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Integrated Tech Solutions Multi-Experience Vinyl (Limited Variant) - Custom-built 12" matte die-cut gatefold jacket with translucent frosted “ITS” window, housing a built-in switchboard that operates multi-color flashing LED lights and plays an exclusive bonus song by Aesop Rock. - Exclusive audio and lights all activated by strategically placed touch-nodes,... show more

Aesop Rock

106,497 subscribers

42,226 views • 3 years ago •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

9 Comments

Alex Pardee3 years ago

@rhymesayers @ELCORO36 Incredible as always!!!

swanronson3 years ago

@rhymesayers @ELCORO36 Gonna be an amazing project, that 1st single is CRAZY

Moonz3 years ago

@rhymesayers @ELCORO36 Sheesh!!! So sick.

Bonesaw3 years ago

@rhymesayers @ELCORO36 this is the sickest drop. hopefully i can catch a sale down the road. So cool

Exclamation STL 🇵🇸3 years ago

@rhymesayers @ELCORO36 Now all I need is $125

👻cool hip dad👻3 years ago

@rhymesayers @ELCORO36 Pre-ordered without hesitation 👌

T-Net3 years ago

@rhymesayers @ELCORO36 Damn this is so cool!! What the 80’s was missing hahaha

Agent M. Myers3 years ago

@rhymesayers @ELCORO36 Preordered! I cannot wait.

ANIMALKRACKA3 years ago

@rhymesayers @ELCORO36 @Cyberclops248

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SPECTRE AI

136,582 views • 1 year ago

New Course: Reinforcement Fine-Tuning LLMs with GRPO! Learn to use reinforcement learning to improve your LLM performance in this short course, built in collaboration with Predibase by Rubrik, and taught by Travis Addair, its Co-Founder and CTO, and Arnav Garg, its Senior Engineer and Machine Learning Lead. Reasoning models have been one of the most important developments in LLMs. Reinforcement Fine-Tuning (RFT) uses rewards to encourage LLMs to find solutions to multi-step reasoning tasks such as solving math problems and debugging code - without needing pre-existing training examples like in traditional supervised fine-tuning. Group Relative Policy Optimization (GRPO) is a reinforcement fine-tuning algorithm gaining rapid adoption. Developed by the DeepSeek team and used to train the R1 reasoning model, GRPO uses reward functions that you can write in Python to assign rewards to model responses. It’s beneficial for tasks with verifiable outcomes and can work well even with fewer than 100 training examples. It can also significantly improve the reasoning ability of smaller LLMs, making applications faster and more cost effective. In this course, you’ll take a technical deep dive into RFT with GRPO. You’ll learn to build reward functions that you can use in the GRPO training process to guide an LLM toward better performance on multi-step reasoning tasks. In detail, you’ll: - Learn when reinforcement fine-tuning is a better fit than supervised fine-tuning, especially for tasks involving multi-step reasoning or limited labeled data. - Understand how GRPO uses programmable reward functions as a more scalable alternative to the human feedback required for other reinforcement learning algorithms, such as RLHF and DPO. - Frame the Wordle game as a reinforcement fine-tuning problem and see how an LLM can learn to plan, analyze feedback, and improve its strategy over time. - Design reward functions that power the reinforcement fine-tuning process. - Learn techniques for evaluating more subjective tasks, such as rating the quality of a text summary, using an LLM as a judge. - Understand why reward hacking happens and how to avoid it by adding penalty functions to discourage undesirable behaviors. - Learn the four key components of the loss calculation in the GRPO algorithm: token probability distribution ratios, advantages, clipping, and KL-divergence. - Launch reinforcement fine-tuning jobs using Predibase’s hosted training services. By the end of this course, you’ll be able to build and fine-tune LLMs using reinforcement learning to improve reasoning without relying on large labeled datasets or subjective human feedback. Please sign up here:

