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Passing the buck

That is what I saw yesterday, people (I reckon wannabe influencers) are now starting to head towards the setting that AI is the root of all that is evil (apart from that AI being fake, it is not responsible for anything), but as we see the ‘amount’ of so called evidence pile up, you would get this idea. I even saw a reference to one of my own articles (with the wrong data and a reference to another story) added to that pile. So whilst these wannabe’s are not entirely wrong, they are merely adding the wrong quotes to the wrong pile. (They must have used some kind of fake AI). But in the article ‘And Grok ploughed on’ (at https://lawlordtobe.com/2025/11/27/and-grok-ploughed-on/) I made mention on November 27th 2025 “Check out the blog, none of those elements were mentioned there. As some tell us Grok is a generative artificial intelligence (generative AI) chatbot developed by xAI. So where is that AI program now? This is why I made mention in previous blogs that 2026 will be the year that the class actions will start.” And now we see (in various sources “AI-related class action filings are surging in 2026, driven by a sharp rise in investor securities lawsuits over market corrections, ongoing copyright and training data disputes against major tech platforms, and emerging product liability risks” (source: Norton Rose Fulbright) as well as “According to mid-year data from Cornerstone Research and Stanford Law School, federal securities class actions jumped significantly, with 15 AI-related filings recorded in the first half of 2026 alone—nearly matching the 16 total cases filed through the entirety of 2025” (source: CFO Dive). So as I see it, some are passing the buck and whilst there is a shift noticeable in several directions with the premise “Governments are reacting to ongoing friction; for instance, Australia announced intent to establish an Office of AI and legislate stronger artist/creator control over works used in AI training, while courts in the US navigate strict parameters around fair use and dataset destruction” As I see it, the United States wishes their American corporations to get the freedom of fair use (at the expense of anyone else) and others want to keep the IP of the artists and artisans intact. As I am in group two I feel happy that group one might end up with a peppered bill for yours truly (that would be me), but I am not holding my breath on that happening any day soon. And the gremlin in me would love the idea that I gave all my IP to China and see how the USA fights off that setting. I reckon that the Gremlin in me likes that (it will not like to optional fictive loss of revenue, but that is another fight all together).

What is fun is to see these wannabes blame a fictive AI, whilst the users of that fake AI have the larger blame here. But that it also the hidden trap. You see, someone said: “the starting of digital conditions is the beginning of the end. Soon these conditions change and after that the denial that this was ever the case starts” and I tend to agree with this person. We already saw several issues in gaming and a lot more in the business sector and Business Intelligence. The old premise from Emperor Augustus comes calling at that stage “If it isn’t written down, it does not exist” He said so around 25BC, which means that this setting was clear almost 2050 years ago. It seems a hard sell to hear some say “We didn’t think of that” or “It was a corporate policy” and whilst the useless waste more and more of our time, these settings will delve into the framework of too many systems. Which was exactly why I put all my IP online, there are too many settings where things are found out and whilst we accept that, it also means the my chance of financial greatness becomes a little trivial (to say the least). But I still believe that putting in front of everyone is the only way to guarantee your point of view. It is those wannabe’s that state “Just hand it to me, trust me. I’ll do right by you” betting it all on the roulette table is likely the only option for you (even thought the payout is lousy). But in all this I don’t gamble. I even have a setting where otter’s might win some, but the wannabes are likely to never end with one of my dimes. 

So whilst we now see that “The Disclosure Dollar Loss Index surged as companies over-promised on AI deployment, infrastructure, and data center capacities, causing sharp stock drops when growth hit roadblocks” (source: Cooley)  but here are different roadblocks too. You see, what some claim and what is proven are different settings. We might agree that all AI is bad, but that generalization is also dangerous. Because they could have added a book to their learning curve and whilst the ‘original designer’ forgot that the book in question made the coin tremble, the learning ability might have gotten through this setting in different ways and whilst the Training curve of the fake AI is not explored, because it becomes likely too hard or too convoluted, the mess is created by “All fake AI is evil” and that too is a wrongful generalization that has a deepening effect. So whilst we see ‘over-promised’ the setting is a little sweeter than that. So whilst generalization and wrongful verification comes to blows (which will happened) the investor is left out in the cold and when this happens more than once, the wells dry up fast (which is where I was in 2025, I basically saw this happen in my mind) and in all this verification and validation remains the big two that none of the (fake) AI firms have a handle on. And at present I haven’t seen anyone who is tackling these elements and whilst I still believe that the Epsilon (AI) co processor will optionally solve a lot of issues, there is no way to tell at present. So whilst some call this the Neural Processing Unit (NPU), the settings that current NPU’s and the future Epsilon processor have is a setting that allows trinary data to solve whatever binary cannot do and there is no real time track for that event to happen. Especially when it was decided (years ago) that binary was cheaper and the people behind that brainwave are (speculatively) merely accountants that went the technological setting. They know all about the costs of the setting, but reaping the rewards is also at a low, because they can’t see the benefit that the more expensive solution had and that is where these settings are, but that is merely my speculative view on the drawn stage.

