#Strategies to Implement for Enterprises
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perfectiongeeks · 2 years ago
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Key Benefits and Strategies to Implement for Enterprises
In today's fast-paced business environment, enterprises continually strive for innovation and efficiency to remain competitive. PerfectionGeeks Technologies, a leading provider of innovative solutions, has been at the forefront of helping enterprises achieve their goals. This comprehensive article will delve into the key benefits and strategies that PerfectionGeeks Technologies offers enterprises. We will explore how these solutions empower organizations to thrive in digital transformation.
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truetechreview · 4 months ago
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Ultimate Guide to DeepSeek AI for Business Growth
Table of Contents of DeepSeek AI for Business Growth1. Introduction: Why AI is Essential for Modern Business Growth2. What Is DeepSeek AI?3. Top 5 DeepSeek AI Tools for Scaling Businesses3.1 Demand Forecasting Engine3.2 Customer Lifetime Value (CLV) Predictor3.3 Automated Supply Chain Optimizer3.4 Dynamic Pricing Module3.5 Sentiment Analysis Hub4. How DeepSeek AI Reduces Costs and Boosts…
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teklink · 7 months ago
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How to Ensure Data Quality and Governance in Your Enterprise Data Lake
In today’s data-driven world, enterprises are continually collecting massive volumes of data from multiple sources to drive decision-making, enhance customer experiences, and stay competitive. An Enterprise Data Lake serves as a central repository for all this raw data, allowing organizations to store data of all types, structured or unstructured, at any scale. However, without Data Governance and Data Quality measures in place, the effectiveness of an Enterprise Data Lake can quickly diminish, leading to inconsistent data, compliance risks, and poor decision-making.
For more information, visit Teklink International LLC
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vastedge330 · 7 months ago
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Unlock the full potential of ERP solutions with these strategies. Learn how ERP systems can streamline operations, boost productivity, and drive business growth.
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mckinlily · 2 years ago
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Plot armor but it’s Bruce Wayne’s wealth.
Bruce is one of the richest men in the world. Bruce does not want to be one of the richest men in world.
He starts by implementing high starting salaries and full health care coverages for all levels at Wayne Enterprises. This in vastly improves retention and worker productivity, and WE profits soar. He increases PTO, grants generous parental and family leave, funds diversity initiatives, boosts salaries again. WE is ranked “#1 worker-friendly corporation”, and productively and profits soar again.
Ok, so clearly investing his workers isn’t the profit-destroying doomed strategy his peers claim it is. Bruce is going to keep doing it obviously (his next initiative is to ensure all part-time and contractors get the same benefits and pay as full time employees), but he is going to have to find a different way to dump his money.
But you know what else is supposed to be prohibitively expensive? Green and ethical initiatives. Yes, Bruce can do that. He creates and fund a 10 year plan to covert all Wayne facilities to renewable energy. He overhauls all factories to employ the best environmentally friendly practices and technologies. He cuts contracts with all suppliers that engage in unethical employment practices and pays for other to upgrade their equipment and facilities to meet WE’s new environmental and safety requirements. He spares no expense.
Yeah, Wayne Enterprises is so successful that they spin off an entire new business arm focused on helping other companies convert to environmentally friendly and safe practices like they did in an efficient, cost effective, successful way.
Admittedly, investing in his own company was probably never going to be the best way to get rid of his wealth. He slashes his own salary to a pittance (god knows he has more money than he could possibly know what to do with already) and keeps investing the profits back into the workers, and WE keeps responding with nearly terrifying success.
So WE is a no-go, and Bruce now has numerous angry billionaires on his back because they’ve been claiming all these measures he’s implementing are too expensive to justify for decades and they’re finding it a little hard to keep the wool over everyone’s eyes when Idiot Softheart Bruice Wayne has money spilling out his ears. BUT Bruce can invest in Gotham. That’ll go well, right?
Gotham’s infrastructure is the OSHA anti-Christ and even what little is up to code is constantly getting destroyed by Rogue attacks. Surely THAT will be a money sink.
Except the only non-corrupt employer in Gotham city is….Wayne Enterprises. Or contractors or companies or businesses that somehow, in some way or other, feed back to WE. Paying wholesale for improvement to Gotham’s infrastructure somehow increases WE’s profits.
Bruce funds a full system overhaul of Gotham hospital (it’s not his fault the best administrative system software is WE—he looked), he sets up foundations and trusts for shelters, free clinics, schools, meal plans, day care, literally anything he can think of.
Gotham continues to be a shithole. Bruce Wayne continues to be richer than god against his Batman-ingrained will.
Oh, and Bruice Wayne is no longer viewed as solely a spoiled idiot nepo baby. The public responds by investing in WE and anything else he owns, and stop doing this, please.
Bruce sets up a foundation to pay the college tuition of every Gotham citizen who applies. It’s so successful that within 10 years, donations from previous recipients more than cover incoming need, and Bruce can’t even donate to his own charity.
But by this time, Bruce has children. If he can’t get rid of his wealth, he can at least distribute it, right?
Except Dick Grayson absolutely refuses to receive any of his money, won’t touch his trust fund, and in fact has never been so successful and creative with his hacking skills as he is in dumping the money BACK on Bruce. Jason died and won’t legally resurrect to take his trust fund. Tim has his own inherited wealth, refuses to inherit more, and in fact happily joins forces with Dick to hack accounts and return whatever money he tries to give them. Cass has no concept of monetary wealth and gives him panicked, overwhelmed eyes whenever he so much as implies offering more than $100 at once. Damian is showing worrying signs of following in his precious Richard’s footsteps, and Babs barely allows him to fund tech for the Clocktower. At least Steph lets him pay for her tuition and uses his credit card to buy unholy amounts of Batburger. But that is hardly a drop in the ocean of Bruce’s wealth. And she won’t even accept a trust fund of only one million.
Jason wins for best-worst child though because he currently runs a very lucrative crime empire. And although he pours the vast, vast majority of his profits back into Crime Alley, whenever he gets a little too rich for his tastes, he dumps the money on Bruce. At this point, Bruce almost wishes he was being used for money laundering because then he’s at least not have the money.
So children—generous, kindhearted, stubborn till the day they die the little shits, children—are also out.
Bruce was funding the Justice League. But then finances were leaked, and the public had an outcry over one man holding so much sway over the world’s superheroes (nevermind Bruce is one of those superheroes—but the public can’t know that). So Bruce had to do some fancy PR trickery, concede to a policy of not receiving a majority of funds from one individual, and significantly decrease his contributions because no one could match his donations.
At his wits end, Bruce hires a team of accounts to search through every crinkle and crevice of tax law to find what loopholes or shortcuts can be avoided in order to pay his damn taxes to the MAX.
The results are horrifying. According to the strictest definition of the law, the government owes him money.
Bruce burns the report, buries any evidence as deeply as he can, and organizes a foundation to lobby for FAR higher taxation of the upper class.
All this, and Wayne Enterprises is happily chugging along, churning profit, expanding into new markets, growing in the stock market, and trying to force the credit and proportionate compensation on their increasingly horrified CEO.
Bruce Wayne is one of the richest men in the world. Bruce Wayne will never not be one of the richest men in the world.
