes and Insights

Key themes discussed include the shift towards preventative healthcare, enabled by AI’s ability to detect diseases early. Mobile technology, as showcased by Spotlab’s work, promises to bridge healthcare gaps, particularly in underserved areas. AI’s potential to reduce healthcare costs and workloads was another focal point, suggesting a future where healthcare professionals can dedicate more time to complex, patient-centric care.

AI’s predictive capabilities transform healthcare from reactive to proactive, enabling early disease detection and intervention. However, realizing this vision requires public engagement, transparency in AI operations, and education to demystify AI benefits and limitations.

Call to Action

The call to action for healthcare professionals, patients, policymakers, and technologists underscores the collective effort needed to harness AI’s full potential in healthcare. The goal is a proactive, personalized healthcare system that leverages AI for early detection, prevention, and tailored treatment.

Shift from Sick Care to Health Care

A central theme of the discussion was the paradigm shift from “sick care” to “health care.” Traditionally, healthcare systems have been reactive, responding to illness after it occurs. AI promises a seismic shift towards a proactive model, where the focus is on prevention and early intervention. This approach not only enhances individual health outcomes but also reduces the overall burden on healthcare systems. Julio Mayol emphasized this point, highlighting the role of AI in detecting diseases before they manifest, thereby enabling early and more effective interventions.

Mobile Access to Healthcare

In today’s world, nearly everyone has a smartphone or access to wearable technology. This ubiquity of mobile devices opens up unprecedented opportunities for healthcare delivery. Miguel Luengo-Oroz, through his work with Spotlab, illustrated how mobile technology can bridge the gap between healthcare providers and patients, especially in underserved regions. The ability to monitor health parameters and access medical advice via a smartphone can empower individuals with knowledge and tools to manage their health proactively.

Lowered Care Cost and Reduced Workloads

One of the most compelling arguments for AI in healthcare is its potential to significantly reduce costs and workloads. By automating routine tasks, analyzing vast amounts of data for diagnostics, and predicting health trends, AI can alleviate the pressures on healthcare professionals and facilities.

AI Tech Allows Foresight Rather Than Reaction

The predictive power of AI is perhaps its most revolutionary aspect. Through the analysis of big data, AI can identify patterns and predict health issues before they become critical. Pedro Carrascal noted the importance of this foresight in managing chronic diseases, where early detection can significantly alter the course of treatment and improve quality of life. This shift from a reactive to a predictive healthcare model could redefine the standards of care and wellness.

Engaging the Public

For the AI-driven health revolution to realize its full potential, it’s imperative to engage the public actively. The panelists at the MWC Conference highlighted the significance of public participation in adopting AI technologies in healthcare. Engaging the public not only fosters acceptance but also ensures that AI-driven solutions are designed with the user’s needs and preferences in mind.

Gamifying the Experience

By incorporating game design elements into health management apps and AI systems, users can be motivated to take a more active role in their health. This strategy not only makes health management more interactive and enjoyable but also encourages sustained engagement by rewarding positive health behaviors. Gamification can transform mundane health tasks into engaging challenges, making it a powerful tool for promoting healthy lifestyles and preventive care.

The Opt-In/Opt-Out Dilemma

Providing users with the ability to opt in or opt out of AI-driven health services is essential for respecting individual autonomy. Miguel Luengo-Oroz discussed the importance of giving users control over their participation in AI health programs. This approach not only respects user privacy but also builds confidence in AI technologies by allowing users to set their comfort levels. However, the challenge lies in designing systems that protect privacy without compromising the quality of care for those who opt out.

The Challenges Ahead

While the vision of an AI-driven healthcare revolution is compelling, it is not without its challenges. The road to integrating AI into healthcare is paved with technical, ethical, and logistical hurdles that must be navigated with care.

Data Privacy and Security

A primary concern in the era of AI healthcare is the safeguarding of patient data. As healthcare systems increasingly rely on AI to process and analyze vast amounts of personal health information, the risk of data breaches and privacy violations grows. Julio Mayol stressed the importance of developing robust data protection measures that ensure patient confidentiality while enabling the beneficial uses of AI in healthcare. This balance is crucial in maintaining trust and ensuring the ethical use of sensitive health information.

Bias and Inequality

Another significant challenge highlighted by Miguel Luengo-Oroz is the potential for AI systems to perpetuate or even exacerbate existing biases and inequalities. AI algorithms are only as good as the data they are trained on, and if this data is biased, the outcomes will be too. This can lead to disparities in the quality of care delivered to different demographic groups. Addressing this issue requires a concerted effort to develop AI systems that are inclusive and representative of the diverse populations they serve.

Integration into Clinical Practice

The integration of AI into existing healthcare systems poses logistical challenges. As Izabel Alfany pointed out, healthcare professionals need to be trained to work alongside AI tools, interpreting their outputs and incorporating them into clinical decision-making. This transition demands significant investment in education and infrastructure to ensure that AI enhances rather than disrupts the healthcare workflow.

Regulatory Hurdles

Navigating the regulatory landscape is another challenge facing the adoption of AI in healthcare. Pedro Carrascal emphasized the need for clear and consistent guidelines that govern the development, testing, and deployment of AI solutions in healthcare settings. Regulatory frameworks must strike a balance between fostering innovation and ensuring patient safety, a task that becomes increasingly complex as AI technologies evolve.

Ethical Considerations

Finally, the ethical implications of AI in healthcare cannot be overlooked. Ricardo Baptista Leite raised crucial questions about the moral responsibilities involved in deploying AI systems that make life-and-death decisions. From ensuring equitable access to AI-driven healthcare services to addressing the implications of AI in end-of-life care, the ethical dimensions of AI in healthcare demand careful consideration and ongoing dialogue among all stakeholders.

The Road to Revolution

The integration of AI into healthcare requires seamless collaboration between technologists, healthcare professionals, policymakers, and patients. Julio Mayol and Izabel Alfany emphasized the importance of interdisciplinary partnerships that bring together diverse expertise and perspectives. By fostering an ecosystem where innovation can thrive, we can develop AI solutions that are not only technologically advanced but also deeply attuned to the real-world needs of healthcare delivery and patient care.

Investing in Infrastructure and Education

For AI to be effectively integrated into healthcare, significant investment in digital infrastructure and education is necessary. Miguel Luengo-Oroz highlighted the need for robust data management systems that ensure privacy and security while enabling the complex data analyses required for AI. Additionally, educating healthcare professionals on the use of AI tools is crucial for their adoption. Pedro Carrascal advocated for training programs that equip medical staff with the knowledge and skills to leverage AI in clinical decision-making, ensuring that technology enhances rather than replaces the human touch in healthcare.

Regulatory Frameworks and Ethical Guidelines

Developing clear regulatory frameworks and ethical guidelines is critical to navigating the challenges of AI in healthcare. Ricardo Baptista Leite pointed out the need for regulations that balance innovation with patient safety, ensuring that AI solutions undergo rigorous testing and validation before being deployed. Ethical considerations, especially regarding patient autonomy, privacy, and equity, must guide the development and implementation of AI in healthcare, ensuring that the benefits of technology are accessible to all.

Public Engagement and Trust

Building public trust in AI-driven healthcare solutions is essential for their widespread adoption. Engaging the public through transparent communication, education, and participatory design processes can demystify AI and address concerns about privacy and autonomy. Julio Mayol and Ricardo Baptista Leite emphasized the importance of involving patients and the broader community in the development of AI solutions, ensuring that technology reflects the needs and values of those it serves.

Embracing a Future of Proactive, Personalized Care

The ultimate goal of the AI revolution in healthcare is to shift from a reactive model of sick care to a proactive, personalized approach to health and wellness. By leveraging AI for early detection, prevention, and customized treatment plans, we can significantly improve health outcomes and quality of life. This vision of healthcare, as articulated by the panelists, requires a collective commitment to innovation, equity, and collaboration.

Call to Action

The potential of AI to revolutionize healthcare is immense, but realizing this potential requires action, collaboration, and commitment from everyone involved.

For Healthcare Professionals

Healthcare professionals are encouraged to embrace AI as a tool that can enhance their practice, improve patient outcomes, and streamline healthcare delivery. Engaging with AI technology, understanding its capabilities, and contributing to its development can ensure that AI solutions are practical, effective, and aligned with the needs of both patients and healthcare providers. Continuous education and training in AI applications in healthcare are essential for integrating these technologies into clinical practice seamlessly.

For Patients and the General Public

Patients and the general public play a crucial role in the AI healthcare revolution. You are encouraged to take an active interest in AI health technologies, educate yourselves about their benefits and limitations, and provide feedback to healthcare providers and tech developers. Participation in health management apps and AI-driven health programs can lead to more personalized, proactive healthcare. Remember, your engagement and feedback are invaluable in shaping the future of healthcare.

For Policy Makers and Regulators

Policy makers and regulators are called upon to create a supportive environment for the development and adoption of AI in healthcare. This includes establishing clear, fair, and consistent regulatory frameworks that ensure patient safety, privacy, and the ethical use of AI. Policies should also encourage innovation, research, and collaboration across sectors to accelerate the development of AI solutions that can address healthcare challenges effectively.

For Technologists and Innovators

Technologists and innovators are at the forefront of the AI revolution in healthcare. You are urged to continue pushing the boundaries of what AI can achieve in healthcare, focusing on solutions that are ethical, equitable, and accessible to all. Collaboration with healthcare professionals, patients, and policymakers can ensure that AI technologies meet real-world needs and have a positive impact on healthcare outcomes.

Conclusion

The journey toward an AI-driven health revolution is a collective endeavor that requires the participation, expertise, and passion of all stakeholders. By working together, we can harness the power of AI to create a healthcare system that is more proactive, personalized, and accessible. The insights and discussions from the MWC Conference panelists have laid the groundwork for this transformative journey. Now, it is up to us to take the next steps. Let’s embrace the potential of AI in healthcare, engage with it critically and constructively, and work towards a future where technology and healthcare converge to improve the lives of people around the world. The time to act is now – let’s build the future of healthcare together.