New Course: Reinforcement Fine-Tuning LLMs with GRPO! Learn to use reinforcement learning to improve your LLM performance in this short course, built in collaboration with Predibase by Rubrik, and taught by Travis Addair, its Co-Founder and CTO, and Arnav Garg, its Senior Engineer and Machine Learning Lead. Reasoning models have been one of the most important developments in LLMs. Reinforcement Fine-Tuning (RFT) uses rewards to encourage LLMs to find solutions to multi-step reasoning tasks such as solving math problems and debugging code - without needing pre-existing training examples like in traditional supervised fine-tuning. Group Relative Policy Optimization (GRPO) is a reinforcement fine-tuning algorithm gaining rapid adoption. Developed by the DeepSeek team and used to train the R1 reasoning model, GRPO uses reward functions that you can write in Python to assign rewards to model responses. It’s beneficial for tasks with verifiable outcomes and can work well even with fewer than 100 training examples. It can also significantly improve the reasoning ability of smaller LLMs, making applications faster and more cost effective. In this course, you’ll take a technical deep dive into RFT with GRPO. You’ll learn to build reward functions that you can use in the GRPO training process to guide an LLM toward better performance on multi-step reasoning tasks. In detail, you’ll: - Learn when reinforcement fine-tuning is a better fit than supervised fine-tuning, especially for tasks involving multi-step reasoning or limited labeled data. - Understand how GRPO uses programmable reward functions as a more scalable alternative to the human feedback required for other reinforcement learning algorithms, such as RLHF and DPO. - Frame the Wordle game as a reinforcement fine-tuning problem and see how an LLM can learn to plan, analyze feedback, and improve its strategy over time. - Design reward functions that power the reinforcement fine-tuning process. - Learn techniques for evaluating more subjective tasks, such as rating the quality of a text summary, using an LLM as a judge. - Understand why reward hacking happens and how to avoid it by adding penalty functions to discourage undesirable behaviors. - Learn the four key components of the loss calculation in the GRPO algorithm: token probability distribution ratios, advantages, clipping, and KL-divergence. - Launch reinforcement fine-tuning jobs using Predibase’s hosted training services. By the end of this course, you’ll be able to build and fine-tune LLMs using reinforcement learning to improve reasoning without relying on large labeled datasets or subjective human feedback. Please sign up here:

Andrew Ng

86,697 views • 1 year ago

M64 is to the Nintendo 64 what the iPhone was to the 3310 Developed by ModRetro, the M64 is presented as the ultimate alternative to the original hardware, featuring the most advanced components on the market and the highest-quality finish that enhances every little detail of the system you remember. Presented in packaging with a ’90s aesthetic, this console comes in a dual-textured plastic case (frosted translucent in any of the five available colors or clear). It’s capable of playing original cartridges, reproductions, backups, homebrew, and, of course, remastered releases and new titles from ModRetro. Through its HDMI output, it supports resolutions of 720p, 1080p, 1440p, and 4K, as well as displaying images at their original resolution on a CRT TV via its own adapter. As you’d expect, the system has no region lock, so you can enjoy your NTSC-USA, NTSC-JAP, and PAL-EUR cartridges like never before. Additionally, both the Expansion Pak and—coming soon—the Controller Pak are emulated by the console, ensuring that the entire original catalog is available in the best possible quality. Its architecture is open-source, easy to disassemble, with no degradable electronics, and gold-plated traces and connectors that ensure optimal preservation of the system over the years. Of course, just like with the Chromatic, its firmware is updatable via Wi-Fi or USB cable, and it features a front-end menu that allows, among other things, for detailed on-the-fly customization of resolutions and filters, as well as the implementation of different overclocking levels that take the 64-bit experience to unprecedented heights. And I can’t forget one of its main selling points: the Pro Controller. A controller that stays true to the original form factor but incorporates improved ergonomic solutions, a ceramic-coated aluminum finish, high-end PBT crystalline polymer buttons, and a state-of-the-art TMR joystick coated in soft polymer and free of any drift; which offers a wider travel range, with four levels of spring tension and a greater degree of tilt, achieving unbeatable precision with no dead zones. Additionally, the stick gates are interchangeable, allowing you to customize your experience by installing the classic octagonal, equidistant hexagonal, or circular models. It also features an ERM vibration motor. You can play with the controller connected via cable or wirelessly using Bluetooth 6.2, which reduces response latency to below 0.65 microseconds. It is powered by a rechargeable battery with a USB-C port or by two AA batteries housed in an included module. Like the console, its firmware is updatable and it’s available in the same colors. You can purchase the M64 for $229.99 and the Pro Controller separately (since the system supports your old N64 or third-party controllers) for $89.99. I can guarantee that with this new ModRetro ecosystem, you’ll not only dust off games you may not have touched in decades, but it will also serve as the perfect incentive to dive into one of the most interesting and iconic game libraries—featuring both single-player and multiplayer titles—with undeniable appeal.