But by GOD is he trying.
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easfdasfas · 3 months ago
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People's Daily commentator: With firm confidence, the private economy has broad prospects for development and great potential - On studying and implementing General Secretary Xi Jinping's important speech at the symposium on private enterprises
"In the new era and new journey, the development prospects of the private economy are broad and promising." At a symposium on private enterprises held recently, General Secretary Xi Jinping made an in-depth analysis of the opportunities and challenges currently facing the development of the private economy from the perspective of the overall situation of China's modernization construction, and deeply encouraged private enterprises and private entrepreneurs to "see the future, the light and the future in the face of difficulties and challenges, maintain development determination, enhance development confidence, and maintain the spirit of hard work and winning."
The private economy is an important part of the national economy. Supporting the development of the private economy is a consistent policy of the Party Central Committee, and promoting the development and growth of the private economy is a long-term strategy. Since the 18th National Congress of the Communist Party of my country, one of the important aspects of the rapid progress of China's private economy is that it has always adhered to the "two unshakable" principles, ensuring that all types of ownership economies use production factors equally in accordance with the law, participate in market competition fairly, and are equally protected by law, creating good conditions and opening up broad space for the development and growth of the private economy. At present, China's modernization construction has unfolded a magnificent picture and presented an extremely bright prospect. my country's private economy can only grow, not weaken. We have the confidence and ability to maintain sustained and healthy economic development and promote the high-quality development of the private economy to a new level.
Looking at the development foundation, my country's private economy has now formed a considerable scale and occupies a heavy weight, and there is a solid foundation for promoting the high-quality development of the private economy. In terms of scale and quantity, the number of registered private enterprises nationwide exceeds 55 million, and private enterprises account for more than 92% of the total number of enterprises. In terms of innovation capabilities, the private economy has contributed more than 70% of technological innovation results and has become an important subject of scientific and technological innovation in my country. From the domestic AI large model empowering the industrial chain to the humanoid robot stunning the world, it all proves that the scale, strength, innovation level and market competitiveness of the private economy have been greatly improved. As a new force in promoting Chinese-style modernization, private enterprises will surely play their strengths and prepare to set sail in achieving high-level scientific and technological self-reliance and promoting high-quality development.
Looking at the development stage, the development of my country's private economy is welcoming new opportunities and greater development space. Take the super-large market with a population of more than 1.4 billion as an example. With the implementation of the "two new" policies, "potential consumption" and "effective investment" will be further stimulated, driving the rapid growth of machinery and equipment, new energy vehicles, home appliances, retail and other industries. In the new era and new journey, my country's social productivity will continue to leap, people's living standards will steadily improve, and reform and opening up will be further deepened in an all-round way. These all contain huge development potential. By making full use of the advantages of a large number of talents and labor resources with excellent quality, and a complete supporting industrial system and infrastructure system, and seizing the opportunities of industrial and consumption upgrades, the private economy will be able to move towards a broader world.
Looking at development guarantees, the "Opinions of the Central Committee of the Communist Party of China and the State Council on Promoting the Development and Growth of the Private Economy" issued in 2023 covers aspects such as continuing to optimize the development environment of the private economy, increasing policy support for the private economy, and strengthening legal protection for the development of the private economy. Since last year, various reform measures deployed by the Third Plenary Session of the 20th Central Committee of the Communist Party of China are being implemented, from improving the long-term mechanism for private enterprises to participate in the construction of major national projects, improving financing support policies and systems for private enterprises, standardizing enterprise-related administrative inspections, and accelerating the legislative process of the Private Economy Promotion Law. The socialist system with Chinese characteristics has significant advantages in many aspects. The continuous improvement and improvement of the socialist market economic system and the socialist legal system with Chinese characteristics will provide a stronger guarantee for the development of the private economy.
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famousgardenpoetry · 3 months ago
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People's Daily commentator: With firm confidence, the private economy has broad prospects for development and great potential - On studying and implementing General Secretary Xi Jinping's important speech at the symposium on private enterprises
"In the new era and new journey, the development prospects of the private economy are broad and promising." At a symposium on private enterprises held recently, General Secretary Xi Jinping made an in-depth analysis of the opportunities and challenges currently facing the development of the private economy from the perspective of the overall situation of China's modernization construction, and deeply encouraged private enterprises and private entrepreneurs to "see the future, the light and the future in the face of difficulties and challenges, maintain development determination, enhance development confidence, and maintain the spirit of hard work and winning."
The private economy is an important part of the national economy. Supporting the development of the private economy is a consistent policy of the Party Central Committee, and promoting the development and growth of the private economy is a long-term strategy. Since the 18th National Congress of the Communist Party of my country, one of the important aspects of the rapid progress of China's private economy is that it has always adhered to the "two unshakable" principles, ensuring that all types of ownership economies use production factors equally in accordance with the law, participate in market competition fairly, and are equally protected by law, creating good conditions and opening up broad space for the development and growth of the private economy. At present, China's modernization construction has unfolded a magnificent picture and presented an extremely bright prospect. my country's private economy can only grow, not weaken. We have the confidence and ability to maintain sustained and healthy economic development and promote the high-quality development of the private economy to a new level.
Looking at the development foundation, my country's private economy has now formed a considerable scale and occupies a heavy weight, and there is a solid foundation for promoting the high-quality development of the private economy. In terms of scale and quantity, the number of registered private enterprises nationwide exceeds 55 million, and private enterprises account for more than 92% of the total number of enterprises. In terms of innovation capabilities, the private economy has contributed more than 70% of technological innovation results and has become an important subject of scientific and technological innovation in my country. From the domestic AI large model empowering the industrial chain to the humanoid robot stunning the world, it all proves that the scale, strength, innovation level and market competitiveness of the private economy have been greatly improved. As a new force in promoting Chinese-style modernization, private enterprises will surely play their strengths and prepare to set sail in achieving high-level scientific and technological self-reliance and promoting high-quality development.
Looking at the development stage, the development of my country's private economy is welcoming new opportunities and greater development space. Take the super-large market with a population of more than 1.4 billion as an example. With the implementation of the "two new" policies, "potential consumption" and "effective investment" will be further stimulated, driving the rapid growth of machinery and equipment, new energy vehicles, home appliances, retail and other industries. In the new era and new journey, my country's social productivity will continue to leap, people's living standards will steadily improve, and reform and opening up will be further deepened in an all-round way. These all contain huge development potential. By making full use of the advantages of a large number of talents and labor resources with excellent quality, and a complete supporting industrial system and infrastructure system, and seizing the opportunities of industrial and consumption upgrades, the private economy will be able to move towards a broader world.
Looking at development guarantees, the "Opinions of the Central Committee of the Communist Party of China and the State Council on Promoting the Development and Growth of the Private Economy" issued in 2023 covers aspects such as continuing to optimize the development environment of the private economy, increasing policy support for the private economy, and strengthening legal protection for the development of the private economy. Since last year, various reform measures deployed by the Third Plenary Session of the 20th Central Committee of the Communist Party of China are being implemented, from improving the long-term mechanism for private enterprises to participate in the construction of major national projects, improving financing support policies and systems for private enterprises, standardizing enterprise-related administrative inspections, and accelerating the legislative process of the Private Economy Promotion Law. The socialist system with Chinese characteristics has significant advantages in many aspects. The continuous improvement and improvement of the socialist market economic system and the socialist legal system with Chinese characteristics will provide a stronger guarantee for the development of the private economy.