[garymdm]

DataOps: From Data to Decision-Making

In today’s complex data landscapes, where data flows ceaselessly from various sources, the ability to harness this data and turn it into actionable insights is a defining factor for many organization’s success. With companies generating over 50 times more data than they were just five years ago, adapting to this data deluge has become a strategic imperative. Enter DataOps, a transformative…

[crookedkryptonitebeliever]

I wonder how Yves would deal with his s/o absolutely hate his guts. Like just one meeting and they already find his existence insufferable for no reason at all.

Another Anon Sent: Me , personally, would find Yves annoying as hell in real life. Mf is too composed

TW: mentions of past physical abuse (on Yves's side)

There is always a reason. Many reasons. The most glaringly obvious one is that if you don't like how he presents himself. Yves's existence already challenged a wide array of norms that had been established since the publishing of the bible. Maybe you don't like that he's a "man", "cosplaying" as a "woman". He knows a lot of people didn't, many of his old scars hidden under his turtleneck are there to prove that. Perhaps he's too good for you, unintentionally reminding you of your own inferiority. Perhaps, like what was described, he is too composed and put together that it seems suspicious.

And he understands that. He cannot please every category of people he comes across. This could mean you hating his entire being and viciously attacking his character for being the way he is. Yves accepted that, but it doesn't mean it hurts him any less. He may try his best to accommodate your wants, he can be malleable but only to a certain extent. His hair and makeup carry the weight of emotions and memories that you can never experience, and his mannerisms make up the legacy of all the crucial fragments of his life. Yves has his own identity and he cannot lose that. Without one, he knows he will fall apart and wither, all of his hard work will be for naught and you will be left unprotected.

Your hatred for him is an integral part of you, developed over years of exposure to your environment. No one is born loathing, it is the buildup of teachings from adults that causes it. As selfish as he is, he wouldn't just expunge it completely from your mind, even if he knows he can rewire your brain to an obedient little thing. That isn't you.

However, tolerance can be learned. If Yves knows you would have hated him upon initial contact, he wouldn't reveal himself too early. You still had years of maturing to catch up. He has time, he can wait. Yves will tailor your experiences, letting you mingle with diversity, and broaden your view of the world. He knows all the buttons, the levers, and the switches in your mind and how he could manipulate them to better you.

Not to say all your friends are paid actors and actresses, Yves doesn't even need to do that most of the time. All he needs is information, about who will be there, when will they be and why will they be there. And just like fate itself, Yves will bring you to them. Change needs to be gradual, the human mind simply cannot take massive shocks.

Maybe you find his tranquility irritating because you didn't grow up seeing that. Your home life could have been chaotic, unpredictable, and constantly needing you to turn on survival mode. Hence, seeing Yves as an anomaly in the world and rejecting the unknown. You're used to the mayhem, not the peace; at least in disorder, you know what to expect.

Then, Yves will give you a frame of reference. You will meet people of varying degrees of collectiveness, with him being on the extreme end of the spectrum. You will see more and more portrayals of similar personalities in the media. Then, surely but slowly, you will change.

Right?

Perhaps, no. You won't. You could stay the same and it would only mean his hypothesis wasn't correct. You might even get worse. And that is alright, this is in no way, shape or form a failure. He still succeeded, he succeeded in obtaining data. This is the scientific method, no outcome is still an outcome. It is this attitude that got Yves to where he is, to the mammoth collections in his office. He will try again, with another experiment design, with another hypothesis based on the last study's results. Why didn't it work? Was there something he missed? Did his bias get in the way? Was he not looking at the big picture this whole time?

Regardless, he will keep going. Each time, he learns something new about you that others may deem insignificant. But could potentially be the determining factor. And he notes it down without missing a beat.

That is why it takes years. That is why you're more likely to meet Yves only later in life. You still need more time to develop your views and you are constantly changing whether you like it or not.

Knowledge may not be the cure to hatred, but it is the cure to ignorance. Yves would do is present the world as best as he can in front of you, and let you think for yourself. To him, the gift of choice is the ultimate expression of love.

[girldragongizzard]

Chapter 11: Conversation stopper

Day seven, and another serenade from the roof of my building, once again led by me, self proclaimed queen of the local dragons. My challenge cry is the best, after all.

I end up watching the construction workers setting up their scaffolding, while I’m perched on the edge of the roof, head hanging over and looking down at them. Claws gripping molding on either side of my neck. I’ve got my wings spread out to help soak up as much sun as possible, to assist in digestion.

Fridge food was easier to digest, apparently. Already mostly processed, or so fibrous, in the case of the vegetables, that it went right through. But I didn’t tear the seagulls up much in order to murder them, and they went down with a lot of structural integrity still intact.

It feels like the rocks are helping. My body, at least, has calmed down a lot since I’ve swallowed them.

Still, I’m starting to seriously consider Nathan’s ground chuck suggestion.

I’m not going to be spending all of my monthly money on meat. I still have a few other things I need to pay for, such as my phone bill. Or a data plan that’s compatible with this new tablet. I’ll have to work that out.

But basing my diet on ground chuck sounds like a good plan right now.

Some of the construction workers look up and wave at me. And I stick a claw out and wave back, awkwardly.

Maybe us dragons were just imagined up by humanity, to be something they feel the world needed. A timely disruption. That finally manifested now, on the precipice of a critical moment in history.

It sure does seem like the people who are objecting the loudest to us are those with some kind of power to lose, and their followers. And everyone else just kind of seems to love us.

I don’t know.

I just know what I’ve always been, and I like it.

And I like it better, especially, on mornings like this, when union workers smile up at me while they go about their jobs.

I do hope they do a good job to help keep my building from falling apart. As nice as it felt to have my own cave in the side of it, it was still a violation of my own home. 

If I had my way, I’d build this thing a big differently. Keep my apartment in the same place, but with a big, supported doorway in the wall leading to a balcony big enough for me. A landing pad. With no railing. And the rest of the building would be reinforced concrete. With iron spikes. And it might be really cool to have a PA on the roof with stacks of speakers to make any stadium jealous.

I huff.

What if I’d been someone who had a job? What would this be like?

I see Cerce walking up my favorite runway, and she’s already looking up at me and waving.

I lift and wave my tail back and forth in return. It’s a bit more like lashing, the way it moves, thumping the roof on either side of me. But, oh, that feels good, and I wonder why I haven’t tried it sooner.

It keeps going, but at a lower and more comfortable angle.

I’m sure my downstairs neighbors don’t care for it, but they’re about to experience a whole day of construction noises. And also, maybe they can be reassured that there’s a dragon on their roof that won’t put up with the kind of shit Loreena and Poink got into last night.

I have to admit, I’m not really sure I’m thinking like humans anymore. Part of me does still recognize that this line of reasoning isn’t, well, reasonable. At least not to a lot of the local humanity.

But everyone does have to adapt now. There’s just no other way about it.

I raise my head with a thought.

What is considered politeness by dragons? What are our cultural norms? Are they what we inherited from our local humans? Or do we get to have our own ways?

I remember reading something from an Autistic blogger about how what’s considered polite by most of society isn’t necessarily what’s good or even friendly for everyone. That new mores and norms should be constructed about meeting individual sensory and social needs, that accommodations for Autistic people could lead to a more considerate society all around.

But I wonder how that can be applied to a sudden population of unique and bizarre monsters that have the instinctual need to scream at each other every morning or get into bloody fights about it later.

“Meg!” Cerce calls from the street corner closest to where I’m lying.

There’s a T-intersection below and to the right of me, and that’s the street I like to fly down or take off from when there’s no traffic. That puts her just over the heads of the construction workers below me, from my line of sight.

Sure.

I get up and push myself off the lip of the roof, angling to the left so that I can spiral, flapping repeated, over the parking lot.

My controlled descent brings me to a gentle landing behind her from where I started, but she’s turned to watch me the whole time.

I do something that I think of as a dragon courtsey, and then puff out my chest and hold my head up as high as I can on all fours, which puts my nose at about her collarbone level. Leaning back onto my haunches is what gets my head above six feet, and I don’t do that to her.

“Want to have coffee with me?” she asks.

Heck, yes! I look in the direction of the front outside table and bob my head.

“OK, I’ll meet you right there,” she says. “Do you want your usual, or something different?”

I don’t really know how to answer that without pulling out my tablet, so I bow my head and then bob it again.

“I’ll get your usual.”

I give her a quick cat smile, then bound over to the crosswalk to wait there for her, and for the light to turn green. I think it’d probably help people to see a dragon following the laws when it’s not strictly necessary. And, besides, it’d be what I would do if I wasn’t a dragon. I’ve just always been that way, kind of like Chapman.

Oh, I do hope things aren’t super weird between me and Chapman now. I’m worried about what they’ll have to say to me.

On the other hand, I’m worried about what I might say to hir if I give myself the chance. What happened last night was weird. Maybe there’d been a time where sie learned the names of my dragon neighbors, but that moment just before sie’d said their names something happened. I felt it with a part of my body, like a string from my stomach to the center of my head was plucked.

I try to think about whether I’ve ever had moments like that before, especially before metamorphosis. 

But soon Cerce and I are crossing the street like a couple of weird school girls heading to class together, and I’m distracted by that moment. Not making anything of it, just feeling something I wish I could have had when I was younger, even if the actual visual of the two of us belongs more in some anime I would never have watched. Casual female companionship.

As we’re crossing the street, even though we’re not saying anything to each other, I really feel Cerce’s presence and mood, and I get the impression that she has something she wants to share with me.

On the other side, I break off with an easy head jerk, and head to my table, wondering if Cerce had been updated by the others about my decision to stay outside. I wouldn’t be surprised if the shop staff had their own chat channel somewhere, or a group SMS text session. It’d be smart, and there’ve been times when I’ve had that thought before.