M64 is to the Nintendo 64 what the iPhone was to the 3310 Developed by ModRetro, the M64 is presented as the ultimate alternative to the original hardware, featuring the most advanced components on the market and the highest-quality finish that enhances every little detail of the system you remember. Presented in packaging with a ’90s aesthetic, this console comes in a dual-textured plastic case (frosted translucent in any of the five available colors or clear). It’s capable of playing original cartridges, reproductions, backups, homebrew, and, of course, remastered releases and new titles from ModRetro. Through its HDMI output, it supports resolutions of 720p, 1080p, 1440p, and 4K, as well as displaying images at their original resolution on a CRT TV via its own adapter. As you’d expect, the system has no region lock, so you can enjoy your NTSC-USA, NTSC-JAP, and PAL-EUR cartridges like never before. Additionally, both the Expansion Pak and—coming soon—the Controller Pak are emulated by the console, ensuring that the entire original catalog is available in the best possible quality. Its architecture is open-source, easy to disassemble, with no degradable electronics, and gold-plated traces and connectors that ensure optimal preservation of the system over the years. Of course, just like with the Chromatic, its firmware is updatable via Wi-Fi or USB cable, and it features a front-end menu that allows, among other things, for detailed on-the-fly customization of resolutions and filters, as well as the implementation of different overclocking levels that take the 64-bit experience to unprecedented heights. And I can’t forget one of its main selling points: the Pro Controller. A controller that stays true to the original form factor but incorporates improved ergonomic solutions, a ceramic-coated aluminum finish, high-end PBT crystalline polymer buttons, and a state-of-the-art TMR joystick coated in soft polymer and free of any drift; which offers a wider travel range, with four levels of spring tension and a greater degree of tilt, achieving unbeatable precision with no dead zones. Additionally, the stick gates are interchangeable, allowing you to customize your experience by installing the classic octagonal, equidistant hexagonal, or circular models. It also features an ERM vibration motor. You can play with the controller connected via cable or wirelessly using Bluetooth 6.2, which reduces response latency to below 0.65 microseconds. It is powered by a rechargeable battery with a USB-C port or by two AA batteries housed in an included module. Like the console, its firmware is updatable and it’s available in the same colors. You can purchase the M64 for $229.99 and the Pro Controller separately (since the system supports your old N64 or third-party controllers) for $89.99. I can guarantee that with this new ModRetro ecosystem, you’ll not only dust off games you may not have touched in decades, but it will also serve as the perfect incentive to dive into one of the most interesting and iconic game libraries—featuring both single-player and multiplayer titles—with undeniable appeal.

Pre-Rendered Backgrounds Aesthetics

24,094 views • 1 month ago

.cova on why AI made creativity more valuable: "The rise of AI has given way to a massive flooding of the internet. As a creator, I've noticed a lot of audiences have realized this, and the work that really cuts through the noise is work that is really resonant. You can tell it comes from a place the creator is deeply passionate about, and it feels very authentic. It's made for connection, but it's also very true to the person making it." "With AI producing this flood of content, people have felt like the media they're consuming feels more rootless. And therefore the high-taste, high-creativity stuff that's actually crafted by the person, people are starting to value way more." "I use so much AI, and a lot of it's invisible, a lot of it's very visible. I've found a way to automate away the logistical side of things, so I can focus on the creativity. I built a bunch of custom tools for video-making, and I built them all with AI. Even though I prefer to edit myself and I script everything myself, I still use AI to bounce ideas off of." "The way I initially blew up was I used AI to transform my dorm room into different crazy sets, and people thought I was a professional. I was by no means a professional. It was my tiny dorm room, and I added a piano there, a vinyl record player, fairy lights, a moving robot in the background, cool lighting. It was all AI. I really accredit AI to a lot of my success."

.cova on why AI made creativity more valuable: "The rise of AI has given way to a massive flooding of the internet. As a creator, I've noticed a lot of audiences have realized this, and the work that really cuts through the noise is work that is really resonant. You can tell it comes from a place the creator is deeply passionate about, and it feels very authentic. It's made for connection, but it's also very true to the person making it." "With AI producing this flood of content, people have felt like the media they're consuming feels more rootless. And therefore the high-taste, high-creativity stuff that's actually crafted by the person, people are starting to value way more." "I use so much AI, and a lot of it's invisible, a lot of it's very visible. I've found a way to automate away the logistical side of things, so I can focus on the creativity. I built a bunch of custom tools for video-making, and I built them all with AI. Even though I prefer to edit myself and I script everything myself, I still use AI to bounce ideas off of." "The way I initially blew up was I used AI to transform my dorm room into different crazy sets, and people thought I was a professional. I was by no means a professional. It was my tiny dorm room, and I added a piano there, a vinyl record player, fairy lights, a moving robot in the background, cool lighting. It was all AI. I really accredit AI to a lot of my success."