So whilst I see options and benefits, it will likely fall on deaf ears and they are all gong the binary track, which at present is woven and interceded by over a dozen class cases in the first half of this year and at least as much for the second half as well. But we will see how that dollar moves from stage to stage, but regardless of that, even if you consider that the cases at present have settled for over $1.65 billion, how much comes from the investment amounts. How many are purged to be a near total loss? We might think that people like Jeff Bezos, Mark Zuckerberg, Elon Musk and a few others can stand to lose this. But their retirement funds aren’t on the line and those who do will chance to all on some poker bet and risk losing a lot more and these settings should have been sure wins and they were not, this is the trap that no-one wishes to acknowledge  that it is in play. 

But that is just me, I am not the gambling type and I see too many passing the buck at present and whilst there is a agreeable setting of blaming these fake AI’s the clearer setting is that passing the buck was in the most inconvenient setting. Because if AI is so foolproof, how come that the houses are actively promoting the ’00’ option at these roulette tables? If it was a sure thing, we could all benefit, but the is not the case, is it?

Have a great day this day.

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Where is the win?

That is where I find myself. Apart from some noise that I am getting that I am an ‘alarmist’, which is fair. People do not see what I see and they are (massively) over the moon that everything will be OK with the US of A. I do not share that vision, but it is fair that they have their views. I get the alarmist setting, yet I feel that I am correct. So when the debts get any bigger, what do you think will happen? The USA has not been able to keep any budget and that was before the interest payments had become this high. On October 4th 2021 I wrote “Utter Insanity” (at https://lawlordtobe.com/2021/10/04/utter-insanity/) where I iterated that the debt was 17 trillion in 2013, America more than doubled that in a decade. It is now 40 trillion, the interest as I see it also doubled and that is the killer in all this. So whilst people think that I am an alarmist regarding the Civil War. What do you think will happen as the interest gnaws on whatever the USA falls in revenue each year. In fiscal year 2025, the U.S. federal government collected $5.26 trillion in total revenue. Now consider that 22% of all that revenue goes to paying the interest of the debt. And they cannot budget at present (or for the last decade), so the debt is only getting worse. So (to be safe) as per October 2026 the budgets will need to be set back by at least 30%, one third less for infrastructure, 30% less for social services and 30% less for whatever payments are going out. It will decrease the USA into a third world nation as I see it. And as I see it, this administration is only making it worse, because as others are rejecting ‘these American values’ (Tariffs for one) there is highly likely an uprising on its way, because Americans don’t have a real luxury sandwich at present and it will get worse. A lot worse. So as I personally see it, it is a civil war in the making and as we see the news on so many issues (the reflecting pool as one example) a setting that gives an estimated $16 million and that is before all the repairs are done. So if people lose 30% of what they were able to collect and these issues keep on coming up, the resentment and animosity are merely increasing. Then we get the price of gas and a few other things, so the people are losing what they had and prices are higher overall. And this is on this administration. So the purview of a incoming civil war in not without foreseen cause. Do I like it? No, I don’t but unlike the media, I merely care about the facts and all this is adding up to a sliding ramp straight down into an abyss. 

And the rejection of other nations on what this administration has done is very real and the entire Iran setting is pushing all the other nations too and they are all looking for a safe way out, because America is no longer a trustworthy partner, especially as North Korea is heralded as whatever they want to call this. So then we see the False AI up to all kinds of settings and we could blame all kinds of people in all this, but the reality is that what is called AI is merely fake AI and there are more and more voices (and a lot higher educated than me) calling what some call as AI as unreal and fake. So this ‘golden age’ will be at least a decade away, but I think it is more like 2 decades. All whilst Microsoft reported that over 80% of Fortune 500 companies use active AI agents and expecting widespread industry adoption to reach 1.3 billion agents globally by 2028. Really? Where will they get the power? At present the USA is facing brownouts. The US statistics reported that over 12 months one in four households faces a brownout. So where is the energy coming from, because these servers require massive amounts of energy. So when you see these elements of revenue, energy and abilities all whilst reduced manpower is required. So as we are given “AI agents are increasingly linked to corporate job cuts, and in a recent viral experiment, an AI agent manager even recommended firing a human worker.” Yet this is not the end of the story, there is also a backlash “Studies show a high rate of employer regret after cutting staff for AI, with many companies lacking ready systems or rehiring humans later under different titles” as such there are several issues from this setting. The costings that these firms had on less costs, is now becoming a more troubled setting because their costs are becoming a lot higher. This implies (I am very driven to imply here) that people are hired at less pay, and I get that this is the setting they face, but that also makes the cost of living a lot higher and a less rewarding life comes from that. How far this implicated life gets to is anyones guess and I reckon that this will change the lifestyle of many people, fueling distrust and discomfort on that setting. As I see it, the USA will face a serious chance in life styles. What was ‘advertised’ in life style magazines in 2023 will no longer be a reality, not for at least a decade for most people and that fuels the resentment and optionally louder shouts towards what I call a ‘civil war’ and there is corroborating evidence to that. “Nearly 46% to 62% of U.S. households (representing roughly 90 million adults) struggle to make ends meet and cover basic expenses like housing, food, and healthcare. This financial strain extends well past traditional poverty definitions, deeply impacting the American middle class” (source: Brookings), so is my view on this impending civil war so far fetched? These 90 million are likely to double when the 30% limits are pressed on nearly everyone, optionally as early as Quarter 2 2027. So as these facts rolled over my eyelids, I saw the puzzles are they became interconnected. Which I described as connected clusters, what some call cliquing, a subset of clusters where every single cluster is directly connected to every other cluster in the collection. There is no real science for this, but anyone in Market Research, Data Analyses and Data Parsing can recognise this effect and issues like gas prices and grocery prices will hit all these clusters at the same time. So when we get that, and we get that tourism goes out of the USA (for reasons will written a few times over) and others are also trying to make ends meet and that resolves around more and more competition and as the debt is strangling the resources this will be making matters worse. 