Maybe, I should have my own, and I should invite all of my humans to it.

Oh, yes, definitely.

By the time Cerce comes back out, I’m already setting it up on my tablet, and considering just who to invite. I’m stuck on Chapman.

I’ll figure that out later, after we’ve talked again.

Actually, it turns out she doesn’t have anything for me and that she’s got her day off from both school and work and just wants to talk to her favorite local dragon.

Sitting down, she says, “I really want to ask you a bunch of stuff. My degree is in communication, and getting to talk to a living being that is not human is just way too cool to me. Is that OK?”

I give her my gesture of affirmative, and then make a show of pulling out my tablet and relaxing.

“I’ll try to keep it to yes or no questions, if you want, so you don’t have to use your tablet if you don’t want to?”

I don’t really care, but I hit, “Yes.” It seems like the best way to keep the conversation flowing.

But the word echos in my head when I hear it, and I feel an urge.

I look at the tablet sideways, and then hit, “Yes,” again.

Cerce smirks and watches me.

It’s such a simple sound.

“Yes,” I make the tablet say yet again. And then I hit it several times in succession, not really counting.

Then I look up at Cerce and open my mouth and my chest says, “Yes,” in a near perfect imitation of the tablet’s voice.

“Ha! Oh, that’s delightful,” Cerce exclaims.

Experimentally, I hit, “No.”

I’m pretty sure I can get that one, too. So I do a repeat of my performance for, “Yes.”

“NoNoNoNoNoNoNo,” says the tablet.

I open my mouth and say, “No.”

Then I give the biggest, longest cat smile I’ve ever given and huff. Then I tell Cerce, “Yes.”

She claps.

And then she asks, “So what’s that like?” And then, after a second, she slaps her forehead with both hands and nearly shouts, “No! I’m sorry! Did that feel cool?”

“Yes,” I say. And then I hold up a claw and look at my tablet for a moment, then type out, “It came to me. Urge. Like breathing fire. Body knew what do.”

“That’s so fascinating,” she says. “I think I know what that might feel like. Like, sometimes I just get the urge to blurt out a word, and sometimes I can’t stop myself. Usually a word I’ve just heard. It’s called echolalia. Did you ever experience that before?”

I’m finding that it’s getting harder for me to remember my life before my metamorphosis. I still have all the knowledge I had, but I never related to my body or outward identity back than, so the memories are hard to trigger.

But, I think I remember experiencing echolalia once or twice, it’s familiar. And what I just experienced felt familiar. So I say, “Yes.”

“Is it like that? LIke echolalia?”

“Yes,” I say. Then I do my typing routine, “All instinct same for me.”

“I wonder how long your subconscious has been working on the word, ‘yes’,” she muses.

“Saturday,” I say with the tablet. Until I learn more words, I’m going to keep saying “yes” and “no” with my syrinx and everything else with the tablet. It’s the same voice either way, hilariously enough.

“I think it’s kind of funny that you’ve chosen to sound like Angelina Joli when she’s playing a posh roll,” Cerce says.

I think about that for a moment, then say, “Tablet misogyny. My euphoria.”

“You know, that makes a lot of sense to me,” she replies. “Different question. Are you endothermic? Like a lizard? Or more like a bird?”

“Yes,” I say, and then duck my head and look at her with just my right eye. I really don’t know the full answer to that. I know I feel sluggish when it gets cold enough, and my stomach is happier digesting things in the heat. And that I don’t sweat, at all. But I don’t know what my limits and needs are, nor what they would mean. But now I want to tell her something unprompted. The longer sentence takes a moment. “Want know what seagull taste like?” I ask.

She grimaces, shakes her head, and then looks around before saying tentatively, “Yes?”

“Ocean. Oil. Shit. Blood,” I say. “The worst sushi.”

She closes her eyes, makes a sick expression, and laughs silently, her shoulders going up and down. “I don’t why I agreed to that,” she exclaims.

Then conversation pauses for a while as we both enjoy the moment and gather our thoughts.

Then she asks, “Do you ever miss being human?”

That’s easy, “No.”

“Why not?”

“Never human,” I reply. “Not know what like.”

“Huh.”

“Yes.”

“I remember what you were like before,” she says. “You were always so quiet and kept to your favorite corner of the shop, and just stayed there all day with your refills. And I gotta admit, it did seem like you were watching over your domain, content. But, still, also unsettled.”

“Yes.”

“How do you feel about the other dragons in town?”

Oh, that’s a doozy.

We all keep coming back to this in some way, because it’s the Situation.

“Too many emotions,” I admit. “Need more space.” And then, after a couple beats I add, “Not mating season yet.”

Her eyes go wide, and I feel like I’m seeing that expression on the faces of my friends too much.

I want to do something to bring more stability to my city, but I’m at a complete loss as to how, other than to stick to my guns, be as loud as possible, and keep winning fights.

But the thing is, I’ve only fought Whitman.

And my fifty years of learning things from humans make me feel like there should be a better solution than that. I wish I could talk to and reason with the other dragons, and negotiate a peace. And convince more of the others that some of us need to move out up into the mountains and other wilderness. Spread out.

From what I figure, we all manifested from human bodies, and that means there’s more of us where there are more humans. And that’s not a natural distribution for dragons. However, those of us who’ve been around for a while have also gotten attached to our familiar haunts. Our instincts are kicking in full swing, telling us these places are our territories.

And, maybe I should be the big girl and leave and provide an example by doing so. But I know that all that would do is create a vacuum that the others would fight viciously over.

I know I’ve thought this a few different ways over the past few days. It feels like it’s long past time to act.

But it’s also only been six and a quarter days.

As we’re thinking about things again, Rhoda approaches from down the block and stands next to me to report, “They’re boxing up your stuff and piling it in the hallway now, Meg. I stood there for a while to let them know they’re being judged. I think they’re being good about it.”

Cerce looks up at her and points at me and says, “That’s a dragon!”

“She certainly is,” Rhoda says.

“Yes,” I say.

Rhoda turns and assesses me for a moment, eyes going up and down, then says, “Stop.”

I tilt my head, then turn to my tablet and program it to repeat that word several times, like I did before.

I have to make it do that two more times before the words starts to take hold of me and bubble up.

I turn back to Rhoda and say, “Stop.”

“Perfect,” she says.

The thing is, the way I’m learning to talk, to imitate my tablet, there’s no emotional inflection. I say these words the exact same way every time. No sense of urgency, if I say, “Stop.” Just a statement.

I say it again, “Stop.”

“You’re gonna need that,” Rhoda says.

“Yes,” I reply. But I’m worried it won’t be taken seriously in an actual crisis.

She studies me for a while longer and then says, “You know what to do if you want to learn how to say that forcefully, right?”

Oh, of course. I just need to find a clip of Angelina Joli shouting, “Stop!” And then play it over and over again until I can do it.

Or I could do Chris Hemsworth. Or David Tennant. Or Sigourney Weaver. Or someone with a super deep and loud voice.

I wonder if I could somehow improvise and mix my rumble in with it.

Cerce is smiling and glancing back and forth between the two of us. And then she says, “I really want you to talk to my prof, Meg!”

I decide to say, “Maybe,” using my tablet, of course.

Cerce looks confused at the tablet like she wasn’t expecting me to say that, but then she starts squinting at it harder and leans forward. “I’ve got another question for you, Meg.”

“Yes.”

“How are you keeping that thing charged?”

I look closely at it myself, because I’ve totally forgotten about doing that somehow.

The battery is at 100%.

[xannador]

Have you considered going to Pillowfort?

Long answer down below:

I have been to the Sheezys, the Buzzlys, the Mastodons, etc. These platforms all saw a surge of new activity whenever big sites did something unpopular. But they always quickly died because of mismanagement or users going back to their old haunts due to lack of activity or digital Stockholm syndrome.

From what I have personally seen, a website that was purely created as an alternative to another has little chance of taking off. It it's going to work, it needs to be developed naturally and must fill a different niche. I mean look at Zuckerberg's Threads; died as fast as it blew up. Will Pillowford be any different?

The only alternative that I found with potential was the fediverse (mastodon) because of its decentralized nature. So people could make their own rules. If Jack Dorsey's new dating app Bluesky gets integrated into this system, it might have a chance. Although decentralized communities will be faced with unique challenges of their own (egos being one of the biggest, I think).

Trying to build a new platform right now might be a waste of time anyway because AI is going to completely reshape the Internet as we know it. This new technology is going to send shockwaves across the world akin to those caused by the invention of the Internet itself over 40 years ago. I'm sure most people here are aware of the damage it is doing to artists and writers. You have also likely seen the other insidious applications. Social media is being bombarded with a flood of fake war footage/other AI-generated disinformation. If you posted a video of your own voice online, criminals can feed it into an AI to replicate it and contact your bank in an attempt to get your financial info. You can make anyone who has recorded themselves say and do whatever you want. Children are using AI to make revenge porn of their classmates as a new form of bullying. Politicians are saying things they never said in their lives. Google searches are being poisoned by people who use AI to data scrape news sites to generate nonsensical articles and clickbait. Soon video evidence will no longer be used in court because we won't be able to tell real footage from deep fakes.

50% of the Internet's traffic is now bots. In some cases, websites and forums have been reduced to nothing more than different chatbots talking to each other, with no humans in sight.

I don't think we have to count on government intervention to solve this problem. The Western world could ban all AI tomorrow and other countries that are under no obligation to follow our laws or just don't care would continue to use it to poison the Internet. Pandora's box is open, and there's no closing it now.

Yet I cannot stand an Internet where I post a drawing or comic and the only interactions I get are from bots that are so convincing that I won't be able to tell the difference between them and real people anymore. When all that remains of art platforms are waterfalls of AI sludge where my work is drowned out by a virtually infinite amount of pictures that are generated in a fraction of a second. While I had to spend +40 hours for a visually inferior result.