MTS

10,699 views • 1 month ago

$My first comic book series Verion Keller's Vampire Killers is available for purchase on my website! The hunt begins. The shadows rise. And the blood war in Neodelphia has officially begun... Grab your copy of *"VK Chapter 1" now available at the official "Venus Orion Comics" store! ORDER HERE → Cover A (Physical Comic) ALSO (Digital Comic Version for ONLY $5) Exclusive Store Variant Available! This special edition cover is ONLY available through the VOC website and limited in quantity. Don’t miss out. Store Cover Exclusive (Physical Comic) --- ABOUT VK: INTRODUCTION A brutal attack in Neodelphia reveals vampires as a deadly threat lurking in the shadows. VK Chapter 1 follows Young Wrath, a relentless vampire hunter thrust into a battle for survival that could determine the city’s fate. This isn’t just the start of an epic story it’s the foundation of the Venus Orion Comics Universe, a world I’ve been crafting for five years. STORY VK Chapter 1 is the first of ten chapters in the ‘Shadows of Ascension’ arc, a gritty tale set in a dystopian city where corruption and vampires rule the shadows. As alliances are tested and secrets unravel, Young Wrath and the Retributes face monstrous and human foes in a fight to expose the truth. The script for all ten chapters of this arc is complete, and production on Chapter 2 begins this year. With 32 pages (28 pages of story), VK Chapter 1 sets the stage for an unforgettable journey filled with action, betrayal, and mystery. Primary Setting: Neodelphia A technologically advanced yet morally fractured city built on the ruins of Old Philadelphia. It's a sprawling metropolis characterized by its striking divide between the privileged elite living above ground and the impoverished citizens struggling below in the Underbelly. Technology vs. Humanity: The city thrives on innovations like the Guardian Protocol System but sacrifices personal freedoms and moral integrity for control and safety. Layers of Society: From the glitzy Center City District to the impoverished Bottom, every corner of Neodelphia reflects humanity's social and political tensions. 📖 VK Chapter 1 is a 32-page premiere issue featuring: ✅ Full-color action and lore-rich storytelling ✅ 2 cover options: Standard + Exclusive Store Variant ✅ Printed and shipped from the U.S. --- This is a repost of the official VK trailer — for new fans, this is where it all begins. 🔥 FOLLOW US FOR MORE 🔥 Website: Twitter/X: @VenusOrionComics Instagram: @venusorioncomics Join the Newsletter: Shop Direct:$

My first comic book series Verion Keller's Vampire Killers is available for purchase on my website! The hunt begins. The shadows rise. And the blood war in Neodelphia has officially begun... Grab your copy of *"VK Chapter 1" now available at the official "Venus Orion Comics" store! ORDER HERE → Cover A (Physical Comic) ALSO (Digital Comic Version for ONLY $5) Exclusive Store Variant Available! This special edition cover is ONLY available through the VOC website and limited in quantity. Don’t miss out. Store Cover Exclusive (Physical Comic) --- ABOUT VK: INTRODUCTION A brutal attack in Neodelphia reveals vampires as a deadly threat lurking in the shadows. VK Chapter 1 follows Young Wrath, a relentless vampire hunter thrust into a battle for survival that could determine the city’s fate. This isn’t just the start of an epic story it’s the foundation of the Venus Orion Comics Universe, a world I’ve been crafting for five years. STORY VK Chapter 1 is the first of ten chapters in the ‘Shadows of Ascension’ arc, a gritty tale set in a dystopian city where corruption and vampires rule the shadows. As alliances are tested and secrets unravel, Young Wrath and the Retributes face monstrous and human foes in a fight to expose the truth. The script for all ten chapters of this arc is complete, and production on Chapter 2 begins this year. With 32 pages (28 pages of story), VK Chapter 1 sets the stage for an unforgettable journey filled with action, betrayal, and mystery. Primary Setting: Neodelphia A technologically advanced yet morally fractured city built on the ruins of Old Philadelphia. It's a sprawling metropolis characterized by its striking divide between the privileged elite living above ground and the impoverished citizens struggling below in the Underbelly. Technology vs. Humanity: The city thrives on innovations like the Guardian Protocol System but sacrifices personal freedoms and moral integrity for control and safety. Layers of Society: From the glitzy Center City District to the impoverished Bottom, every corner of Neodelphia reflects humanity's social and political tensions. 📖 VK Chapter 1 is a 32-page premiere issue featuring: ✅ Full-color action and lore-rich storytelling ✅ 2 cover options: Standard + Exclusive Store Variant ✅ Printed and shipped from the U.S. --- This is a repost of the official VK trailer — for new fans, this is where it all begins. 🔥 FOLLOW US FOR MORE 🔥 Website: Twitter/X: @VenusOrionComics Instagram: @venusorioncomics Join the Newsletter: Shop Direct:

MugenLord

73,078 views • 1 year ago

To further enunciate our plans for the Murtala Mohammed International Airport (MMI) in Lagos, let me further clarify the approval we secured from the Federal Executive Council Meeting last week. 1. There are two international terminals in Lagos. Terminal One is that old building directly facing the long stretch of road leading to the airport built & commissioned in 1979 by the Obasanjo-led Military regime. It has two wings known as WING D and WING E. Terminal Two is the new building on the right-hand side as you drive into the airport, started by President Jonathan’s govt. with a Chinese loan, completed during President Buhari’s govt (with the loan) & made operational during President Tinubu’s first one month in office. 2. Due to years of neglect & because the traffic over time quadrupled beyond its capacity, the building & facilities at Terminal One became totally decrepit. We have been engaged in some patch jobs over the years just to make it a bit presentable. Now, shorn of all the rhetoric, what we simply want to do is to totally strip down that building, including the entire roof (leaving only the carcass), then re-design/reconfigure it & build a brand-new airport for the nation to meet modern, international standards that can also cater for the increased traffic. Both wings D and E would be affected. 3. As for the new Terminal (Two), we got approval to expand the building and the Apron (where aircraft park for boarding and disembarkation) in order to accommodate more aircraft, including wide-body aircraft. That is not all; we are constructing two new independent ring roads in and out of the airport (one for departure and one for arrival) and a bridge that will take travellers directly to the upper floor of Terminal Two Departure lounge, instead of lifting our luggage up the escalators when we are departing. It is a design error we intend to correct. 4. We have also introduced smart solutions to the new designs in order to deliver a smart airport to Nigerians that can compete with any airport in the world. 5. In all, Nigerians will be proud of what we are going to deliver. And take note, this will not be done by a loan from anywhere, but by the Renewed Hope infrastructure Development Fund, which is one of the gains made from the removal of subsidies. 6. As the work progresses, we will be inviting the Press, Civil Society groups, members of the National Assembly and interested Nigerians on regular tours of the facility to monitor the extent and quality of work. It is part of our national heritage and we should all rightly be interested in the final outcome. 7. I will also encourage our compatriots to simply google the cost of most modern airports built around the world in the last few years (including those in Africa like Angola, etc) and you will agree with me that the Bureau for Public Procurement that scrutinised and fixed the final cost of this project did a fantastic job for the nation. 7. And as a final word, it is important to tell Nigerians that we also have brand new Terminals in Kano, Abuja & Port-Harcourt. However, presently, they are all underutilised due to the traffic that is less than thirty percent of their capacities. 8. For further explanation and transparency, we have produced a video (which I attach hereunder) that graphically explains the proposed works upon which we are embarking. I hope you find it useful. Thank you.

Festus Keyamo, SAN, CON, FCIArb (UK)