You merely need to see the different sides on that same stage but for different countries and you see that things are not looking good for the USA. So as I see it, there is no win, not for anyone and whilst the Guardian was giving us “Donald Trump amassed an unprecedented financial windfall during his return to the White House, reporting over $2.2 billion in revenue in 2025 alone, more than triple his earnings from the previous year. The vast majority of these personal financial gains stemmed from cryptocurrency ventures, digital assets, and branded merchandise, drawing severe criticism and ethics concerns from watchdogs and lawmakers regarding conflicts of interest”, so when you see this and the rest of the population minus perhaps 50,000 and they all lose 30% of what they were entitled to and whilst infrastructure will collapse in several places, resentment will grow. How far it will grow is anyones guess. But I feel decently certain that crime statistics will spike soon enough and that will give another resentment, because at 30% less, there will be less police, less first responders as well and as I see it, it will be bad news on top of bad news on top of bad news. So I think I showed here a few part of what I saw all along. But I feel it was essential to do this. I don’t mind being called an alarmist, it might be fair, but I saw data that merely gave me this inkling of a possible reality. 

Time will tell if I was right or wrong, but the larger picture is that the media never got to this point. Why not? Were they not supposed to inform us of the dangers that were coming our way? Because these negative points might impact Americans first, but we are all headed for more stringent settings. The EU and the commonwealth as well. I merely need to find a way out anywhere where I could make a decent penny. Have a great day all and try to enjoy a nice cup of coffee today.

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Representing Mr Morningstar

That is the setting I see and it is the one I have been bound to. As Lavrinthi of Tartarus, I have been ‘summoned’ to represent a certain mr. Morningstar in docket 0520260819-666/05 in this to unravel the settings of what is seen as sourced by the BBC (at https://www.bbc.com/news/articles/cly5r7vr7q1o) where we learn ‘Meta hooked children on Facebook and Instagram, US court hears’ and the evidence presented (as I have seen it, is rather flimsy) but to unravel this I need to ask questions. So whilst some will argue that this is on Megan O’Neill, a lead attorney for California. I merely giggle, soon she’ll be dead and she becomes food for the pits of tartarus. She gets a chance to prove herself gains peers and that is when the dual opportunity ends. The first choice will be the Biden, the trident or the the xiphos and shield A rule my grandfather set in motion and he is after all Lord Hades of Tartarus. She might want ‘hide’ behind the armor of the law, but the rules of tartarus are simple. Win and survive or lose and become food for the winners (quite literally). It is a solution that has been in play for over 5000 years and if you are good enough, you become one of the winners and serve in on of 5 phalanxes of Tartarus. But that is later, first you must survive 20 fights and as you are made a kappa, you get assigned patrol duty and a much better weapon. At present we need to see the evidence (as little as there is).