If that is what I can expect to look forward to, I might as well delete what remains of my Internet presence today. I don't know what to do and I don't know where to go. This is a depressing post. I wish, after the countless hours I spent looking into this problem, I would be able to offer a solution.

All I know for sure is that artists should not remain on "Art/Creative" platforms that deliberately steal their work to feed it to their own AI or sell their data to companies that will. I left Artstation and DeviantArt for those reasons and I want to do the same with Tumblr. It's one thing when social media like Xitter, Tik Tok or Instagram do it, because I expect nothing less from the filth that runs those. But creative platforms have the obligation to, if not protect, at least not sell out their users.

But good luck convincing the entire collective of Tumblr, Artstation, and DeviantArt to leave. Especially when there is no good alternative. The Internet has never been more centralized into a handful of platforms, yet also never been more lonely and scattered. I miss the sense of community we artists used to have.

The truth is that there is nowhere left to run. Because everywhere is the same. You can try using Glaze or Nightshade to protect your work. But I don't know if I trust either of them. I don't trust anything that offers solutions that are 'too good to be true'. And even if take those preemptive measures, what is to stop the tech bros from updating their scrapers to work around Glaze and steal your work anyway? I will admit I don't entirely understand how the technology works so I don't know if this is a legitimate concern. But I'm just wondering if this is going to become some kind of digital arms race between tech bros and artists? Because that is a battle where the artists lose.

[solarpunkbusiness]

The team integrates its environmental efforts with reconciliation by emphasizing the development of frameworks that align with the interests and priorities of community members.

They offer guidance and recommendations to advance the process of healing and restoring relationships that have been damaged or broken, often due to historical injustices, conflicts or systemic oppression with Indigenous Peoples, in accordance with the United Nations Declaration on the Rights of Indigenous Peoples (UNDRIP) and the recommendations of Canada’s Truth and Reconciliation Commission.

Ms. Campbell says this kind of support is important for Indigenous nations when making decisions about their lands and environments because a lot of Western data and information contains barriers.

“Even to have information presented in a way that works for the community – that’s a big challenge,” she says. “There’s so many scientific reports that I see that are really difficult for people who aren’t trained in Western science to fully understand, even people who work in the environmental fields.”

Ms. Campbell says providing services that are both rooted in reconciliation and focus on making information accessible is critical for nations who are seeking greater independence and autonomy. This is especially important when it comes to renewable energy and other responses to climate change.

“So many nations now are becoming equity owners of wind projects and I think those are the projects that we’re most excited about getting involved in,” she says.

[sunshinesmebdy]

Moon in Sagittarius: Bold Moves and Financial Optimism in Business

The Moon, in astrology, represents our emotions, intuition, and sense of security. When it transits through the fiery sign of Sagittarius, a spirit of optimism and adventure takes hold. We become more expansive in our thinking, eager to explore new frontiers and take calculated risks. This can be a potent time for business and finance, as it fuels our drive for growth and fosters a “big picture” perspective.

Positive Influences for Business

Innovation and Expansion: The Moon in Sagittarius ignites our creative spark. This is a prime time to brainstorm new ideas, launch ventures, or explore uncharted territories in your business. The Moon’s transit through Sagittarius ignites a potent blend of optimism, curiosity, and a thirst for adventure. This unique astrological alignment can be a game-changer for businesses, particularly when it comes to innovation and expansion. Let’s delve deeper into how you can harness this dynamic energy:

Unleashing the Creative Spark:

Brainstorming sessions: The Moon in Sagittarius sparks unconventional thinking and out-of-the-box solutions. Gather your team for brainstorming sessions, encouraging open communication and free-flowing ideas. Don’t be afraid to consider seemingly “out there” concepts — some of the most groundbreaking innovations stemmed from challenging the status quo.

Embrace new perspectives: Encourage diverse perspectives within your team. Sagittarius thrives on exploration and learning from different viewpoints. Consider collaborating with individuals from outside your industry or conducting market research to gain fresh insights and identify new opportunities.

Launching New Ventures:

Market testing: The Moon in Sagittarius fosters a willingness to take calculated risks. If you’ve been contemplating launching a new product, service, or even an entirely new business venture, this period might be the green light you’ve been waiting for. Conduct thorough market research to mitigate risks, but don’t be afraid to take the leap when the data aligns with your vision.

Piloting and testing: Embrace experimentation. Pilot your new venture on a smaller scale before committing full resources. This allows you to refine your approach, gather valuable feedback, and minimize potential losses while maximizing the chances of success.

Exploring Uncharted Territories:

Entering new markets: Sagittarius is associated with expansion and global thinking. If you’ve been considering entering new markets, domestically or internationally, this transit can provide the impetus to move forward. Conduct thorough research on the target market, comply with local regulations, and build strategic partnerships to increase your chances of success.

Investing in new technologies: The Moon in Sagittarius encourages embracing innovation. Explore how emerging technologies can be integrated into your business operations to improve efficiency, reach new customers, or streamline processes. Remember, conduct due diligence and weigh the potential benefits against the risks before making any significant investments.

Networking and Collaboration: Sagittarius thrives on connection. Leverage this energy to network with potential partners, build relationships with clients, and expand your reach. The Moon’s journey through Sagittarius ignites a fire within us, urging us to connect, collaborate, and expand our horizons. This period is exceptionally well-suited for networking, building relationships, and expanding your reach in the business world. Here’s how to leverage this cosmic energy:

Networking Events:

Attend industry gatherings and conferences: The Moon in Sagittarius fuels your desire to connect with like-minded individuals. Attend industry events, conferences, or trade shows to broaden your network, meet potential partners, and stay up-to-date on industry trends.

Seek out online communities: Sagittarius thrives in vibrant online spaces. Join industry-specific forums, online groups, or social media communities to connect with professionals from around the world, share ideas, and build relationships.

Building Strong Client Relationships:

Focus on building rapport: Sagittarius values authentic connection. Take the time to understand your clients’ needs and build genuine relationships with them. This fosters loyalty and trust, leading to long-term business partnerships.

Host networking events: Organize client appreciation events or industry meet-and-greets. This provides a platform to connect with clients on a personal level, strengthen relationships, and build a sense of community.

Expanding Your Reach:

Collaborate with complementary businesses: Sagittarius seeks synergy and collaboration. Partner with businesses that complement your offerings to expand your reach and tap into new customer segments. Ensure the collaboration is mutually beneficial and aligns with your overall business strategy.

Explore strategic partnerships: Look for opportunities to partner with established organizations in your industry. This can lend credibility to your business, open doors to new markets, and accelerate your growth.

Financial Optimism: The Moon in Sagittarius fosters a sense of abundance and optimism regarding finances. You might be more receptive to investments or feel a surge in confidence when negotiating deals. The Moon’s transit through the sign of Sagittarius brings a wave of optimism not just to business ventures but also to our financial outlook. This doesn’t necessarily translate to guaranteed riches, but it does create a positive mindset that can be harnessed to make sound financial decisions. Let’s explore how this manifests:

Sense of Abundance:

Increased belief in prosperity: The Moon in Sagittarius fosters a positive outlook on the future. This can lead to a stronger belief in our ability to achieve financial goals, motivating us to take calculated risks and pursue opportunities for growth.

Gratitude for what you have: Sagittarius is associated with appreciation and gratitude. By acknowledging our current blessings, we shift our focus from what we lack to the abundance that already exists in our lives. This positive mindset attracts more positive results, fostering a cycle of abundance.

Openness to Investments:

Exploring new opportunities: The Moon in Sagittarius encourages us to step outside our comfort zones and explore new avenues. This can translate to increased willingness to consider investments that may have previously seemed intimidating.

Thorough research remains key: While the optimistic energy is positive, it’s crucial to conduct thorough research before making any investment decisions. Understand the risks involved, consult with financial advisors, and make informed choices based on your personal financial goals and risk tolerance.

Confidence in Negotiations:

Stronger negotiation skills: The Moon in Sagittarius instills a sense of confidence and self-belief. This can enhance your negotiation skills, allowing you to advocate for yourself and your business more effectively when it comes to pricing, contracts, or other financial negotiations.

Maintaining ethical principles: While confidence is crucial, maintain ethical integrity and avoid manipulating others. Focus on win-win solutions that benefit all parties involved, fostering long-term partnerships and building trust.

Tips for Harnessing the Moon in Sagittarius Energy

Think Big: Don’t be afraid to set ambitious goals. This transit encourages us to dream large and take calculated risks. The Moon’s sojourn through Sagittarius ignites a potent cocktail of optimism, courage, and a yearning for adventure. This astrological alignment is a prime time to set ambitious goals and step outside your comfort zone to achieve them. Here’s how to harness this powerful energy for audacious accomplishments:

Unleashing Your Inner Visionary:

Dream big: Sagittarius is all about thinking expansive and setting audacious goals. Don’t be afraid to dream big for your business or personal finances. What would your ideal scenario look like? What audacious goals can excite and motivate you? Write them down, visualize them vividly, and allow yourself to believe in their attainability.

Break down the big goals: While dreaming big is essential, it’s equally important to have a roadmap to success. Break down your long-term goals into smaller, achievable milestones. This will make them seem less daunting and provide a clear path forward.

Calculated Risks for Big Rewards:

Embrace calculated risks: The Moon in Sagittarius encourages us to be bold and take calculated risks. Don’t let the fear of failure hold you back. Analyze potential risks, create a contingency plan, and take a measured leap of faith towards your ambitious goals. Remember, sometimes the greatest rewards lie just beyond our comfort zones.

Don’t be reckless: While calculated risks are encouraged, avoid being reckless. Sagittarius may nudge you to be impulsive, but it’s important to strike a balance between boldness and prudence. Carefully consider the potential consequences before taking any significant actions.