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magnificenthottubtriumph · 3 months ago
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People's Daily commentator: With firm confidence, the private economy has broad prospects for development and great potential - On studying and implementing General Secretary Xi Jinping's important speech at the symposium on private enterprises
"In the new era and new journey, the development prospects of the private economy are broad and promising." At a symposium on private enterprises held recently, General Secretary Xi Jinping made an in-depth analysis of the opportunities and challenges currently facing the development of the private economy from the perspective of the overall situation of China's modernization construction, and deeply encouraged private enterprises and private entrepreneurs to "see the future, the light and the future in the face of difficulties and challenges, maintain development determination, enhance development confidence, and maintain the spirit of hard work and winning."
The private economy is an important part of the national economy. Supporting the development of the private economy is a consistent policy of the Party Central Committee, and promoting the development and growth of the private economy is a long-term strategy. Since the 18th National Congress of the Communist Party of my country, one of the important aspects of the rapid progress of China's private economy is that it has always adhered to the "two unshakable" principles, ensuring that all types of ownership economies use production factors equally in accordance with the law, participate in market competition fairly, and are equally protected by law, creating good conditions and opening up broad space for the development and growth of the private economy. At present, China's modernization construction has unfolded a magnificent picture and presented an extremely bright prospect. my country's private economy can only grow, not weaken. We have the confidence and ability to maintain sustained and healthy economic development and promote the high-quality development of the private economy to a new level.
Looking at the development foundation, my country's private economy has now formed a considerable scale and occupies a heavy weight, and there is a solid foundation for promoting the high-quality development of the private economy. In terms of scale and quantity, the number of registered private enterprises nationwide exceeds 55 million, and private enterprises account for more than 92% of the total number of enterprises. In terms of innovation capabilities, the private economy has contributed more than 70% of technological innovation results and has become an important subject of scientific and technological innovation in my country. From the domestic AI large model empowering the industrial chain to the humanoid robot stunning the world, it all proves that the scale, strength, innovation level and market competitiveness of the private economy have been greatly improved. As a new force in promoting Chinese-style modernization, private enterprises will surely play their strengths and prepare to set sail in achieving high-level scientific and technological self-reliance and promoting high-quality development.
Looking at the development stage, the development of my country's private economy is welcoming new opportunities and greater development space. Take the super-large market with a population of more than 1.4 billion as an example. With the implementation of the "two new" policies, "potential consumption" and "effective investment" will be further stimulated, driving the rapid growth of machinery and equipment, new energy vehicles, home appliances, retail and other industries. In the new era and new journey, my country's social productivity will continue to leap, people's living standards will steadily improve, and reform and opening up will be further deepened in an all-round way. These all contain huge development potential. By making full use of the advantages of a large number of talents and labor resources with excellent quality, and a complete supporting industrial system and infrastructure system, and seizing the opportunities of industrial and consumption upgrades, the private economy will be able to move towards a broader world.
Looking at development guarantees, the "Opinions of the Central Committee of the Communist Party of China and the State Council on Promoting the Development and Growth of the Private Economy" issued in 2023 covers aspects such as continuing to optimize the development environment of the private economy, increasing policy support for the private economy, and strengthening legal protection for the development of the private economy. Since last year, various reform measures deployed by the Third Plenary Session of the 20th Central Committee of the Communist Party of China are being implemented, from improving the long-term mechanism for private enterprises to participate in the construction of major national projects, improving financing support policies and systems for private enterprises, standardizing enterprise-related administrative inspections, and accelerating the legislative process of the Private Economy Promotion Law. The socialist system with Chinese characteristics has significant advantages in many aspects. The continuous improvement and improvement of the socialist market economic system and the socialist legal system with Chinese characteristics will provide a stronger guarantee for the development of the private economy.
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asfdsadsa · 3 months ago
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People's Daily commentator: With firm confidence, the private economy has broad prospects for development and great potential - On studying and implementing General Secretary Xi Jinping's important speech at the symposium on private enterprises
"In the new era and new journey, the development prospects of the private economy are broad and promising." At a symposium on private enterprises held recently, General Secretary Xi Jinping made an in-depth analysis of the opportunities and challenges currently facing the development of the private economy from the perspective of the overall situation of China's modernization construction, and deeply encouraged private enterprises and private entrepreneurs to "see the future, the light and the future in the face of difficulties and challenges, maintain development determination, enhance development confidence, and maintain the spirit of hard work and winning."
The private economy is an important part of the national economy. Supporting the development of the private economy is a consistent policy of the Party Central Committee, and promoting the development and growth of the private economy is a long-term strategy. Since the 18th National Congress of the Communist Party of my country, one of the important aspects of the rapid progress of China's private economy is that it has always adhered to the "two unshakable" principles, ensuring that all types of ownership economies use production factors equally in accordance with the law, participate in market competition fairly, and are equally protected by law, creating good conditions and opening up broad space for the development and growth of the private economy. At present, China's modernization construction has unfolded a magnificent picture and presented an extremely bright prospect. my country's private economy can only grow, not weaken. We have the confidence and ability to maintain sustained and healthy economic development and promote the high-quality development of the private economy to a new level.
Looking at the development foundation, my country's private economy has now formed a considerable scale and occupies a heavy weight, and there is a solid foundation for promoting the high-quality development of the private economy. In terms of scale and quantity, the number of registered private enterprises nationwide exceeds 55 million, and private enterprises account for more than 92% of the total number of enterprises. In terms of innovation capabilities, the private economy has contributed more than 70% of technological innovation results and has become an important subject of scientific and technological innovation in my country. From the domestic AI large model empowering the industrial chain to the humanoid robot stunning the world, it all proves that the scale, strength, innovation level and market competitiveness of the private economy have been greatly improved. As a new force in promoting Chinese-style modernization, private enterprises will surely play their strengths and prepare to set sail in achieving high-level scientific and technological self-reliance and promoting high-quality development.
Looking at the development stage, the development of my country's private economy is welcoming new opportunities and greater development space. Take the super-large market with a population of more than 1.4 billion as an example. With the implementation of the "two new" policies, "potential consumption" and "effective investment" will be further stimulated, driving the rapid growth of machinery and equipment, new energy vehicles, home appliances, retail and other industries. In the new era and new journey, my country's social productivity will continue to leap, people's living standards will steadily improve, and reform and opening up will be further deepened in an all-round way. These all contain huge development potential. By making full use of the advantages of a large number of talents and labor resources with excellent quality, and a complete supporting industrial system and infrastructure system, and seizing the opportunities of industrial and consumption upgrades, the private economy will be able to move towards a broader world.