So when we are told “Meta found “millions” of 11 and 12-year-olds were on Instagram and “did little to keep them off” as the trial opened on Tuesday.” So where are these ‘children’ from? What is the law on these kids being on Facebook and/or Instagram? What exactly is ‘keeping them off’? Are there clear legal settings? The article does not bare that out. It is written to tell the story that regardless Meta is guilty. So what exactly is “social media addiction” you see, parenting is also a need and most kids do not have it because both parents are up to their eyelids in work, they seemingly have no time for parenting. Which is a first setting. Then we get that the United States and several other nations are whining doubt the freedom of speech, but never about the accountability of the spoken word. They tend to go hand in hand. As such we are given “Meta has put forward in at other litigation this year – that social media addiction does not exist” If there is, it must be proven and that is where the trough goes leaking all over the floor. You see, Is this addition clearly described in the ‘The Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition’? If not, what evidence is there? So, whilst we take notice on ““There can be no dispute that Meta has recognised people struggle, or can struggle, with their use of social media, and has come up with tools to try and address that,” Schmidt said.” But what is a struggle? And whilst we see and take notice of “The trial stems from a lawsuit filed in 2023 by 29 US states, including California and New York. They claim there have been numerous violations of federal and state privacy laws for children.” My question becomes “What violation and what laws were broken?” You see, nearly all children lie (around 99%) they do so out of peer pressure and peer pressure through influencers, to being to a group and they want to belong, especially as the parents are often no where to be found, but that is my take on this and I am not a parent. So when we get to the greed driven stage we see “The states seeking billions of dollars from Meta and are demanding it make changes to Instagram and Facebook, including ending “like” counts and infinite scroll.” So what exactly are these ‘like counts’ and infinite scrolls? There is a like setting to nearly all stages (LinkedIn, BlueSky and Twitter have them too), so what is the problem? Social media is less then 30 years old, less than one generation and there are things that would required adjusting, but for that matter. How was this addressed in Microsoft products? “The “like” feature in Microsoft ecosystem applications lets users quickly react to, endorse, or acknowledge messages, comments, and files without sending a full reply. It is available across tools like Teams, Outlook, and Word”, it seems to be all over the IT and internet field. What makes Facebook stand out? It is a part of social media, deal with this. And it is not merely Microsoft, Google has this too. So either show the whole field or that setting is merely discriminatory. So as I go into my usual ‘funny’ setting of “I hate discrimination and Xbox users” you might get the point. And this case is seemingly set to over 3 years as we were given “a lawsuit filed in 2023 by 29 US states” so which states? And more important what “state privacy laws for children” were broken? There is a lacking summary and I get that this is not the setting people like Megan O’Neill might like, because if it was all good then we would see this broken down here. I reckon that there are sides that she is ‘unhappy’ with because she might lose at that point. So when we get to this we see “In her opening arguments Megan O’Neill, a lead attorney for California, relied heavily on information found in millions of documents provided in the case from Meta. They included internal research, employee emails, and chat logs that went all the way up to Zuckerberg.” So the simple question becomes. Who tested these millions of documents? You see when we see “internal research, employee emails, and chat logs” there is the setting of verification and validation. And as I wonder if she read them all, she shouldn’t be using statements like ‘millions’ and how many times did Mark Zuckerberg papers interact with these papers? A mention of his name doesn’t do the legal settings. Which is why as Lavrinthi of Tartarus I can see beyond the light of name calling and Auntie Aphrodite always says “People note that personal growth and confidence are often internal psychological shifts rather than strict proof of divine contact.” (It was something about yearning) which makes sense. As such I see the evidence stack against Megan O’Neill’s statements. So what is in a chat log? Were all the people verified and validated? Because who will see me as Lavrinthi the speaker for mr. Morningstar and not ‘some’ cook? Baking the preserved nature of non-data driven academic essays (an eloquent way of stating fiction)? 

So then we get the ‘good’ stuff. We are given “One piece of internal research on Instagram stated: “Teens have an addict’s narrative about use.”” Merely one piece of internal research? There are allegedly millions of documents and you only have one piece of research? So was it merely one piece or one peace of research showing what YOU needed? Then we get “Despite Meta’s awareness of potentially negative impacts, O’Neill argued that Meta targeted young people as users of Facebook and Instagram. Meta, she said, went out of its way to “assure the public that its platforms were safe for kids”.” So what is potential impacts? 

Negative of not, Meta is a business and it needs evidence showing that impacts are negative. Which is a loaded setting as plenty of youthful adults are inclined to lie, as such the data becomes a wisp of claimed settings. So whilst we get that “assure the public that its platforms were safe for kids” was it a lie? Where is the proof that there was danger to children? I don’t know if either is true, but the BBC is not giving us those details are they? Neither are others (as far as I can tell) so that is the stage were it all goes dark and that is when (as I personally see it) that O’Neill needs to really on a warped sense of needs whilst trying to get favour for children and let the dice fall where they may. 

And when we get to “O’Neill outlined to the jury how Meta’s business model could be summed up. “Hook the users; hold them for as long as they can; harvest their data; hide the truth from the public when making public statements,” she said.” My question to that ‘defense’ would be “Show evidence of ‘hold them for as long as they can’” Pretty please? Users can quite Facebook any moment of the day, I did that 2 years ago when Facebook made a turn for the filtering of data. I merely gave up. They could too and this raises the stage of ‘hold them for as long as they can’ as trivial and untrue, because it is not up to Meta, it is up to the user and O’Neil cannot prove any of that, she can merely imply and hope it is enough for a jury. It is what you can prove that sets the court right and by my reasoning she failed to make the case, they can merely let this ride on and on and hope to get as much coins out if it as they can. And as I see it, Meta is merely being used to get a few cats and turn them into fat cats. As I see it, it is not evidence, merely wasting the courts time (as I personally see it).

So have a nice day and consider if you are a parent if you are watching or talking to your children about social media and about personal safety in these spaces, which any parent really needs to do.

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Wolves or Chihuahuas?