Fueling Your Ambition with Knowledge:

Knowledge is power: The centaur, Sagittarius’s symbol, represents the union of wisdom and the wild archer. Fuel your ambition with knowledge. Research, take courses, and surround yourself with mentors who can guide you on your journey. The more prepared you are, the more confident you’ll feel in taking on ambitious goals.

Embrace Learning: Sagittarius is a lifelong learner. Take this opportunity to expand your knowledge through courses, conferences, or attending industry events. The Moon’s journey through the inquisitive and expansive sign of Sagittarius ignites a burning desire for knowledge and growth. This period is a golden opportunity to embrace lifelong learning and equip yourself with the skills and knowledge necessary to achieve your ambitious goals.

Rekindle Your Inner Student:

Embrace curiosity: Sagittarius is naturally curious and thrives on exploring new concepts and ideas. Reconnect with your inner student and cultivate a genuine curiosity about the world around you. Ask questions, seek out new information, and challenge your existing assumptions.

Lifelong learning mindset: Shift your perspective from viewing learning as a chore to embracing it as a continuous journey of growth and self-discovery. This mindset will keep you motivated and engaged in the learning process.

Explore Diverse Learning Avenues:

Courses and workshops: Enroll in courses or workshops related to your field, personal interests, or specific goals you want to achieve. The vast array of online and offline learning options allows you to tailor your learning experience to your preferences and schedule.

Industry events and conferences: Attend industry events, conferences, or trade shows relevant to your business or profession. These events offer opportunities to learn from experts, network with like-minded individuals, and stay up-to-date on the latest trends and innovations.

Learning Beyond the Classroom:

Read extensively: Sagittarius is drawn to knowledge, and reading can be a powerful tool for expanding your horizons. Explore books, articles, and online resources related to your interests or areas you want to learn more about.

Seek mentors and advisors: Surround yourself with individuals who possess the knowledge and experience you aspire to. Seek mentors or advisors who can guide you on your learning journey, offer valuable insights, and challenge you to think critically.

Delegate and Collaborate: Don’t try to do everything yourself. Leverage the collaborative spirit of Sagittarius by delegating tasks and fostering teamwork within your business. The Moon’s transit through the expansive and collaborative sign of Sagittarius encourages us to move beyond our limitations and achieve more through collaboration. This is a prime time to delegate tasks effectively and leverage the strengths of your team to propel your business forward. Here’s how to harness this powerful energy:

Recognizing the Power of Collaboration:

Strength in numbers: Sagittarius thrives on community and working together towards a common goal. By delegating tasks and collaborating with others, you can tap into a wider range of expertise, perspectives, and energy, leading to more creative and effective solutions.

Building trust and fostering ownership: Effective delegation isn’t just about assigning tasks; it’s about building trust and fostering a sense of ownership among team members. Delegate tasks that align with individuals’ strengths and interests, allowing them to contribute meaningfully and take pride in their work.

Effective Delegation Strategies

Clear communication: Before delegating, ensure clear communication by outlining the task, desired outcomes, and any relevant information. This empowers team members to understand their responsibilities and complete the task successfully.

Empowerment and autonomy: Don’t micromanage. While providing guidance is crucial, trust your team members with the autonomy to execute the task using their best judgment. This fosters creativity, problem-solving skills, and a sense of ownership.

Leveraging Diverse Skills and Perspectives:

Identify individual strengths: Recognize the unique skills and strengths of each team member. Delegate tasks that leverage their individual talents and expertise to maximize efficiency and effectiveness.

Embrace diverse perspectives: Sagittarius values openness to different viewpoints. Encourage brainstorming sessions and open communication to foster a collaborative environment where diverse perspectives are valued and can lead to innovative solutions.

Words of Caution:

Overconfidence: While optimism is good, be wary of becoming overly confident. Do your due diligence before making significant financial decisions. The Moon’s journey through optimistic and adventurous Sagittarius can be a double-edged sword when it comes to finances. While it fosters a positive outlook and increased belief in one’s abilities, it also carries the pitfall of overconfidence. Here’s how to navigate this astrological influence and make sound financial decisions:

Recognizing the Signs of Overconfidence:

Undue optimism: Be wary of unrealistic expectations. While optimism is crucial, don’t let it cloud your judgment regarding potential risks or uncertainties.

Ignoring red flags: Overconfidence can lead to overlooking crucial information or dismissing potential problems. Remain vigilant and don’t ignore any red flags that may arise during your research or decision-making process.

Relying solely on intuition: While intuition can be valuable, it shouldn’t be the sole factor in financial decisions. Always complement your intuition with thorough research and sound financial analysis.

Mitigating the Risks of Overconfidence:

Conduct thorough due diligence: Before making any significant financial decisions, conduct thorough research and due diligence. This involves evaluating investment opportunities, researching companies, and comparing different options to make informed choices.

Seek professional advice: Don’t hesitate to consult with financial advisors or experts for guidance and professional insights. They can help you analyze your financial situation, identify potential risks, and make sound investment decisions.

Maintain a healthy dose of skepticism: Approach any financial opportunity with a healthy dose of skepticism. Question everything, seek different perspectives, and avoid making impulsive decisions based solely on optimism.

Striking a Balance with Optimism:

Channel optimism into preparation: The positive energy of Sagittarius can be channeled into comprehensive planning and preparation. Use your optimism to envision your financial goals but ground them in realistic expectations and thorough research.

Celebrate small wins: Maintaining a positive outlook is crucial. Celebrate your financial successes, no matter how small, to stay motivated and keep your optimism in check.

Learn from past mistakes: Everyone makes financial missteps. Use them as learning experiences to refine your decision-making process and avoid repeating the same mistakes in the future.

Impulsiveness: Sagittarius’ impulsive nature can lead to rash decisions. Take your time, analyze all options, and avoid getting swept away by fleeting enthusiasm. The Moon’s transit through the fiery and adventurous sign of Sagittarius can ignite a spark of impulsiveness. While this energy can be a catalyst for bold action, it can also lead to rash decisions with negative consequences, especially when it comes to business and finances. Here’s how to navigate this astrological influence and make thoughtful choices:

Recognizing the Signs of Impulsiveness:

Urgency to act: Sagittarius’ impulsive nature can manifest as a sudden urge to act without considering all the options. Be wary of decisions made under pressure or driven by a fleeting sense of enthusiasm.

Ignoring potential risks: In the throes of impulsiveness, we might gloss over potential drawbacks or fail to adequately assess risks. Pay attention to any red flags that may arise during your decision-making process.

Overlooking details: The urge to act quickly can lead to neglecting crucial details. Ensure you gather all the necessary information and don’t allow excitement to cloud your judgment regarding the finer points.

Strategies to Curb Impulsiveness:

Implement a waiting period: Before making any significant decision, especially financial ones, impose a waiting period. This allows the initial excitement to subside and provides time for rational analysis and a more balanced perspective.

Seek a second opinion: Discuss your decision with a trusted friend, colleague, or financial advisor. Their objective perspective can help you identify potential blind spots and ensure you’re considering all the angles.

Create a pros and cons list: This classic technique can be a powerful tool during the Moon in Sagittarius transit. Write down the pros and cons of each option, allowing you to weigh the potential benefits and risks in a structured manner.

Channeling the Positive Energy:

Embrace the initial spark: The initial surge of enthusiasm ignited by Sagittarius can be a positive force. Use it to fuel your research and planning process. Channel your excitement into productive action that leads to well-considered decisions.

Transform impulsiveness into action: Sagittarius thrives on taking action. Instead of acting impulsively, transform that energy into productive action based on thoughtful analysis.

Focus on calculated risks: While impulsiveness is discouraged, Sagittarius encourages calculated risks. Once you’ve thoroughly analyzed a situation, don’t be afraid to take a well-measured leap of faith towards your goals.

Neglecting Details: The focus on the big picture might lead to overlooking crucial details. Ensure proper planning and follow-through to avoid pitfalls. The Moon’s journey through Sagittarius, with its emphasis on big ideas and expansive visions, can be a double-edged sword for business ventures. While it fosters innovation and exploration, it can also lead to overlooking crucial details that can derail even the most brilliant plans. Here’s how to strike a balance and ensure your big-picture thinking is supported by meticulous execution:

Recognizing When Details are Neglected:

Rushing the planning process: Sagittarius’ impulsive nature might lead to rushing the planning stage. Ensure you dedicate sufficient time to thoroughly analyze the situation and develop a comprehensive plan that addresses all potential issues.

Overlooking logistical challenges: In the excitement of a new idea, essential logistical details can be easily overlooked. Be mindful of operational challenges, resource limitations, and potential roadblocks that may hinder implementation.

Missing deadlines or overlooking commitments: The focus on the grand vision might lead to neglecting smaller deadlines or commitments. Ensure all tasks and milestones are clearly defined and tracked to maintain progress.

Strategies to Maintain Focus on Details:

Break down big goals into smaller steps: Sagittarius thrives on big ideas, but don’t get lost in the vastness. Break down your vision into smaller, achievable steps. This creates a roadmap for execution and ensures all critical details are addressed.

Develop a checklist system: Creating and utilizing checklists for each stage of your project can be a powerful tool. This ensures you haven’t overlooked any crucial aspects during the planning and execution phases.

Delegate tasks with detail-oriented individuals: Sagittarius is not known for meticulousness. Delegate tasks that require a keen eye for detail to individuals with complementary strengths.

Maintaining the Big Picture Perspective:

Don’t get bogged down in the details: While details are crucial, don’t lose sight of the overall vision and goals. Use detailed planning as a stepping stone, not a destination.

Balance planning with flexibility: In the spirit of Sagittarius’ adventurous nature, be prepared to adapt your plans as needed. Unforeseen circumstances may arise, so maintain a degree of flexibility while ensuring a solid foundation in place.

Celebrate progress, not just completion: Sagittarius’ optimistic energy thrives on celebration. Acknowledge and celebrate milestones along the way, not just the final completion of the project. This keeps the momentum going and fosters a culture of accomplishment.