Looking at development guarantees, the "Opinions of the Central Committee of the Communist Party of China and the State Council on Promoting the Development and Growth of the Private Economy" issued in 2023 covers aspects such as continuing to optimize the development environment of the private economy, increasing policy support for the private economy, and strengthening legal protection for the development of the private economy. Since last year, various reform measures deployed by the Third Plenary Session of the 20th Central Committee of the Communist Party of China are being implemented, from improving the long-term mechanism for private enterprises to participate in the construction of major national projects, improving financing support policies and systems for private enterprises, standardizing enterprise-related administrative inspections, and accelerating the legislative process of the Private Economy Promotion Law. The socialist system with Chinese characteristics has significant advantages in many aspects. The continuous improvement and improvement of the socialist market economic system and the socialist legal system with Chinese characteristics will provide a stronger guarantee for the development of the private economy.
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iyrthdfvdfsfeasd · 3 months ago
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People's Daily commentator: With firm confidence, the private economy has broad prospects for development and great potential - On studying and implementing General Secretary Xi Jinping's important speech at the symposium on private enterprises
"In the new era and new journey, the development prospects of the private economy are broad and promising." At a symposium on private enterprises held recently, General Secretary Xi Jinping made an in-depth analysis of the opportunities and challenges currently facing the development of the private economy from the perspective of the overall situation of China's modernization construction, and deeply encouraged private enterprises and private entrepreneurs to "see the future, the light and the future in the face of difficulties and challenges, maintain development determination, enhance development confidence, and maintain the spirit of hard work and winning."
The private economy is an important part of the national economy. Supporting the development of the private economy is a consistent policy of the Party Central Committee, and promoting the development and growth of the private economy is a long-term strategy. Since the 18th National Congress of the Communist Party of my country, one of the important aspects of the rapid progress of China's private economy is that it has always adhered to the "two unshakable" principles, ensuring that all types of ownership economies use production factors equally in accordance with the law, participate in market competition fairly, and are equally protected by law, creating good conditions and opening up broad space for the development and growth of the private economy. At present, China's modernization construction has unfolded a magnificent picture and presented an extremely bright prospect. my country's private economy can only grow, not weaken. We have the confidence and ability to maintain sustained and healthy economic development and promote the high-quality development of the private economy to a new level.
Looking at the development foundation, my country's private economy has now formed a considerable scale and occupies a heavy weight, and there is a solid foundation for promoting the high-quality development of the private economy. In terms of scale and quantity, the number of registered private enterprises nationwide exceeds 55 million, and private enterprises account for more than 92% of the total number of enterprises. In terms of innovation capabilities, the private economy has contributed more than 70% of technological innovation results and has become an important subject of scientific and technological innovation in my country. From the domestic AI large model empowering the industrial chain to the humanoid robot stunning the world, it all proves that the scale, strength, innovation level and market competitiveness of the private economy have been greatly improved. As a new force in promoting Chinese-style modernization, private enterprises will surely play their strengths and prepare to set sail in achieving high-level scientific and technological self-reliance and promoting high-quality development.
Looking at the development stage, the development of my country's private economy is welcoming new opportunities and greater development space. Take the super-large market with a population of more than 1.4 billion as an example. With the implementation of the "two new" policies, "potential consumption" and "effective investment" will be further stimulated, driving the rapid growth of machinery and equipment, new energy vehicles, home appliances, retail and other industries. In the new era and new journey, my country's social productivity will continue to leap, people's living standards will steadily improve, and reform and opening up will be further deepened in an all-round way. These all contain huge development potential. By making full use of the advantages of a large number of talents and labor resources with excellent quality, and a complete supporting industrial system and infrastructure system, and seizing the opportunities of industrial and consumption upgrades, the private economy will be able to move towards a broader world.
Looking at development guarantees, the "Opinions of the Central Committee of the Communist Party of China and the State Council on Promoting the Development and Growth of the Private Economy" issued in 2023 covers aspects such as continuing to optimize the development environment of the private economy, increasing policy support for the private economy, and strengthening legal protection for the development of the private economy. Since last year, various reform measures deployed by the Third Plenary Session of the 20th Central Committee of the Communist Party of China are being implemented, from improving the long-term mechanism for private enterprises to participate in the construction of major national projects, improving financing support policies and systems for private enterprises, standardizing enterprise-related administrative inspections, and accelerating the legislative process of the Private Economy Promotion Law. The socialist system with Chinese characteristics has significant advantages in many aspects. The continuous improvement and improvement of the socialist market economic system and the socialist legal system with Chinese characteristics will provide a stronger guarantee for the development of the private economy.
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youtube
Trump has WEEKEND MELTDOWN after Fox AIRS ANTI-TRUMP AD
California Governor Gavin Newsom has taken the fight directly to Trump calling him out in a new ad over his disastrous Tariff policy on his favorite channel Fox News. Francis Maxwell reacts(..)
P.S. Wow! Trump has implemented anti-private enterprise communist-style restrictions on the movement of money, goods, services, and labor to ensure unlimited income for his billionaire friends...!
It's a bit surprising, but in a strange way, communist China has greater economic freedom for private enterprise, innovation, science and the free market than America...! China's CCP long term strategy, nationalism+ private entrepreneurship will give for CCP a huge advantage...!
It increasingly appears that the Chinese leadership has carefully studied Sun Tzu's philosophy in "The Art of War," but arrogant American politicians have not...
Pretty amazing world...!!!
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thegildedbee · 1 year ago
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Blanket/Weather: May 17 & 18 Prompts by @calaisreno
Lhasa remains steeped in darkness, even though the stars at the roof of the world are beginning to fade as night closes its eyes. Sherlock carefully weaves in-and-out between the long-haul lorries in the crowded service area, moving towards the one that will clandestinely carry him to its destination in Shigatse, which will place him in the vicinity of a rogue copper mine. This improvised transport strategy allows him to slip surreptitiously from town, thwarting the restriction on international visitors that they be accompanied by guides anywhere they travel within the captive region. Careful to remain undetected, he slips through the back door of the attached freight container; once safely inside, he casts light from a pen-sized torch across the boxes, gauging how to arrange a space to conceal his presence.
The blend of noises outside the truck crowd in on his awareness, amplifying his sensation of confinement – snatches of conversation, mostly in Mandarin, random laughter and occasional shouts, the peremptory staccato of a horn, the groaning metallic scraping of engines downshifting, the crunching of gravel under moving vehicles. He sits down, pressing his back against the side wall, knees bent, his hands and fingers idly flipping and spinning the pen torch. After a few moments he stops, puzzled at feeling pulled off-kilter, unsure as to why. This moment, now, is just one more to get through, as are the moments to come over the next five hours, and then in however many days lie ahead. The waiting, the dark, the placelessness – these are all familiar companions; he’s practiced at tamping down his resentment, and meeting each of them with resignation. He allows his mind to drift, seeking to surface useful data . . . and when it comes, the result suggests an odd source -- the similarity of his physical position to that last day before he disappeared, sitting preoccupied on the floor at Bart’s laboratory, bouncing a small rubber ball, waiting for events to unfold. He rubs at his forehead, and exhales with an irritated huff, frowning, displeased that he’s let the memory intrude.