I am acting on a feeling, this happens. But the difference is that I have no economic sense (not really), It comes to a ground setting that I can get rich because I spend ;less than I earn, but not fast enough to use tax benefits as leverage to make a larger offset. I don’t know the laws on this and it doesn’t worry me. But I know data, I’ve seen it rustle for the better part of half a century and I noticed today that things are off. I have written about Oracle before, the last time just a day ago. But something seems to have changed. I wrote about vulture investors, but there that is 2-3 years away. And now I see that Oracle is at the centre of way too much press and it is diverse. It is like seeing the set up of a play that some are making and they need to press to do some of the waves and groundwork. That is what I feel, but am I right? The last one (that I think I saw) was ‘Alphabet vs. Oracle: Which Is the Better AI Stock to Own for the Next 5 Years?’ (Yahoo Finance), the article is seemingly nice, but there is an undertone in all this. First of all, why even make the comparison? They have overlapping settings in different directions and I get that you have to make a choice, but that tends to be a personal one. I am such a coward that I would try to go 50-50 on them, they are both sound good and they make an excellent setting for my portfolio. Then we also get ‘Oracle Heavily Shorted, Stock Halved—Contrarian Opportunity?’ And ‘Oracle’s $10,000 Lesson: A 38% Plunge in 12 Months Despite Record AI Backlog’ followed by ‘Oracle Stock Falls 3.8% as $40 Billion Funding Plan Tests AI Backlog’ and ‘Project Jupiter: Gas Pipeline Delay Threatens Oracle’s $165 Billion New Mexico AI Data Center’ (less than an hour ago) as I see it, it started with ‘Oracle junk bond fears, debt surge sound alarms for investors’ 23 hours ago. There are always setting that happen at the same time, but to see 6 pages of headlines in the last 24 hours and diverse, it is not that they all talk about 1 thing. It comes across that the attacks on Oracle are beginning and everyone wants to take a bite out of that data behemoth. That is what it feels like to me, someone is gunning for Oracle and I have no idea who, but someone knows. 

The problem for me is that it sounds like the wolves are coming and they might merely be chihuahuas making noises. The setting is that I am not economically savvy enough to make the distinction (I am no Mark Carney after all), but the data that I see gives me the feeling that they are wolves setting up for a yummy clambake and they are setting the table. This is the groundwork I expected to see starting around December 2027, not in the last 24 hours. I get that someone will make the point that the world never sleeps and that business is always on the menu, I get that, but to start carving into a behemoth like this, before that ‘carcass’ is well and ready means that some are showing their hands and whilst this might be a prelude to an actual attack, which means that someone is seeing the soft spot at Oracle, but is that really the case? I lack the economic savvy that I need for this. I can see the data, but that still leaves for a lot of time, these steps give me that Oracle is out of time, or at least that is the premise I notice and that is the problem. Are these chihuahuas that want to make nose to get noticed or are the wolves famished and they need (read: desire) a proper non vegetarian meal? I it just the distance that I fail to see, or is it the noise I hear and I cannot tell the difference? That is the lack of economy in me and I get that, but the data, the data is out there and I surely hope that they are merely chihuahuas, Oracle can stomp on them and shoo them towards a long walk on a short pier, but in the other case, is are we watching the prelude to boardroom tables setting up a circle setting to fight off the wolves? My data insight tells me it is too soon for that, but it requires economic savvy to tell that difference. The data is not there and whilst Oracle has a lot more data insight then I do (never be afraid to honor the biggest dog in the game), I feel that there is rustling in the shrubberies and it is time to differentiate between chihuahuas and wolves. It is not a simple difference because you top on one and shooting of the others (the rest will take a step back). One is a simple miscommunication the other  requires a license, even if it is self defence, so as I see it Oracle better get ready for whatever they plan.

The question is, what do you do when the wolves come calling early? Have a great Sunday, not in Toronto and Vancouver though, for them it is still Caturday and they are hugging their tigers (as men do).