Remember: Astrology is a tool for understanding our potential and navigating life’s cycles. While the Moon in Sagittarius brings a positive outlook for business, it’s important to remain grounded, make sound decisions, and leverage your intuition effectively.

Do you have any experiences with the Moon in Sagittarius transit? Share your thoughts in the comments below!

[justinspoliticalcorner]

Paul Blumenthal at HuffPost:

With a month and change to go before the election, Republican presidential candidate Donald Trump and his allies are already laying the groundwork to contest the results of the 2024 election if he loses by engaging in a false campaign around the threat of noncitizen voting.

Trump and Republican leaders, from House Speaker Mike Johnson (R-La.) to GOP secretaries of state who oversee elections, have pushed the narrative that the 2024 elections are being intentionally corrupted by mass noncitizen voting. Noncitizen voting is “a clear and present danger,” Johnson claimed at a May press conference announcing federal legislation mandating proof of citizenship to register to vote. In his debate with Vice President Kamala Harris last month, Trump took things further, falsely claiming that Democrats allow immigrants into the country to get them to vote illegally. “They can’t even speak English. They don’t even know what country they’re in, practically. And these people are trying to get them to vote, and that’s why they’re allowing them into our country,” Trump said.

Meanwhile, GOP secretaries of state, including Ohio’s Frank LaRose and Alabama’s Wes Allen, and Texas’ GOP Gov. Greg Abbott, made headlines announcing purges of supposed noncitizens from their voter rolls. Texas has also mobilized law enforcement to crack down on voter registration activities by Latino activist groups, raiding their homes and intimidating them from engaging in politics. This strategy has been led by Trump and his allies in Congress and around his campaign. It has been joined by high-profile conservative voices like billionaire Elon Musk and former Fox News personality Tucker Carlson. And it has been organized by election deniers through the conservative election denial group Election Integrity Network, run by Cleta Mitchell, a conservative lawyer who backed Trump’s effort in 2020 to steal the election.

Now, with just weeks to go in the election, the noncitizen voting allegations have entered the courts. Beginning in August, the Republican Party, a Trump-allied legal nonprofit run by his adviser, Stephen Miller, and a grassroots election denial group filed a string of lawsuits seeking massive purges of voters they claim to be either noncitizens or otherwise illegitimately registered to vote while suggesting that elections cannot be certified if they don’t get their way. These lawsuits are not only riddled with unsubstantiated claims of noncitizen voting and faulty data analysis claiming mass voter fraud — they all seek a remedy that is illegal. Federal law prohibits election officials from removing registered voters from the rolls within a 90-day blackout period prior to an election, a period that began on Aug. 7. Courts cannot order voter purges after that date. These lawsuits could have been filed earlier in 2024, when a court could order officials to review voters’ citizenship status or other potential registration errors and remove them from the rolls. But the groups filing these suits all waited until this remedy was impossible. Instead, these lawsuits appear to be part of a concerted public relations campaign to cast doubt on the outcome of the election if Trump loses again, as well as provide a post-election justification to local officials to refuse to certify the vote.

[...]

The Lie

In 2020, Trump and the Republican Party pointed to election law changes enacted due to the COVID-19 pandemic that made it easier for voters to cast their ballots without appearing in person to claim President Joe Biden’s win was fraudulent. Trump’s “big lie” caused a chaotic rush following the election as he sought to toss out the valid votes of millions of Americans, culminating in the attempted insurrection on Jan. 6, 2021, Trump’s second impeachment and his indictment on multiple felony counts. Trump continues to embrace the lies about 2020, and Republicans have largely followed suit. More of them trust Trump’s word over government certification of election results, according to an Associated Press poll conducted this year. With no pandemic voting changes to rely on, Republicans are now hanging their hat on the issue of noncitizen voting to provide the narrative structure for false post-election fraud claims. Of course, like the lies around voting in 2020, Republicans’ claims of mass noncitizen voting are entirely made up. Noncitizen voting is already illegal in all federal and state elections under multiple laws. It is also vanishingly rare. A database maintained by the conservative Heritage Foundation, which has been promoting falsehoods about noncitizen voting, lists just 68 legal actions taken against noncitizens for voting in federal elections going back to the 1980s. Meanwhile, a study by the progressive Brennan Center found that election officials across 42 jurisdictions in 12 states found just 30 cases of suspected noncitizen voting following the 2016 election. For perspective, that accounts for 0.0001% of the votes cast in those jurisdictions. Even Trump’s own election fraud task force failed to find any evidence of systematic or widespread fraud, including involving noncitizens in elections.

[...] County clerks provided the board with lists of registered voters who claimed to be noncitizens to be excused from jury duty in August, according to Gannon. The board then compared those lists with state voter registration records and found a total of nine voters who matched. Those nine people will be checked against state and federal databases to see whether they are citizens. If they are indeed noncitizens, the board will send them letters inviting them to cancel their registrations. This is the process the board must follow because of the 90-day blackout period prohibiting voter purges so close to an election. [...] United Sovereign Americans is a grassroots group promoting the idea that every election across the country is effectively illegitimate due to its claims of corrupted voter rolls. It was founded in 2023 by election denial activist Marly Hornik, whose canvassing effort aimed at proving election fraud in the 2022 New York state elections led the state’s attorney general to issue a cease-and-desist letter. The group now claims that upward of 10 million votes cast in the 2022 elections across 20 states were illegitimate and should not have been counted. Its lawsuits in Colorado, Florida, Michigan, North Carolina, Ohio, Pennsylvania and Texas all make similar claims that the states’ voter rolls contain error rates that exceed the level allowed by federal law and that they should therefore not be certified. The group explicitly states that the number of lawsuits it has filed is in an effort to get their claim before the Supreme Court before the 2024 election.

[...]

A New Road To The Same Goal

When Trump lied about election fraud in 2020, it was only the first part of his push to overturn the election. He also sought to exploit the process for counting electoral votes, first by producing alternate slates of electors from key swing states, then by pressuring former Vice President Mike Pence to use those alternate slates to deny Biden the vote in states he won. Finally, when none of that worked, Trump incited a violent mob on Congress to derail the counting of those votes. This half-baked plan did not work — and it would be impossible to do again in 2024. Harris, not Pence or another GOP official, will preside over the counting of the electoral votes. Meanwhile, Congress has since reformed the Electoral Count Act to make it impossible for states to submit alternate electors. It’s also unlikely that any GOP electors would want to follow Trump’s plans after 35 of his fraudulent electors were indicted for their actions in 2020.

Instead, as the United Sovereign Americans lawsuits make plain, any effort to contest the outcome of the election this year would run through efforts by local GOP election officials refusing to certify the election. “[Certification] is the lever that election conspiracy theorists see as the best opportunity if they don’t like the choice the voters have made,” said Ben Berwick, head of litigation for Protect Democracy, a nonprofit that counters election denial. Election deniers first took aim at the certification process in 2020, when two Republican members of the four-member canvassing board in Wayne County, Michigan (which includes Detroit), initially decided on their own to refuse to certify the county’s election amid a flurry of false claims of voter fraud fueled by Trump.

[...]

First, it’s illegal for local officials to refuse to certify election results. In each previous case, courts have stepped in to force wayward officials to certify in no uncertain terms. And if those local officials still refuse, they can be indicted and prosecuted, as happened to two officials in Cochise County, Arizona. “We’ve got a little bit of a hammer here in Arizona in that we’re kind of operating under the FAFO rule — mess around and find out,” Fontes said, using an acronym for the phrase “fuck around and find out.” Second, county-level certification refusals do not impact state executive decisions to certify the statewide results, meaning states could go ahead and confirm their electoral votes no matter what the county officials choose to do. Third, the Electoral Count Reform Act details instructions for courts to hear cases involving certification that occur after the Dec. 11 deadline on an extremely expedited basis, giving officials yet another path to confirm the results despite opposition stalling. Finally, and perhaps most importantly, Trump-backed election deniers who ran for key offices overseeing elections in swing states in 2022 all lost.

Democratic and Republican officials across the swing states of Arizona, Georgia, Michigan, Nevada, North Carolina, Pennsylvania and Wisconsin adamantly assert that they will fight certification refusals in the courts, seize the power to certify county election results if necessary and honor the actual winner of their states. Of course, Trump’s efforts to steal the 2020 election were laughable at the time — until they weren’t. Any attempt to illegally overturn the 2024 election could yet again cause chaos and violence where unlikely things can transpire. Still, election experts expect the dam to hold. “While their strategy will fail, there’s no line they won’t cross,” Becker said. “The period after the election could be very volatile, but I’m 100% confident the winner will have their hand on the Bible on Jan. 20.”

HuffPost’s Paul Blumenthal has an excellent report on how Donald Trump is pushing the bogus “noncitizen voting” issue to set up challenges to the 2024 election results if he loses in a redux of 2020.

See Also:

The Guardian: Republicans’ non-citizen voting myth sets stage to claim stolen election

Read the full story at HuffPost.

[uthra-krish]

Exploring Data Science Tools: My Adventures with Python, R, and More

Welcome to my data science journey! In this blog post, I'm excited to take you on a captivating adventure through the world of data science tools. We'll explore the significance of choosing the right tools and how they've shaped my path in this thrilling field.

Choosing the right tools in data science is akin to a chef selecting the finest ingredients for a culinary masterpiece. Each tool has its unique flavor and purpose, and understanding their nuances is key to becoming a proficient data scientist.

I. The Quest for the Right Tool

My journey began with confusion and curiosity. The world of data science tools was vast and intimidating. I questioned which programming language would be my trusted companion on this expedition. The importance of selecting the right tool soon became evident.

I embarked on a research quest, delving deep into the features and capabilities of various tools. Python and R emerged as the frontrunners, each with its strengths and applications. These two contenders became the focus of my data science adventures.