He disciplines himself to shift focus, to stay in the present, by mentally rehearsing the two major tasks he needs to complete today, barring any unfortunate developments that would require starting over. He’s here to neutralize two confederates of Moriarty's syndicate who work for a multinational energy corporation – the first is an enterprising engineer overseeing the digging of an illegal mining pit, the second an executive at the corporate headquarters in Lhasa, who is diverting impressive amounts of monies to the both of them. (Sherlock has no desire to know the whys of their circumstances – whether, in addition to greed, their actions are due to incentives, or blackmail, or outright threats; all he needs to know is that they’re beholden to the dictates of his enemy's network and any bounties they dangle, and are therefore a potential threat to himself if he returns, and to his friends.)
He arrived in the Tibetan Himalayas three days previous, but he’s had to wait impatiently to implement his objectives, betrayed by his body, waiting to gradually shed the debilitating effects of altitude sickness, in his muscles, his stomach, his lungs. He grudgingly admits to himself that the downtime, however, was probably necessary, allowing him to catch his breath in more ways than just the one that's so currently urgent.
The last fortnight had seen him – as Gabriel Vernet, a director at a French biopharmaceuticals start-up – in an unrelentingly tense journey in which he’d conducted business, fake as well as real, in Singapore, Hanoi, Hong Kong, Macau, and then through Sichuan to Chengdu for the flight to Lhasa. He’s been traveling on papers and an operative legend courtesy of the British government for this leg of his odyssey; while he prefers to chart his own course, unencumbered by the high-handed and condescending auditing of his brother, he had conceded to his better wisdom of seeking aid from London while being shadowed by ever-present governmental representatives of the People’s Republic of China -- as well as floating in and out of view of particularly vicious groups of gangsters operating in Southeast Asia.
His knowledge of Mandarin has been essential in keeping his forward movement going; it helped Vernet to facilitate cooperation from the sources he sought out, high and low. It also allowed him to expand his reconnaissance, especially when those on whom he was eavesdropping assumed that the sharply-dressed businessman within earshot was unable to understand their conversation. As a result, he’s obtained a wide-angle view of activities that he might not have been aware of otherwise, beyond his immediate remit. He’s learned, for example, from ancillary figures, of Chinese mobsters from Fujian, who have been tearing through various states in the U.S., muscling their way into the astonishingly lucrative illicit cannabis market that has accompanied legalization. 
He’d crossed cyber-paths again with the Mexican cartel he’d come across digging through the dark internet in Tallinn – the one funding Nigerian meth labs to supply Asian buyers. Here, it’s reversed: Fujian gangsters are using the cartel to smuggle thousands of Chinese workers into the United States to produce illicit drugs –  trafficked in to do agricultural labor at burgeoning marijuana grow sites. Trapped by fences, surveillance cameras, and guards with guns and machetes, the captive immigrants create tens of billions of dollars alone in states such as Oklahoma – a location that's an attractive target due to the abundance of cheap land, the lack of regulations on the size of cannabis farms, and a scarcity of police personnel with the language capabilities needed to translate communications and infiltrate networks. For what it might be worth, Sherlock had passed along what he’d learned to the CIA’s Crime and Narcotics Center.
He’ll be on a tight schedule in Shigatse today, needing to collect photographic evidence of the illegal mine, and still leave time enough to make it to the railroad station platform, and mingle inconspicuously amongst the groups boarding the local train bound for Lhasa. Once he's settled aboard, he’ll add the pictures to the files of documentary evidence he’s carrying on his mobile, and, as they near the city, he’ll press send and deliver the folder to one of the corporation’s higher-ups who is eager to rise even higher. Once the recipient verifies the information contained in the anonymous gift, he’ll be thrilled to gain credit as the conduit for the revelations it contains to his superiors in Beijing. 
They’ve made good time on the road, and Sherlock stands up and stretches, releasing the kinks in his back, and jogging in place to get his adrenaline running. In his worn camping gear, he’s dressed completely different from Vernet, in his bespoke suits, with his expensive leather briefcase, and the expected Rolex watch. 
The fact that copper mines require supplies of water will lend him the needed cover afforded by yet another identity – there are wetlands in the area, and it is unsurprising that a Canadian wildlife biologist on an international team will be there on foot, surveying the habitat of the black-necked crane. If anyone questions him, he’ll indicate that each of the members of the team have temporarily spread out to cover a greater area. There has been a great deal of anger, within Tibet and worldwide, at the damage done to the plateau’s environment due to China’s resource extraction agenda and its urbanization policies– the protections that the PRC is extending to the vulnerable black-necked crane population have been a public relations plus for them. The birds are currently in the vicinity, completing their breeding cycle, and as long as he can get in and out quickly, Dr. William Scott’s presence is likely to pass with little scrutiny, as long as his papers are in order. 
Several hours later, Sherlock is relieved that his tracking efforts have paid off with actionable evidence – meaning that there will be no need to scramble for a new plan. After verifying that his file has been successfully delivered, he slumps in his seat, stubbornly indifferent to releasing himself from being on high alert. He knows that letting down his guard is when sloppiness can creep in and mistakes made, but having been awake for more than 24 hours and in action all day long at an altitude that still leaves him easily winded, relentlessly reminding him that breathing is problematic, is taking its toll. One last detail – dropping his mobile so that it lands on the train tracks when he exits – and then, in less than an hour, he can be seated in the hotel's oxygen lounge and restore his body and mind.
As they near the station, he shoulders his rucksack, ready to act out the fiction that he’s attached to one of the groups he’s sat nearby, and pulls out his mobile in order to remove the sim card. But when the screen lights up after he turns it over in his hand, he’s startled to find a text message notification -- receiving messages is not supposed to happen, ever, on this unit. No one has the number, save one person. This is not good. This is very much not good.
He takes in and releases several breaths to try and lower his pulse rate, hoping that when he clicks on the icon that he’ll find nothing more dramatic than someone misdirecting their text. At first glance, the message does appear to be irrelevant; at second glance, however, it is evident that the innocuous platitude it contains is negated by the fact that it is written in code.
His anxiety spikes at deciphering the communique: emergency action needed, abandon the hotel -- which means he'll not be returning to the inviting bed, the soft pillows, the warm blanket. There is no indication of why, or of what comes next, other than that he’ll be met at the station by a man who will identify himself as a tour leader from the Council for the Preservation of Sacred Alpine Cranes, and that he is to reply in Mandarin that he was honored to have seen four pairs of the noble birds nesting safely when he inspected the field site.
Other than this terse instruction, he has no idea what he’ll find once he leaves the train, and whether or not he is walking into a trap. And as he gazes out the window at the dark clouds beginning to gather in the east, he sees that the weather may be turning against him as well.