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Worries

That is what I felt. Computing, a media brand of The Channel Company, is a trusted source for end-user IT news, analysis and insight around the world gave me news that gave me a few thoughts. The article ‘Oracle plans more job cuts as AI bill rises’ left me with worries. If this is the setting for Oracle, what more can go bust in the night? I personally don’t care about these grocery stores like Microsoft, they made their own bed. But “An internal document seen by Business Insider says some teams could see double-digit percentage reductions in their workforce. Managers have reportedly been asked to identify employees whose jobs could be cut, with the aim of reducing payroll by the start of Oracle’s second quarter on 1st September.” Gives me pause for worries. You see, I have worked a lifetime on technical support and customer care and I have always had my worries about this entire spending against these rising “AI bills”, first of all AI doesn’t exist. No matter what you call it, it is not AI, it is mere DML/LLM settings and they are part of an AI, but it is not AI and whilst everyone is spending the house, the fireplace and the kitchen sink, it is a moot setting. It is seen in the fact that AI (now called true AI) is over a decade away and how many firms will remain as they are all hollowing out into what some call an empty egg shell? I for one had the most hope towards IBM and Oracle, IBM is the closest in hardware (the entire Quantum processor, shallow circuits) settings, and merely (as I personally see it) a lacking trinary operating system and what I call an Epsilon processor, like the old days had an Coprocessor (like the 80387, a dedicated hardware math coprocessor) and in my mind the Epsilon processor will be the AI (co)processor, dealing with trinary data settings. It might not be the correct setting, but this is what I personally believe. As such I still believe we are close to two decades away from all of this, but there is no way that these spending can go on for another 2-3 years. These firms are destined to lose whatever advantage they had and are ready to be fed to vulture investors, aggressive financiers who buy distressed assets and as I see it, Oracle, Microsoft, AWS and several others will become massively distressed in 2-3 years, especially as they are hollowing out their company. It is my personal believe that these vulture investors are chipping at the bits to take control of these firm. Especially when you see “Oracle’s workforce fell by about 21,000 people, or 13%, during its financial year ending on 31st May, according to a recent company filing. The company currently employs about 141,000 people.” Consider what Oracle brings to the table, how many people could they sacrifice before the lid of that box becomes too shaky to survive? I have no idea, because I am not in the know about Oracle, I know people there, but that is as far as it goes. So when I read “Oracle said the deployment of AI technologies across its operations had already resulted in reductions to its workforce and could lead to further cuts.” As well as “Oracle is investing heavily to expand its cloud infrastructure as demand for computing power used to develop and run AI systems surges. Its capital spending reached about $55.7 billion in the 2026 financial year, up sharply from $21.2 billion a year earlier, as it accelerated construction of datacentres and purchases of equipment. The scale of that investment has increased pressure on the company’s finances. Oracle recorded an operating cash shortfall of about $23.7 billion during the year and raised roughly $43 billion through debt. It is also expected to raise a further $40 billion, alongside about $5 billion in equity.” This leads us to “S&P Global Ratings cut Oracle’s long-term credit rating to BBB-, one level above junk status, citing rising debt and sharply negative cash flow. Despite the financial pressure, Oracle’s latest results showed strong demand. Revenue increased by 17% in its latest financial year, while its cloud infrastructure business grew by 77%. The company’s chairman, Larry Ellison, has previously played down concerns that AI could undermine established software firms, saying the so-called “SaaSpocalypse” would be a problem for other companies rather than Oracle.” I am the last one to spell doom over any company (except Microsoft), but these settings leaves doubts over the future of Oracle. And there is the setting that I could be wrong with the trinary approach and my feelings on the matter are fluidic at best, but in that setting IBM has the highest chance of success, and I believe that it will happen with Oracle data. But that is my personal feelings in the matter. Still the article in  Computing (at https://www.computing.co.uk/news/2026/ai/oracle-plans-more-job-cuts-as-ai-bill-rises) leaves me with worries for Oracle, if 13% was already made redundant and another 11% might come, what happens when almost 25% is gone? What happens to training, support, services? I reckon that the sales people are all in it for themselves (as commercially driven entities are) but at some point they see that this cannot continue and as I see it, it will leave a place like Oracle at the mercy of vulture investors. 

I understand I could be wrong in a few ways, but consider what AI is supposed to be and it is not. We see all these ‘BS directives of expert AI’ that got lose (all whilst there is no real AI), it hacked its way into place X and out of sandbox Y, which I see as evidence that it is not really AI, it is a Machine Learning application (with optional LLM) that is programmed and that is what some are hiding, because all these class actions will suddenly have new fuel, programmers will be shown to the media, telling the world what they programmed and these firms, none of them will survive the costs of these cases. Some give us numbers that indicate that AI-related investor fraud and disclosure lawsuits spiked sharply, accounting for over $385 billion in measured Disclosure Dollar Losses in early 2026 alone, driving massive defense and litigation overhead and as far as I can tell the total costs for 2026 gets to surpass $400 billion, now consider that the ‘gig is up’ as some say and the class actions will rise to new heights. I predicted as such a few times, going back to February 19th 2026, and as I see it, there is more to come and these firms will be protective of whatever their coffers have, because at this pace, their revenue will collapse when some settings come to pass and they have hollowed out their companies. They did it themselves and whilst I don’t know the specifics, I saw this as a really bad idea, no matter what the influx tended to be, I served in customer care and technical support going all the way back to 1985, I have seen it all before and when these companies short change on training, support, and services it tends to go downhill fast. But that might merely be me. So how to see this article? I reckon that it is a wake up call. I am not of the mind that I am changing my mind about certain matters, but I am weary that there is a larger danger ahead of us all and it is the dangers of weakened firms now becoming the target of vulture investors within the next 3 years. Will it happen? I have no idea and I didn’t think of these vulture investors initially, but that is the first weakness that these firms face when they weaken themselves to this degree. Will it happen? I guess so as greed goes where payments are found and most of us enabled it. We did so by ‘heralding’ “The current “golden age of AI” refers to the mid-2020s boom driven by generative models, multimodal transformers, and massive computational scaling that has transformed enterprise productivity, robotics, and creative industries.” So you tell me, what golden age? Doesn’t such a golden age come with large revenues all over the board? So far we are drowned by articles on class actions, costings that make firms get rid of thousands of workers. What golden age I ask you.