II. Python: The Swiss Army Knife of Data Science

Python, often hailed as the Swiss Army Knife of data science, stood out for its versatility and widespread popularity. Its extensive library ecosystem, including NumPy for numerical computing, pandas for data manipulation, and Matplotlib for data visualization, made it a compelling choice.

My first experiences with Python were both thrilling and challenging. I dove into coding, faced syntax errors, and wrestled with data structures. But with each obstacle, I discovered new capabilities and expanded my skill set.

III. R: The Statistical Powerhouse

In the world of statistics, R shines as a powerhouse. Its statistical packages like dplyr for data manipulation and ggplot2 for data visualization are renowned for their efficacy. As I ventured into R, I found myself immersed in a world of statistical analysis and data exploration.

My journey with R included memorable encounters with data sets, where I unearthed hidden insights and crafted beautiful visualizations. The statistical prowess of R truly left an indelible mark on my data science adventure.

IV. Beyond Python and R: Exploring Specialized Tools

While Python and R were my primary companions, I couldn't resist exploring specialized tools and programming languages that catered to specific niches in data science. These tools offered unique features and advantages that added depth to my skill set.

For instance, tools like SQL allowed me to delve into database management and querying, while Scala opened doors to big data analytics. Each tool found its place in my toolkit, serving as a valuable asset in different scenarios.

V. The Learning Curve: Challenges and Rewards

The path I took wasn't without its share of difficulties. Learning Python, R, and specialized tools presented a steep learning curve. Debugging code, grasping complex algorithms, and troubleshooting errors were all part of the process.

However, these challenges brought about incredible rewards. With persistence and dedication, I overcame obstacles, gained a profound understanding of data science, and felt a growing sense of achievement and empowerment.

VI. Leveraging Python and R Together

One of the most exciting revelations in my journey was discovering the synergy between Python and R. These two languages, once considered competitors, complemented each other beautifully.

I began integrating Python and R seamlessly into my data science workflow. Python's data manipulation capabilities combined with R's statistical prowess proved to be a winning combination. Together, they enabled me to tackle diverse data science tasks effectively.

VII. Tips for Beginners

For fellow data science enthusiasts beginning their own journeys, I offer some valuable tips:

Embrace curiosity and stay open to learning.

Work on practical projects while engaging in frequent coding practice.

Explore data science courses and resources to enhance your skills.

Seek guidance from mentors and engage with the data science community.

Remember that the journey is continuous—there's always more to learn and discover.

My adventures with Python, R, and various data science tools have been transformative. I've learned that choosing the right tool for the job is crucial, but versatility and adaptability are equally important traits for a data scientist.

As I summarize my expedition, I emphasize the significance of selecting tools that align with your project requirements and objectives. Each tool has a unique role to play, and mastering them unlocks endless possibilities in the world of data science.

I encourage you to embark on your own tool exploration journey in data science. Embrace the challenges, relish the rewards, and remember that the adventure is ongoing. May your path in data science be as exhilarating and fulfilling as mine has been.

Happy data exploring!

[techtoio]

How Big Data Analytics is Changing Scientific Discoveries

Introduction

In the contemporary world of the prevailing sciences and technologies, big data analytics becomes a powerful agent in such a way that scientific discoveries are being orchestrated. At Techtovio, we explore this renewed approach to reshaping research methodologies for better data interpretation and new insights into its hastening process. Read to continue

[aionlinemoney]

Saudi Arabia Aims to build $100 Billion Dollar Artificial Intelligence Giant

Saudi Arabia is a famous tourist country and the second-largest Oil production supplier in the world. It is located in the Middle East. Currently, Saudi Arabia is preparing a new project related to artificial intelligence with the support of $100 Billion US Dollars to develop a technological hub and make it superior in AI.

This country plans to invest heavily in data centers and startups to develop Artificial intelligence in Saudi Arabia and make the country a technological hub. The name of this Project is said to be ‘’Project Transcendence’’. This Project will encourage Tech Companies to invest their resources in the Country.

Saudi Arabia is working on a challenging project to use Artificial intelligence to transform different parts of its economy. This effort is part of their Vision 2030 plan, Their aim is to build a modern and innovation-based economy. By focusing on AI, Saudi Arabia hopes to become one of the world’s top technological leaders.

Why 100 Billion Dollar? The Scale of Saudi Arabia

The $100 Billion number represents one of the largest single-country AI investments globally. For a factor, this investment would surpass the GDP of several countries, showing the Kingdom’s commitment to establishing itself as a technological superpower. But why such a vast investment?

The huge funding aims to put a complete foundation for Artificial intelligence integration across all sectors in Saudi Arabia. The Kingdom envisions using AI for innovations ranging from independent transportation and telemedicine to advanced data analytics in industries like oil and gas. Which are central to the Saudi economy. Additionally, the investment is likely to encourage AI-driven startups, creating a dynamic and energetic ecosystem of innovation and collaboration between all the sectors. Project Transcendence aims to expand by giving help to tech companies to generate capital and infrastructure, this will be a great deal for all the companies to grow in Saudi Arabia.

Rivalry with UAE: A New Chapter in the Middle East’s Tech Ambition: 

The UAE (United Arab Emirates) has long held the Top as the Middle East’s tech and innovation hub, with its capital Dubai placing itself as a smart city colonist and an AI-forward city. In recent years, the UAE has attracted major foreign investment, hosted global tech events, and launched various Artificial intelligence actions to make it a global AI leader.

The friendly competition between the UAE and Saudi Arabia could benefit the whole region by driving growth in Artificial Intelligence and technology, creating new jobs, and encouraging countries to work together. This rivalry can also attract global tech companies, researchers, and entrepreneurs who want to be part of the Middle East’s tech boom.

Building the Infrastructure for AI Success:

Saudi Arabia is investing more in building the foundation needed for Artificial Intelligence growth.

Much of this investment will focus on creating advanced infrastructure like high-speed data centers, cloud computing facilities, and research centers. The big part of this plan is NEOM, a huge 500 billion dollar city designed with AI as its central feature. NEOM will be displayed as a smart city technology, serving as a model of how cities can use Artificial intelligence to improve daily life.

NEOM city will include self-driving transportation, healthcare systems powered by AI, and green energy. As a high-tech city, it will also test advanced robots, smart devices, and many more. The NEOM city aims to show how Artificial Intelligence can improve city life and sustainability, attracting tech companies, researchers, and investors looking to the future.

Ethicals Considerations: 

Saudi Arabia AI plan will also focus on ethical issues and set up rules to guide safe and responsible AI use. As Artificial intelligence grows, it can bring challenges like privacy risks, data security concerns, and job changes. To handle this, Saudi Arabia aims to create rules that support innovation while making sure AI is used responsibly.

Conclusion: A Step Towards High-tech Future

Saudi Arabia massive $100 billion AI investment shows its dedication to becoming a global leader in artificial intelligence. This will help grow its economy in new ways and make it better in technology, both in the Gulf region and worldwide. By building a strong AI network and modern infrastructure, Saudi Arabia plans to transform its economy, and society, and lead the Middle East into a new age of AI innovation. As Saudi Arabia and the UAE compete to lead in AI, the Middle East could become a major global tech hub, advancing what AI can do. Always keep updated your knowledge related to Artificial intelligence and technology, Read AI related blog and News at AiOnlineMoney.

#aionlinemoney.com

[dropshipautomation]

Maximize Efficiency and Profit with Dropship Automation

In today’s fast-paced e-commerce world, managing an Automation business efficiently can be challenging. Between managing orders, customer service, inventory, and supplier relationships, it can feel overwhelming. That’s where Dropship Automation comes in transforming your business by streamlining processes, saving time, and improving profitability.

What is Dropship Automation?

Dropship automation refers to the use of software tools and systems that help automate various aspects of your Automation business. This includes inventory management, pricing updates, and even customer support. By automating these time-consuming tasks, you free up valuable time to focus on growing your business and creating a better customer experience.

Key Benefits of Dropship Automation

Time-Saving Efficiency

Running an Automation store involves multiple steps: processing orders, checking stock levels, updating product information, and more. Dropship automation tools handle these repetitive tasks for you, reducing the risk of human error and saving you hours every week. This allows you to focus on marketing, customer acquisition, and scaling your business.

Improved Accuracy and Reduced Errors

Manual processes are prone to mistakes—whether it’s entering wrong pricing, inventory mismatches, or missing a crucial order. Automation ensures that data is synchronized across all platforms, keeping your inventory levels up to date, and preventing overselling or stock outs.

Enhanced Customer Experience

Customers expect fast and reliable service. With dropship automation, orders are processed more quickly, and stock levels are updated in real-time. This results in fewer delays and stock discrepancies, leading to better customer satisfaction and repeat business.

Scaling Your Business

One of the biggest advantages of dropship automation is that it enables you to scale effortlessly. As your business grows, so do the complexities of managing orders and products. Automation tools can handle a larger volume of transactions without additional manual work, giving you the freedom to expand without worrying about operational bottlenecks.

Why Choose Dropship Automation?

Dropship Automation offers an all-in-one solution to simplify your operations and boost your business efficiency. With integrations to popular platforms like Shopify and Big Commerce, and support for numerous suppliers, it’s the perfect tool for anyone serious about running a successful Automation business.

[accountsend]

Scaling Up: Strategies for Navigating Business Development in a Time of Rapid Growth

Article by Jonathan Bomser | CEO | AccountSend.com

Imagine your business as a ship embarking on an exciting voyage across uncharted waters. The journey from a small enterprise to a thriving powerhouse is exhilarating, but it comes with its own set of unique challenges. As you sail through the tumultuous tides of rapid growth, how do you navigate this transformation with finesse? In this comprehensive guide, we'll delve into seven practical strategies that will serve as your guiding stars, leading your B2B business development efforts through the intricate dance of rapid expansion.

Download the infographic here!