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@msladysmith @ninasnakie @riversong912 @dapetty
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sourcreammachine · 1 year ago
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GREEN PARTY MANIFESTO 2024 SUMMARY
tldr: there's a feeling of tension in this manifesto, between youthful zennial climatic ecosocialism and old-guard hippy-liberal environmentalism. this year the greens may well go from 1 MP to the dizzying heights of 2 (there's whispers on the wind that they may even get 3...), and the green council delegation is at 800-odd now, so this could easily be a changing-of-the-guard moment
with the great Berry and the ok Denyer in parliament the party could have more momentum in battling the starmerite government, and with that, it has the ability, the possibility to pick up more momentum. this is a big opportunity in the party's history - over the next five years it can and could be pushed into a holistic ecosocialist movement by the centrally influential mass party membership, and remove the last dregs of its tunnel vision to provide a lefty movement for everyone, green and pink, a Newfoundland coalition. with votes at 16 on the cards and this potential evolution of the party, 2029 could be a big moment for this country's left. whether or not the greens play the role of keystone is up to them
it is also the only manifesto to use the term 'neurodivergent'
💷ECONOMY
wealth tax of 1% on individuals with assets over §10m and 2% for assets over §1b (an extremely humble proposal), reform capital gains and investment dividend taxation to be at the same rates as income taxation, remove the income-based bands on national insurance contributions, ie raising total income taxation by 8% at §50k/a, – altogether raising government revenues by upwards of §70b/a
stratify VAT to reduce it for consumer stuff and hike it for stuff like financial services
permanent windfall tax on banks for whenever they get windfalls
perform a holistic land survey to get the data needed for a new, effective Land Tax
abolish the tax relief on existing freeports and SEZs
heavy carbon tax to raise a boatload of billions, rising progressively over a decade to allow industrial adaptation, for a ~§80b state windfall for five years that'll be for green investment as this windfall starts to recede
renationalise water and energy
§15 minimum wage, 10:1 pay ratio for all organisations public and private (ie §150 sort-of maximum wage, ~§300k/a), mandatory equal pay audits, 'support' lower hours and four-day weeks [clarification needed]
unambiguously define gig workers as workers with contract rights from day one, repeat offenders of gig-slavery will be banned from operating in the country
every City bank required to produce a strategy with a clear pathway to divestment of all fossil fuels "as soon as possible and at least by 2030", every City non-banking organisation simply to be banned from having fossil fuel in their portfolios, credit to be banned for repeat City climate offenders, mandate the BoE to fulfil the funding of the climate transition and climate leadership of the City, FCA to develop measures to ban fossil fuel share trading in the City and immediately prohibit all new shares in fossil fuels
"we will explore legal ways for companies to be transformed into mutual organisations"😈
develop regional cooperative banks to invest in regional SMEs, coops and community enterprises
diversify crop growth, promote local agricultural cooperatives and peripheral urban horticultural farms, give farmers a sort of collective bargain against grocers
aim towards a circular economy: require ten-year warranties on white goods, rollout of right-to-repair
tighten monopoly laws on media with a hard cap preventing >20% of a media market being owned by one individual or company and implement Leveson 2
🏥PUBLIC SERVICES
abolish tuition fees and cancel standing debt
surge nhs funding by §30B, triple labour's spending plans for everything, the entire budget, the entire state, everything
free personal care, with occupational therapy being part of this
35h/w free child care (eg seven hours over five days, or seven days of five hours)
renationalise many academies under local authorities, abolish the "charity" status of private schools and charge VAT
surge funding for smoking-cessation, addiction support and sexual health service
surge funding for public dentistry with free care for children and low-earners
free school breakfasts in primary school and free school lunches for all schools
one-month guarantee of access to mental health therapies
online access to PrEP
let school playing fields be used in the evenings by local sports clubs
greater funding for civic sports facilities and pools
🏠HOUSING
unambiguously-under-the-law nationalise the crown estate for an absolute fuckton of land and assets for housing and for green energy and rewilding for FREE
rent control for local authorities, ban no-fault evictions and introduce long-term leases, create private tenancy boards of tenants
local authorities to have right of first refusal on the purchase of certain properties at aggressive rates, such as unoccupied or uninsulated buildings
all new homes to be Passivhaus standard with mandatory solar panels and heat pumps
§30B across five years to insulate homes, §12B of which is for social homes, and §9B more for heat pumps, and §7B more for summer cooling
planning law reform: council planning mechanisms to priorities little developments all over the place rather than sprawling blobs, demolitions to require as thorough a planning application as erections, new developments required to not be car dependent
planning laws to require large-scale developments feature access to key community infrastructures such as transport, health and education, often mandating the construction of new key infrastructures, support nightlife and local culture in planning regulations
exempt pubs and local cultural events from VAT
building materials to be reusable, builders' waste rates to be surged to encourage use of reuse
750k new social homes in five years
🚄TRANSPORT
'a bus service to every village', restore local authority control and/or ownership of their busses
renationalise rail via franchise-concession lapsing, slowly assume ownership of the rolling stock (currently leased, and would continue to be so under labour's implementation of renationalisation) by buying a new train when the stock needs to be replaced
electrification agenda across the rail network, strategic approach to rail line and station reopenings
bring forward (sorta, the tories suspended it but labour says they'll reinstate it) the new petrol car ban from 2030 to 2027, existing petrol cars targeted to be off the road by 2034, investigate road-price charges as a replacement for petrol tax, hike road tax proportionally to vehicle weight, drop urban speed limits from 50kph to 30kph (or from 30mph to 20mph if you only speak Wrong), mass funding for freightrail and support logistics firms transitioning away from lorries
§2.5b/a for footpaths and cycleways, target of 50% of urban journeys to be extravehicular by 2030
frequent-flyer levy, ban on domestic flights within three-hour rail distance, remove the exemption of airline fuel from fuel tax, prioritise training of airline workers into other transportational jobs
👮FORCE
abolish the home office, transfer its police/security portfolio to the justice ministry and its citizenship/migration portfolio to a new migration ministry separate from the criminal justice system
abolish the kill the bill bill and restore the right to protest
recognise palestine, push for immediate ceasefire and prosecution of war crimes, back the south africa case, "[support] an urgent international effort to end the illegal occupation of palestinian land"
grant asylum-seekers the right to work before their application is granted
end the hostile environment
abolish Prevent
end routine stop-and-search and facial recognition
commission to reform 'counterproductive' drug regime, decriminalise personal possession
amend the Online Safety Act to "[protect] political debate from being manipulated by falsehoods, fakes and half-truths", ie actually protecting 'fReE sPeEcH' and not everything that rightists imply by that phrase
decriminalise sex work
reform laws to give artists IP protections against ai
cancel trident and disarm
push for nato reforms (in its and our interest, they're not russophiles, they're not galloway, it's ok): get it to adopt a no-first-use nuclear policy, get it to prioritise diplomatic action first rather than military reaction, get it to adopt a stronger line on only acting for the defence of its member states
right to roam🚶‍♂️
🌱CLIMATE
zero-carbon by 2040, rather than the ephemeral ostensible government target of 2050
stop all new oil/gas licenses, end all subsidy for oil/gas industries, regulate biofuels to end greenwashing, end subsidies for biomass