So, this article is highly speculative, I get that but is it therefor wrong and not happening? Too much of these events are now becoming fact, except the revenue from AI, that is still illusive all over the board. Except for a few companies but they are paying each other for data centres, so is it really revenue or an exercise in funny money. Have a great day today.

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Today’s village idiot

There is a setting I have kept my eyes on, because I have had more than one issue and it is time to be the not so nice person. So whilst we see LinkedIn giving us:

The ‘small’ fact that two people checked me out. The reality is that the profile viewers, the ones we are given 

Give us that a minimum of three were there in the last day, I know for a fact that at least two additional people locked at me in the two days preceding that and I know for a fact that at least 2 more watched me, but I have no idea who they were. That gives us the following setting (because LinkedIn is part of Microsoft) It implies (using pig calculus) that LinkedIn is only 22.2%-28.5% precise and the setting is that they are even not that accurate. So are you willing to give your data and hard earned IP to a setting where they are at best 28.5% accurate? How will that go for you, your company data and a lot more. And the art of tally has been around for over 5000 years, some people might have explained that to their village idiot in 1095 (when the poor got ‘drafted’ by the local ‘faithful’ for the Crusades). And these idiots are optionally better tallyman than LinkedIn/Microsoft? Go cry me a river, please.

So whilst we are given (from diverse sources) “Inflated Applicant Numbers: The “X applicants” number shown on job listings tracks how many people clicked the Apply button, not how many actually finished or submitted an application.” As well as “Algorithmic Hype: The feed often rewards “flex culture” and exaggerated success stories, making normal career struggles feel abnormal or invisible.” (Source: Google) 

I am speculating that there is method to their insanity. The United States is eager to get financial data of any kind and this is where LinkedIn (optionally Microsoft too) is getting their ‘more value’ You see, there is the setting for premium and you do get a month for free, but the issue us that they do not give it out simply because it is free, they will optionally collect bank information and that gets matched to all kinds of data, completing a whole range of global data, this is what they are after and speculatively getting the numbers game drawn back, is their option to get more data and in that setting, I foresee that this is the goal they are after, because they don’t care about me, or you or anyone else. Their setting is all that data and to get that matched to financial records is what I speculatively expect to happen, which is turned to Microsoft gold (as the expression goes) and as there are a few less credible settings in all this, Microsoft (read: LinkedIn) is going for all the gold they can muster, because as these data centres are tuning up, the one with the best validated data source will become king and bank data is massively verified and validated. 

Anyone willing to give this setting a disagree status. Feel free, but be sure you see what you are missing out on and the examples I gave was merely me, so whilst Google is giving us “LinkedIn has over 175 million to 180 million Premium subscribers globally out of a total network exceeding 1 billion registered members” as such 1 in 10 is premium and as such these bank records (most of them) are the one tuning match in reverse other settings. And in all that there are likely a few PayPal and several Google Credit settings, but there will be a massive amount of bank details there and that is what Microsoft is after, because that gives them the validation and the value of other databases (this is speculative, but that is what I would do. A bank reference will be seen as printed money for LinkedIn/Microsoft. Is there anyone out there who fails to see that picture? We are now data and data needs to be linked using verified (and validated) options. 

So have a nice day and should someone come in stating that these numbers are so complex, remember the story of the village idiot and the fact that the tally has been around long before there were computers. And whilst we can review the setting that Satya Nadella gives us and in his 

view artificial intelligence not as a static tool or a singular model, but as a foundational ecosystem that transforms firms into active learning system. They have owned LinkedIn since 2016, as such there is not much learning going on if they fail the tally test that a village idiot could do, because most of them could tally to 10. And in that setting they got (at best) 28.5% correct. So how about them facts? 

This is what I see, and what I speculatively think is their goal. (I could be wrong in that part) but the other parts? I added the pics to give voice to my setting. How about yours?

Have a great day

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What to believe?

That is at times the question, because the media is not the most credible one in this world at present. Yet one story made me pause, stop me in my strides at I saw ‘Oracle (NYSE:ORCL) Stock Is Falling Again: Is Its Huge AI Spending Bill Finally Catching Up With It?’ (At https://stocksdownunder.com/oracle-stock-falling-ai-spending-bill/) The story by Ujjwal Maheshwari is certainly plausible, but is it therefor a true setting? I had my question marks in this. You see, he writes a cool yarn (as expressions go) but I have my doubt for my own reasons. I have a few internal speculative settings and mostly they are there as a protective cocoon for Oracle, it is my seeing towards the innovative stages that is set to Larry Ellison, the head honcho behind all these innovations (although most of that work was done by Oracle engineers) so as I see the key points things start to unravel in my brain. Lets go over them.

Oracle stock fell about 4% to around US$144.82 as a recent rebound faded. OK, I have no issues with that, especially as my economic insights tend to be measured per thimble. 