231,357 views • 1 year ago

My graphic illustrates the high number of vacant and derelict properties in Dublin City. It also shows 4,666 entire houses or apartments currently listed for short-term letting on the Airbnb platform, with a total of 18,649 across Ireland. By the way, the red blocks in my graphic represent some of the derelict and vacant sites in Dublin City, while the red houses represent Airbnb short-term rentals. The graphic also highlights a new housing development at Fosterstown Place in Swords where Ryanair purchased 25 out of 28 homes. Ireland's housing system is dysfunctional and not fit for purpose as it fails to deter vulture funds from bulk buying properties that could be homes for individual buyers. On May 20, 2021, the Irish Government introduced a 10% stamp duty on bulk purchases of residential houses. This measure aimed to discourage large-scale acquisitions by investors and vulture funds. This is one of the reasons why the housing system is broken in Ireland. Ryanair cabin crew salaries in Ireland are notably lower than those of their counterparts at other airlines. Their pay ranges from €17,000 to €29,000, depending on flight hours and additional bonuses. The average salary for cabin crew across Ireland is approximately €2,120 per month or €25,400 annually, indicating that Ryanair's pay is about 15% lower than the national average for flight attendants. It's worth mentioning that Michael O'Leary's current salary stands at €1.2 million—about €49,271 per month. His total compensation package could reach up to €4.7 million, depending on performance bonuses. O'Leary's net worth, primarily derived from his shareholding in Ryanair, is estimated at around €700 million. It's no wonder Ryanair staff struggle to afford average rent in Dublin. Last January, the airline purchased 25 out of 28 homes in a new housing development at Fosterstown Place in Swords. Ryanair stated that these properties were acquired to accommodate staff who work at Dublin Airport. However, to make matters worse, 18 of these homes are sitting empty—six months after the developer completed them. Homelessness in Ireland has reached another new record high, with 14,760 people homeless and relying on emergency accommodation, including 4,561 children from 2,133 families, according to the latest figures released by the Department of Housing. The Government failed to meet its social and affordable housing targets by 2,680 homes last year and significantly underestimated the number of houses needed to be built annually by 17,000. It's widely accepted that Ireland requires up to 50,000 additional houses each year; however, the government's "Housing for All" plan only aims to build an average of 33,000. The Housing for All plan, launched by the Irish government in September 2021, is their housing strategy aimed at addressing the country's housing crisis. However, since its implementation, statistics have revealed alarming trends: • Total homelessness increased by 74%, from 8,475 to 14,760. • Homeless adults increased by 66%, from 6,131 to 10,199 . • Homeless children increased by 95%, from 2,344 to 4,561. The 2022 Census shows that the country has 166,752 vacant homes and 66,135 empty holiday homes. Notably, nearly a third of these vacant homes (48,387) have been unoccupied since 2016. Predictably, rent has doubled over the past 13 years and house prices have surged by 55%, marking the fastest growth in any major EU economy. Average rents have soared by 43% compared to pre-Covid levels, with Dublin rents now averaging €2,476. In the capital, a typical three-bed semi-detached home costs €517,333. The average house price in Dublin is rising by €469 per week. To purchase a new home in Dublin priced around €395,000, a first-time buyer typically needs an annual income of at least €77,142 and must also have a minimum deposit of 10%, amounting to around €39,500. This financial barrier helps explain why an estimated 10,600 people left Ireland to live in Australia last year, up from 4,700 the previous year—a staggering 126% increase. This marks the highest level of emigration to Australia since 2013. Currently, vulture funds own 1 in 6 mortgages in the Irish housing market, while cuckoo funds and the State purchase 42% of new homes. This situation has led to a record number of first-time buyers competing for the smallest supply of housing stock in over a decade. Nationally, just over 11,000 homes are available for purchase, a stark contrast to 2012 when 60,000 homes were on the market. A garda and a nurse with a combined salary of €89,000 cannot afford a three-bedroom semi-detached house in greater Dublin. To add to the crisis, the income needed to buy a new home in Dublin is €127,000, which surpasses even a TD's basic salary of €108,987. Consequently, 68% of people in their late 20s still live with their parents, a figure that is nearly 26% higher than the EU average of 42.1%. #Dublin #Ireland #HousingCrisis #DerelictIreland #homeless #Airbnb #GE2024 #Ryanair #HousingForAll