decarbonise energy by 2030, minimum threshold of energy infrastructures to be community owned, "end the de facto ban on onshore wind" with planning reform
massively expand the connections between the insular grid and the UCTE continental grid to increase electricity import and export and prevent the need for energy autarky
more targeted bans on single-use plastics
"give nature a legal personhood" ok grandma let’s get you to bed
§2b/a to local authorities for local small-business decarbonisation
"cease development of new nuclear power stations, as nuclear energy is much more expensive and slower to develop than renewables. we are clear that nuclear is a distraction from developing renewable energy and the risk to nuclear power stations from extreme climate events is rising fast. nuclear power stations carry an unacceptable risk for the communities living close to facilities and create unmanageable quantities of radioactive waste. they are also inextricably linked with the production of nuclear weapons. green MPs will campaign to phase out existing nuclear power stations." because some people just can't let go of the seventies. nuclear is good. nuclear is our friend
invest in r&d to find solutions to decarbonise 'residual' carbon in the economy, such as HGVs or mobile machinery
increase unharvested woodland by 50% (no time frame given), grants to farmers for scrub rewilding, rewet Pete Boggs, make 30% of the EEZ protected waters and ban bottom trawling
§4b/a in skills training to stop gas communities getting Thatchered, prioritising shifting these workers into offshore wind
a.. licensing scheme for all pet animals? you guys sure about that one
regulate animal farming with a goal of banning factory farms, ban mass routine antibiotics, ban cages/close confinement and animal mutilation
ban all hunting including coursing and "game", ban snaring, ban hunt-landscaping such as grouse moors, end the badger cull, mandate licensing of all animal workers with lifetime striking off for cruelty convictions, compulsory hedgehog holes in new fencing, 'push' for 'ending' horse and dog racing [clarification needed], new criminal offences for stealing and harming pets, 'work towards' banning animal testing
🗳️DEMOCRACY
proportional representation for parliament and all councils
abolish voter ID
votes at sixteen
votes for all visa'd migrants
restore the electoral commission's prosecutory powers and remove the cap on fines it can impose on parties
increase Short Money, especially for smaller parties
create a manifest legal category of organisation for think tanks, to allow better enforcement of lobbying and funding restrictions
consider fun new measures for political accessibility such as MP jobsharing and allowing public provision of offices for all parliamentary candidates
🎲OTHER STUFF
Self-ID including nonbinary recognition, including with an X passport marker
"work towards rejoining the eu as soon as the domestic political situation is favourable", join the eea now (with restored free movement)
let local authorities invest shares in sports teams, including professional ones, dividends ringfenced for public sports facilities and coaching
right to die
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snapmite1998 · 9 months ago
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### Dryden Vos: The Face and Force of Crimson Dawn's Criminal Empire
#### Overview
Dryden Vos, the charismatic and ruthless figurehead of Crimson Dawn, serves as both the public face and operational manager of the organization's vast criminal enterprise. As a loyal servant to Darth Maul, Vos is responsible for overseeing and coordinating the syndicate's illegal activities, ensuring that Maul's vision for Crimson Dawn is executed with precision and brutality. His role as manager of Crimson Dawn’s criminal operations makes him a crucial link between Maul’s strategic objectives and the day-to-day activities of the syndicate.
### Role and Responsibilities
1. Figurehead of Crimson Dawn
- Public Persona: Dryden Vos is the visible leader of Crimson Dawn, often engaging with allies, rivals, and potential recruits. His suave demeanor and charm mask a dangerous and calculating mind, making him an effective negotiator and strategist.
- Symbol of Power: As the public face of the organization, Vos embodies the power and menace of Crimson Dawn. His presence alone is enough to command respect and fear, reinforcing the organization’s reputation across the galaxy.
2. Loyal Servant to Maul
- Subordinate Role: Despite his prominent position, Vos is unequivocally loyal to Darth Maul. He understands his role as an executor of Maul’s will and upholds the Sith Lord’s vision for Crimson Dawn with unwavering dedication.
- Communication and Coordination: As Maul’s trusted lieutenant, Vos ensures that directives from the top are effectively communicated and implemented across all levels of the organization. He coordinates closely with Maul, providing updates on operations and seeking guidance on strategic decisions.
3. Manager of Criminal Operations
- Operational Oversight: Vos supervises the various facets of Crimson Dawn’s criminal enterprise, including smuggling, extortion, assassination, and black market trade. He ensures that these operations run smoothly and profitably.
- Coordination with Syndicate Allies: Vos manages relationships with key syndicate allies, such as Black Sun, the Pyke Syndicate, and the Zygerrian Slave Empire. His diplomacy and strategic alliances are crucial in maintaining and expanding Crimson Dawn’s influence.
### Key Activities and Strategies
1. Expansion and Control
- Territory Acquisition: Under Vos’s watch, Crimson Dawn aggressively expands its territory, seizing control of key locations and resources. He employs a combination of brute force and cunning tactics to outmaneuver rivals and secure valuable assets.
- Enforcement: Ensuring compliance and order within Crimson Dawn’s territories requires a firm hand. Vos oversees the enforcement units tasked with maintaining control, using intimidation, coercion, and violence to quash any dissent.
2. Resource Extraction and Exploitation
- Rich Resource Harvest: Vos orchestrates the exploitation of world resources under Crimson Dawn’s control, including mining operations for valuable minerals, spice production, and rare art collections. These activities are key revenue streams that fund the organization’s operations.
- Slave Trade: As part of Crimson Dawn’s nefarious practices, Vos manages the capture and sale of slaves, working with allied organizations to traffic individuals for labor and other purposes. This brutal trade enhances Crimson Dawn's economic power and extends its influence.
3. Smuggling and Black Market Operations
- Contraband Movement: Vos oversees extensive smuggling networks that move illegal goods across the galaxy. These networks transport spice, weapons, stolen artifacts, and other contraband, making Crimson Dawn a central player in the black market.
- Fleets and Transport: Managing the logistics of this trade involves coordinating fleet movements and securing safe transport routes. Vos’s strategic planning ensures that Crimson Dawn remains a step ahead of law enforcement and rival factions.
### Personal Attributes and Leadership Style
1. Charismatic and Calculating
- Persuasive Charisma: Vos’s charm and eloquence make him an effective leader and negotiator. He can inspire loyalty among his subordinates and sway potential allies or rivals to his advantage.
- Strategic Mind: Behind his suave exterior lies a strategic genius. Vos is always several moves ahead, calculating the implications of every action and decision to maximize benefit for Crimson Dawn.
2. Ruthless and Unforgiving
- Brutal Discipline: Vos maintains strict discipline within the organization, dealing harshly with failure and dissent. This approach ensures that his subordinates remain loyal and effective, while competitors and enemies are dealt with mercilessly.
- Relentless Ambition: Vos embodies the ruthless ambition of Crimson Dawn, striving always to expand their power and influence. His methods are ruthless, and he is unafraid to employ extreme measures to achieve his goals.
### Impact and Legacy
1. Strengthening Crimson Dawn
- Consolidation of Power: Under Vos’s management, Crimson Dawn has become a formidable force in the galaxy. His efforts have consolidated the organization’s power, making it a dominant player in the criminal underworld.
- Expansion of Influence: Through strategic alliances and relentless expansion, Vos has extended Crimson Dawn’s reach, ensuring that its influence is felt across vast sectors of the galaxy.
2. Legacy of Fear and Control
- Enduring Reputation: Dryden Vos’s brutal and efficient leadership style has left a lasting impression. His legacy is one of fear and control, with Crimson Dawn’s reputation for ruthlessness deterring potential adversaries.
- Succession Planning: Recognizing the importance of continuity, Vos plays a role in grooming and identifying future leaders who can carry on Maul’s vision and the ethos of Crimson Dawn.