Embrace Technological Advancements: Empowerment through Efficiency and Insight

In today's digital landscape, embracing technological advancements isn't just an option; it's a strategic imperative for businesses on the path to growth. Imagine freeing your team from the shackles of repetitive tasks by harnessing cutting-edge tools. Visualize a scenario where automation breathes life into efficiency, allowing your workforce to focus on strategic initiatives that drive innovation and propel your business forward.

But the technological realm offers even more. Dive into the realm of big data, where hidden treasures of actionable insights await. By deciphering patterns and trends, you're equipped to make informed decisions that steer your ship towards prosperous horizons. The integration of Customer Relationship Management (CRM) systems isn't just a technical feat; it's a game-changer that transforms how you manage your sales pipeline. Seamlessly synchronized data empowers you to anticipate needs, tailor strategies, and fuel growth.

Strengthen Your Team: The Foundation of Sustainable Expansion

As your business evolves, so must your team. Picture your team as architects, constructing the future of your enterprise. Beyond skills, focus on nurturing a team that thrives in the face of change, a team capable of embracing challenges and growing with your business.

Investing in your team is an investment in your business's future. Imagine providing them with the tools and knowledge to tackle evolving demands. As they acquire new skills and insights, their collective potential becomes a force to be reckoned with, ready to champion your business's ascent to new heights.

Deepen Customer Relationships: Nurturing Bonds Beyond Transactions

The heartbeat of your business is your customers. While the allure of acquiring new clients is undeniable, the value of nurturing existing relationships cannot be overstated. Imagine building relationships that transcend transactions, turning customers into brand advocates.

Engage in a symphony of regular interactions, value addition, and meaningful feedback loops. The art of customer retention goes beyond satisfaction; it's about building emotional connections that result in loyal partnerships. A satisfied customer not only stays but becomes a beacon of positive referrals and influential reviews, guiding others to your doorstep.

Expand Into New Markets: A Voyage into Uncharted Territories

Expanding into new markets is akin to a thrilling expedition, a journey that promises new vistas and untapped potential. However, such an endeavor requires strategic planning and market intelligence. Visualize comprehensive market research as your compass, leading you to identify opportunities that align with your offerings.

Adaptation is key in uncharted waters. Tailor your products and services to resonate with the unique demands of these new markets. As you set sail, you're not just expanding geographically; you're weaving your brand into new narratives, positioning yourself as a valuable player in diverse landscapes.

Develop Strategic Partnerships: The Catalyst for Amplified Growth

Partnerships aren't just alliances; they are the accelerants that propel growth. Imagine uniting with entities whose strengths complement your own. Picture collaborations that broaden your reach, amplify your impact, and open doors to unexplored avenues.

Cultivate these partnerships as you would a thriving garden. Nurture them, and watch as they evolve into fertile ground for mutual growth. Through collaboration, you tap into networks that wouldn't have been accessible individually, unlocking a realm of new possibilities.

Invest in Your Brand: Crafting an Identity that Evolves

As your business expands, your brand should evolve too. Think of your brand as a living entity, adapting to the ever-changing marketplace. It's more than just aesthetics; it's about creating an experience that resonates with your audience.

Investment in your brand is an investment in your business's perception. Imagine refining your branding materials to mirror your growth journey. Enhance your digital footprint, creating an online presence that captures your brand's essence. Launch targeted campaigns that evoke emotions and build connections. Your brand isn't just a logo; it's the embodiment of your commitment to excellence and innovation.

Regularly Review and Adapt Your Strategy: The Symphony of Agility

In the dynamic realm of business growth, stagnation is the adversary. What propelled you to success yesterday might hinder you today. Regularly reviewing your strategy isn't a choice; it's an imperative.

Imagine your strategy as a living organism, evolving in response to the shifting environment. Regular recalibration ensures you stay nimble and responsive, enabling you to pivot seamlessly in response to changing market dynamics, customer preferences, and emerging trends.

Conclusion: Crafting Your Growth Odyssey

Scaling your business isn't just about getting bigger; it's about getting better. Each strategy we've explored is a thread in the tapestry of your growth journey. These strategies, fortified by the potency of verified B2B emails and sales leads, become your compass in this uncharted territory.

As you embark on this transformative voyage, remember that growth is an art—a symphony of strategy, innovation, and adaptation. These strategies are your notes, harmonizing to guide you to success. Equipped with verified B2B emails and sales leads, you're ready to navigate the complexities of scaling with confidence. Seize the helm of your growth story, and watch as your business unfurls its sails, navigating towards a horizon brimming with achievements, inspiring others to set sail on their growth odyssey.

[familylightfox]

Never before would the teen have suspected she would have to work with Eggman to stop a major threat to the world, but here they were. Thankfully, any of the genius's usual commentary was lacking as Sage floated closer and laid out their plan of attack.

Eggman and Harmony would split up, searching for the emeralds and collecting them while Sage looked into accessing the ancient technology. The possibility that she could get some of them back online might give them an edge over the final enemy awaiting them.

They could only hope that destroying it would finally set them all free.

Harmony had one less thing to worry about without the cyber corruption affecting her body, but she couldn't help but worry about her teammates. How much they had just sacrificed so she could be there to fight this last big bad.

Definitely owed a round of snacks and drinks after all this was done.

Getting the emeralds was just as easy as the last three times. At this point, Harmony felt like she had become a pro at collecting them and stood at the edge of a bridge, keeping her from the next. Emerald eyes squint in the sunlight to see the beacon of light off in the distance.

"Harmony!" Sage's voice brought her attention to her side as the girl appeared. A wag of her tail matched her smile.

"Hey Sage. Ya find anythin' good?"

"I have not. Quite a bit of data is available, but much of the ancient's technology is unsalvageable for our endeavor." She hung her head, but paused any further words as Harmony leaned over to offer her a smile.

"Hey. We ain't beat yet and I don't give up that easy." As she stood back up, Sage followed the teen's gaze as she pointed across the way. "But I could use your help gettin' over there. Think ya can hack the bridge?"

"Of course. One moment." Sage disappeared and reappeared closer to the console. It thrummed to life as she passed her hand over it and accessed the systems. In moments, the bridge formed over the large ravine. Red eyes flicked as Harmony let out an impressed whistle.

"Gaia... You're really good at that stuff. Where'd ya learn t' do all that?"

"It is part of my programming. Fath- Doctor Eggman created me with the intent to integrate with the empire's systems upon our completion here but has gifted me an android body so that I might be able to experience the world."

"Now that's pretty cool. Maybe when we're done, we can hang out again. If Eggman wants ya t' see the world, why not do it with friends?" Harmony's mind was already thinking of what they would do when it was over and they were back home. With a bit more pep in her step, the teen dropped to all fours with a playful call just before taking off.

"Come on! Let's get this over with so I can show ya some o' the best places t' eat!"

The space between them grew as Harmony charged ahead, giving Sage time to consider the teen's words. Never before did she have someone she could call a friend, but already she was one to Harmony...

It was so strange, but not unwelcome. With that thought in mind, the girl vanished in a flicker of blue static.

The obstacles in their way weren't even a challenge between the two of them. Harmony couldn't help her compliments each time Sage would access something for the teen. Just like Sage didn't hold back her acknowledgments of Harmony's abilities to defend them while she worked.

As the girl worked on a sealed door, she turned her head to Harmony nearby. Something about watching someone so kind absolutely decimate an enemy was awe-inspiring.

"I never would have expected you to be so brutal in battle."

Harmony turned her head as she dodged an attack from one of the digital robots and punched it across the platform. Her smile said it all.

"I do what I gotta t' protect my friends." Dodging the next attack, the teen summoned her shield to bounce the three remaining back for a moment. "But now that ya've seen me in action. Ya think I can beat whatever that thing is keepin' us here?"

"My calculations give us a very slim chance of success. I believe defeating our opponent will take more than speed and strength."

"Guess 's a good thing I got more up my sleeves than that." Harmony grinned and grabbed the nearest bot to slam into the rest, just as the click of the door's locking mechanism reached her ears. "Plus I got you helpin' me. Ain't no way I'm gonna lose."

"I wish I had your optimism."

"Hang out with me more often. My dad says it rubs off on everybody."

If she hadn’t sped off through the door, Harmony just might have caught the small smile form on Sage’s face and hear the quiet giggle. As it was, her sights were set on the sixth emerald that was locked away in the vault ahead of her. The moment she had been within range, the locks disengaged and released the gem into the teen’s waiting hands. The soft pulse a welcome sight before she tucked it into her quills and made her way back out to meet with Sage.

Only one more to go and then they could give that weird sky voice back wherever it came from.

Emerald eyes squinted as the light from outside the door shined in her face, distorting the silhouette of her friend but soon enough the sight of another was waiting there as well. At first she’d been on edge, seeing Eggman floating in his eggmobile with his arms crossed. It was when he held the last emerald that her body relaxed.

"You weren't fast enough, so I found it for you." Never before had Harmony expected to hear something like that from him. A giggle bubbled up before she could stifle it, but her smile only grew when she heard the quiet sound also come from Sage. Meeting the cybernetic eyes, both hands went to the teen’s hips as she leaned forward on her toes.

"I ain't Sonic Egghead. I know I ain't as fast." She stuck her tongue out and caught the emerald as he threw it to her. His sputter only drew another giggle. Much softer this time as she looked at the seven gems taking up position around her body like a halo, circling and bouncing in the air like a dance.

If she didn’t know any better, Harmony would have sworn they were eager to get this over with too.

"Well, what are you waiting for? Go defeat that giant." Eggman’s voice drew her attention away from the gems. Looking from him to Sage, a nod was given between the two girls. It was time to go.

"You got it." The emeralds began to spin faster, lifting Harmony off the ground and pooling their energy. Indigo fur shifted, wings fluttered, and teal eyes turned skyward into the clouds. With a hardened gaze, off she went towards the source of all this trouble.