My graphic illustrates the high number of vacant and derelict properties in Dublin City. It also shows 4,666 entire houses or apartments currently listed for short-term letting on the Airbnb platform, with a total of 18,649 across Ireland. By the way, the red blocks in my graphic represent some of the derelict and vacant sites in Dublin City, while the red houses represent Airbnb short-term rentals. The graphic also highlights a new housing development at Fosterstown Place in Swords where Ryanair purchased 25 out of 28 homes. Ireland's housing system is dysfunctional and not fit for purpose as it fails to deter vulture funds from bulk buying properties that could be homes for individual buyers. On May 20, 2021, the Irish Government introduced a 10% stamp duty on bulk purchases of residential houses. This measure aimed to discourage large-scale acquisitions by investors and vulture funds. This is one of the reasons why the housing system is broken in Ireland. Ryanair cabin crew salaries in Ireland are notably lower than those of their counterparts at other airlines. Their pay ranges from €17,000 to €29,000, depending on flight hours and additional bonuses. The average salary for cabin crew across Ireland is approximately €2,120 per month or €25,400 annually, indicating that Ryanair's pay is about 15% lower than the national average for flight attendants. It's worth mentioning that Michael O'Leary's current salary stands at €1.2 million—about €49,271 per month. His total compensation package could reach up to €4.7 million, depending on performance bonuses. O'Leary's net worth, primarily derived from his shareholding in Ryanair, is estimated at around €700 million. It's no wonder Ryanair staff struggle to afford average rent in Dublin. Last January, the airline purchased 25 out of 28 homes in a new housing development at Fosterstown Place in Swords. Ryanair stated that these properties were acquired to accommodate staff who work at Dublin Airport. However, to make matters worse, 18 of these homes are sitting empty—six months after the developer completed them. Homelessness in Ireland has reached another new record high, with 14,760 people homeless and relying on emergency accommodation, including 4,561 children from 2,133 families, according to the latest figures released by the Department of Housing. The Government failed to meet its social and affordable housing targets by 2,680 homes last year and significantly underestimated the number of houses needed to be built annually by 17,000. It's widely accepted that Ireland requires up to 50,000 additional houses each year; however, the government's "Housing for All" plan only aims to build an average of 33,000. The Housing for All plan, launched by the Irish government in September 2021, is their housing strategy aimed at addressing the country's housing crisis. However, since its implementation, statistics have revealed alarming trends: • Total homelessness increased by 74%, from 8,475 to 14,760. • Homeless adults increased by 66%, from 6,131 to 10,199 . • Homeless children increased by 95%, from 2,344 to 4,561. The 2022 Census shows that the country has 166,752 vacant homes and 66,135 empty holiday homes. Notably, nearly a third of these vacant homes (48,387) have been unoccupied since 2016. Predictably, rent has doubled over the past 13 years and house prices have surged by 55%, marking the fastest growth in any major EU economy. Average rents have soared by 43% compared to pre-Covid levels, with Dublin rents now averaging €2,476. In the capital, a typical three-bed semi-detached home costs €517,333. The average house price in Dublin is rising by €469 per week. To purchase a new home in Dublin priced around €395,000, a first-time buyer typically needs an annual income of at least €77,142 and must also have a minimum deposit of 10%, amounting to around €39,500. This financial barrier helps explain why an estimated 10,600 people left Ireland to live in Australia last year, up from 4,700 the previous year—a staggering 126% increase. This marks the highest level of emigration to Australia since 2013. Currently, vulture funds own 1 in 6 mortgages in the Irish housing market, while cuckoo funds and the State purchase 42% of new homes. This situation has led to a record number of first-time buyers competing for the smallest supply of housing stock in over a decade. Nationally, just over 11,000 homes are available for purchase, a stark contrast to 2012 when 60,000 homes were on the market. A garda and a nurse with a combined salary of €89,000 cannot afford a three-bedroom semi-detached house in greater Dublin. To add to the crisis, the income needed to buy a new home in Dublin is €127,000, which surpasses even a TD's basic salary of €108,987. Consequently, 68% of people in their late 20s still live with their parents, a figure that is nearly 26% higher than the EU average of 42.1%. #Dublin #Ireland #HousingCrisis #DerelictIreland #homeless #Airbnb #GE2024 #Ryanair #HousingForAll