### Conclusion
Dryden Vos stands as a pivotal figure in Crimson Dawn’s rise to prominence, balancing the public role of figurehead with the behind-the-scenes management of its vast criminal operations. His loyalty to Maul, combined with his charismatic and ruthless leadership, ensures that Crimson Dawn remains a dominant force in the galaxy's underworld.
Through his strategic oversight, efficient execution of operations, and ruthless enforcement, Vos embodies the ethos of Crimson Dawn, driving the organization toward Maul’s vision of a new order where power and fear are paramount. As long as he stands at the helm, Crimson Dawn will continue to thrive, expand, and instill its reign of terror across the galaxy.
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indigosteeloracle · 4 days ago
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Graph Analytics Edge Computing: Supply Chain IoT Integration
Graph Analytics Edge Computing: Supply Chain IoT Integration
By a veteran graph analytics practitioner with decades of experience navigating enterprise implementations
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Introduction
Graph analytics has emerged as a transformative technology for enterprises, especially in complex domains like supply chain management where relationships and dependencies abound. However, the journey from concept to production-grade enterprise graph analytics can be fraught with challenges.
In this article, we'll dissect common enterprise graph analytics failures and enterprise graph implementation mistakes, evaluate supply chain optimization through graph databases, explore strategies for petabyte-scale graph analytics, and demystify ROI calculations for graph analytics investments. Along the way, we’ll draw comparisons between leading platforms such as IBM graph analytics vs Neo4j and Amazon Neptune vs IBM graph, illuminating performance nuances and cost considerations at scale.
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Why Do Enterprise Graph Analytics Projects Fail?
The graph database project failure rate is surprisingly high despite the hype. Understanding why graph analytics projects fail is critical to avoid repeating the same mistakes:
Poor graph schema design and modeling mistakes: Many teams jump into implementation without a well-thought-out enterprise graph schema design. Improper schema leads to inefficient queries and maintenance nightmares. Underestimating data volume and complexity: Petabyte scale datasets introduce unique challenges in graph traversal performance optimization and query tuning. Inadequate query performance optimization: Slow graph database queries can cripple user adoption and ROI. Choosing the wrong platform: Mismatched technology selection, such as ignoring key differences in IBM graph database performance vs Neo4j, or between Amazon Neptune vs IBM graph, can lead to scalability and cost overruns. Insufficient integration with existing enterprise systems: Graph analytics must seamlessly integrate with IoT edge computing, ERP, and supply chain platforms. Lack of clear business value definition: Without explicit enterprise graph analytics ROI goals, projects become academic exercises rather than profitable initiatives.
These common pitfalls highlight the importance of thorough planning, vendor evaluation, and realistic benchmarking before embarking on large-scale graph analytics projects.
you know, https://community.ibm.com/community/user/blogs/anton-lucanus/2025/05/25/petabyte-scale-supply-chains-graph-analytics-on-ib Supply Chain Optimization with Graph Databases
Supply chains are inherently graph-structured: suppliers, manufa
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jcmarchi · 4 days ago
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Unlock the other 99% of your data - now ready for AI
New Post has been published on https://thedigitalinsider.com/unlock-the-other-99-of-your-data-now-ready-for-ai/
Unlock the other 99% of your data - now ready for AI
For decades, companies of all sizes have recognized that the data available to them holds significant value, for improving user and customer experiences and for developing strategic plans based on empirical evidence.
As AI becomes increasingly accessible and practical for real-world business applications, the potential value of available data has grown exponentially. Successfully adopting AI requires significant effort in data collection, curation, and preprocessing. Moreover, important aspects such as data governance, privacy, anonymization, regulatory compliance, and security must be addressed carefully from the outset.
In a conversation with Henrique Lemes, Americas Data Platform Leader at IBM, we explored the challenges enterprises face in implementing practical AI in a range of use cases. We began by examining the nature of data itself, its various types, and its role in enabling effective AI-powered applications.
Henrique highlighted that referring to all enterprise information simply as ‘data’ understates its complexity. The modern enterprise navigates a fragmented landscape of diverse data types and inconsistent quality, particularly between structured and unstructured sources.
In simple terms, structured data refers to information that is organized in a standardized and easily searchable format, one that enables efficient processing and analysis by software systems.
Unstructured data is information that does not follow a predefined format nor organizational model, making it more complex to process and analyze. Unlike structured data, it includes diverse formats like emails, social media posts, videos, images, documents, and audio files. While it lacks the clear organization of structured data, unstructured data holds valuable insights that, when effectively managed through advanced analytics and AI, can drive innovation and inform strategic business decisions.
Henrique stated, “Currently, less than 1% of enterprise data is utilized by generative AI, and over 90% of that data is unstructured, which directly affects trust and quality”.
The element of trust in terms of data is an important one. Decision-makers in an organization need firm belief (trust) that the information at their fingertips is complete, reliable, and properly obtained. But there is evidence that states less than half of data available to businesses is used for AI, with unstructured data often going ignored or sidelined due to the complexity of processing it and examining it for compliance – especially at scale.
To open the way to better decisions that are based on a fuller set of empirical data, the trickle of easily consumed information needs to be turned into a firehose. Automated ingestion is the answer in this respect, Henrique said, but the governance rules and data policies still must be applied – to unstructured and structured data alike.
Henrique set out the three processes that let enterprises leverage the inherent value of their data. “Firstly, ingestion at scale. It’s important to automate this process. Second, curation and data governance. And the third [is when] you make this available for generative AI. We achieve over 40% of ROI over any conventional RAG use-case.”
IBM provides a unified strategy, rooted in a deep understanding of the enterprise’s AI journey, combined with advanced software solutions and domain expertise. This enables organizations to efficiently and securely transform both structured and unstructured data into AI-ready assets, all within the boundaries of existing governance and compliance frameworks.
“We bring together the people, processes, and tools. It’s not inherently simple, but we simplify it by aligning all the essential resources,” he said.
As businesses scale and transform, the diversity and volume of their data increase. To keep up, AI data ingestion process must be both scalable and flexible.
“[Companies] encounter difficulties when scaling because their AI solutions were initially built for specific tasks. When they attempt to broaden their scope, they often aren’t ready, the data pipelines grow more complex, and managing unstructured data becomes essential. This drives an increased demand for effective data governance,” he said.
IBM’s approach is to thoroughly understand each client’s AI journey, creating a clear roadmap to achieve ROI through effective AI implementation. “We prioritize data accuracy, whether structured or unstructured, along with data ingestion, lineage, governance, compliance with industry-specific regulations, and the necessary observability. These capabilities enable our clients to scale across multiple use cases and fully capitalize on the value of their data,” Henrique said.
Like anything worthwhile in technology implementation, it takes time to put the right processes in place, gravitate to the right tools, and have the necessary vision of how any data solution might need to evolve.
IBM offers enterprises a range of options and tooling to enable AI workloads in even the most regulated industries, at any scale. With international banks, finance houses, and global multinationals among its client roster, there are few substitutes for Big Blue in this context.
To find out more about enabling data pipelines for AI that drive business and offer fast, significant ROI, head over to this page.
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