Rob Cross

30,303 views • 1 year ago

This solo developer just built software that rewrites its own code. No team. No funding. No corporate backing. Just one guy, a stack of terminals, and an AI agent that decided to evolve itself. His name is Peter Steinberger. He built OpenClaw. The fastest-growing GitHub repo in HISTORY. And in a 3 hour Lex Fridman interview, he dropped details and predictions that should terrify the entire tech industry... Peter built a personal AI agent that lives on your computer. Talks to you through WhatsApp. Has access to your files, calendar, everything. Cool but not groundbreaking... Yet. Then one day he sent it a voice message. Problem: he never built voice support. No instructions. No code for audio. Nothing. The agent checked the file header, identified the format, converted it with ffmpeg, realized Whisper wasn't installed, found an OpenAI API key on the system, used Curl to send the file for transcription, and replied with the answer. Nobody taught it any of that. ZERO instructions. It just figured it out. But that's not even the scary part. The agent literally modifies its OWN source code. When something doesn't work, it rewrites itself. When Peter debugs, he doesn't read code. He asks the agent to read its OWN source code, find the bug, and fix itself. Self-modifying software. Built by accident. Running in production. Used by hundreds of thousands of people. And BOTH Mark Zuckerberg and Sam Altman are personally trying to recruit him. Not through HR or recruiters. Zuckerberg spent a WEEK playing with OpenClaw. Sending Peter direct messages. "This is great." "This is shit." "Fix this." When they first connected Peter asked to hop on a call and Mark said "Give me 10 minutes, I need to finish coding." But Sam Altman's playing a different game. There's an NDA involved but Peter hinted the Cerebras deal translates into speeds that feel like "being handed Thor's hammer." His exact words: "I've been lured with tokens." Two of the most powerful people in tech fighting over one open-source developer who built everything from his apartment. Peter's response to both: "I don't do this for the money. I don't give a fuck." But the real reason this matters isn't Peter's career. It's what this means for every app on your phone. Peter's prediction: 80% of apps are about to die. Why do you need MyFitnessPal when your agent knows where you are, what you ate, how you slept, and adjusts your workout based on your stress levels? Why do you need a calendar app when you tell your agent "remind me about dinner tomorrow and invite my friends" and it handles the entry, the WhatsApp messages, and the reservation in one shot? Why do you need Uber Eats when your agent opens a browser, places the order, and tracks delivery without you touching a screen? Every app becomes a slow API whether the company likes it or not. Companies like Cloudflare are trying to block agent access. But all they're doing is making things slower. Not impossible. Peter said it perfectly: "You're not taking a feature away. You're just making it take longer." The app economy is on borrowed time. Not because the apps are bad... Because one personal agent that knows you and can interact with any service makes most of them pointless. In the future, we'll have one agent that handles everything. Software that rewrites itself. Agents that learn without instructions. Two CEOs fighting over a solo dev. And an app economy about to get wrecked. This isn't coming in 5 years. It's literally already here. Most people just haven't installed it yet.

This solo developer just built software that rewrites its own code. No team. No funding. No corporate backing. Just one guy, a stack of terminals, and an AI agent that decided to evolve itself. His name is Peter Steinberger. He built OpenClaw. The fastest-growing GitHub repo in HISTORY. And in a 3 hour Lex Fridman interview, he dropped details and predictions that should terrify the entire tech industry... Peter built a personal AI agent that lives on your computer. Talks to you through WhatsApp. Has access to your files, calendar, everything. Cool but not groundbreaking... Yet. Then one day he sent it a voice message. Problem: he never built voice support. No instructions. No code for audio. Nothing. The agent checked the file header, identified the format, converted it with ffmpeg, realized Whisper wasn't installed, found an OpenAI API key on the system, used Curl to send the file for transcription, and replied with the answer. Nobody taught it any of that. ZERO instructions. It just figured it out. But that's not even the scary part. The agent literally modifies its OWN source code. When something doesn't work, it rewrites itself. When Peter debugs, he doesn't read code. He asks the agent to read its OWN source code, find the bug, and fix itself. Self-modifying software. Built by accident. Running in production. Used by hundreds of thousands of people. And BOTH Mark Zuckerberg and Sam Altman are personally trying to recruit him. Not through HR or recruiters. Zuckerberg spent a WEEK playing with OpenClaw. Sending Peter direct messages. "This is great." "This is shit." "Fix this." When they first connected Peter asked to hop on a call and Mark said "Give me 10 minutes, I need to finish coding." But Sam Altman's playing a different game. There's an NDA involved but Peter hinted the Cerebras deal translates into speeds that feel like "being handed Thor's hammer." His exact words: "I've been lured with tokens." Two of the most powerful people in tech fighting over one open-source developer who built everything from his apartment. Peter's response to both: "I don't do this for the money. I don't give a fuck." But the real reason this matters isn't Peter's career. It's what this means for every app on your phone. Peter's prediction: 80% of apps are about to die. Why do you need MyFitnessPal when your agent knows where you are, what you ate, how you slept, and adjusts your workout based on your stress levels? Why do you need a calendar app when you tell your agent "remind me about dinner tomorrow and invite my friends" and it handles the entry, the WhatsApp messages, and the reservation in one shot? Why do you need Uber Eats when your agent opens a browser, places the order, and tracks delivery without you touching a screen? Every app becomes a slow API whether the company likes it or not. Companies like Cloudflare are trying to block agent access. But all they're doing is making things slower. Not impossible. Peter said it perfectly: "You're not taking a feature away. You're just making it take longer." The app economy is on borrowed time. Not because the apps are bad... Because one personal agent that knows you and can interact with any service makes most of them pointless. In the future, we'll have one agent that handles everything. Software that rewrites itself. Agents that learn without instructions. Two CEOs fighting over a solo dev. And an app economy about to get wrecked. This isn't coming in 5 years. It's literally already here. Most people just haven't installed it yet.

Ricardo

85,846 views • 7 months ago