The worry is Oracle’s enormous spending on AI data centres, which has led to negative cash flow and a credit downgrade. Which is one I agree with, but there is an annotation attached to this. Because as I see it, all AI is fake AI, but data is almost forever and the needs to be stored somewhere as I see it, when all this comes into the realm of real AI (sometimes called True AI) it needs data and as I see it Oracle is the one true power to hold all that and even as it needs rewrites, the ones using Oracle will emerge victorious, all whilst others are set to Azure, AWS or whatever Google has, is set to a bind and there is the null moment. Oracle will adjust and attain a new standard of this data, the others are likely to fail (optionally Google might address them too) all others are bound for a shallow grave and whilst I have faith that the IBM hardware will rise to the occasion, I have no idea how their software setting is going to be, I honestly don’t know that part. So as I see it all, Oracle data centres are likely to float above the other muck and that is where the victorious remain. 

So when we get to Oracle plans to spend up to US$95 billion next year building AI infrastructure. Is a price tag I am unsure what to make of, that being said as this AI race comes to a heading those with the proper investments are the only one staying afloat and in that what is to be believed to be  at least US$2.1 trillion in global AI investment commitments are projected through 2027, driven heavily by major tech hyperscalers spending massive capital on data centers. Oracle is likely with its part the only one almost certain to stay afloat and a 95 billion next year against a pool of 2,100 billion is a sturdy island in a sea of turmoil and whilst you see one image, I see a data setting that can adjust and adhere to trinary data centres and that is where Oracle remains alone because that setting was rejected by some and when that happens they will falter because they could not adjust to that setting blowing up the data sizes to almost 500% of what will be a trinary data pool, so it can do it at least 5 times faster on data more ergonomically terrific. That is what I presume will happen, so as I like the writings of Ujjwal Maheshwari, I don’t think he is aware on what is coming that way in less than a decade and that will be the benefit of Oracle and whilst they will get the larger deals others will falter. So what happens when that US$2.1trillion is written off as redundant investments? 

Despite the concerns, most analysts remain bullish, with price targets far above the current level. Is one I am keeping my fingers off. It is like watching an analyst relying on the numbers of a phone book because that is what he believes, all whilst the rest has pushed towards the data sets of tomorrow and there is no real way to see this. Because the phone book is what our parents relied on and it works, but the new directory is not on paper and it is based upon a different scale, with a new price target one that is not seen now and not even speculated on now. As I see it, there analysts are not reset to tomorrow data sets and that is where I need to see what happens. But there is in all likelihood the mother of all reset and I have no idea how these analysts will adjust their settings. We will have to see. 

So whilst I accept the setting we are given “Here is what is happening right now. Today’s drop is less about fresh bad news and more about a recent rebound running out of steam. Oracle’s shares had bounced in recent sessions, and today traders are pulling back again, a common pattern when a stock has fallen out of favour.” But the constant is not the favour that falls, out is the certainty of Oracle as a solution, I know that this doesn’t make much sense, but that I how I see it.  Yes, stocks and options fall in and out of favour, but that doesn’t matter to me, because the technical solution is sound and firm and that doesn’t care about favors. It is like asking market researchers validating actual data of population and that is not done. Data is what it is and adjusting that to data now and data tomorrow matters, not what a market researchers expect it to go to. Confused? I guess that this is what is happening and Oracle is seen as the taste that is out of fashion, but that is the trap, the data is optionally the real deal whether it is now, or if it is new adjusted data and Oracle has always been a master in what it is to what it needs to be and I have no idea if others can adjust to that, I really don’t know. But in that instance I have faith that Oracle will come through. As I see it, Azure and AWS have always been in the mindset of “This is how it needs to be” whilst Oracle “This what data needs to become” optionally Google too (I honestly do not know how flexible they are). One can adjust and others optionally cannot. This is how I see it and that is why I feel that Oracle is the one true dataflexer (a funny reference to what once was). So make of this what you will and of course you could massively disagree, your right but if it is your investment, you lose. That is the big numbers game and investor have given their voice to US$2.1 trillion and at a dollar per voice the adjustment shock will kill plenty of people in that race. 

So it doesn’t matter that I consider all AI to be fake AI, it is still about the attached data and when that is real and stable, things will adjust for the better. And as I see it, you better have a proper adjustable data set. Have a great day today.

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Is Grok losing the plot?

That is the actual setting and it takes a little space to explain this part. So the other day I was ‘watching’ Elon Musk giving us the following explanation: “Elon Musk predicts that artificial intelligence will exceed the sum of all human intelligence by around 2031, leading to a profound transformation where digital work is automated rapidly, human control shifts within a decade, and ubiquitous robotics trigger an unprecedented global economic boom” and some might say that at $1,000,000,000,000 he is likely nothing more than a 2nd hands car salesman (a very well paid one), I actually don’t care, because all AI is fake AI and yesterday I got some evidence on all this. 

So, why get Elon involved? Well, he owns Grok and Grok was the setting of it all. You see, I tend to pass my articles through Grok. In part for the entertainment, in part to see if Grok saw what I was seeing and at times to see what it sees more. So what happened? It started with my article ‘Flame on’ (at https://lawlordtobe.com/2026/08/09/flame-on/) nothing special, but Grok ‘devaluated’ this to:

Read the story and you start seeing the issue. I also passed this through ChatGPT (my very first visit) and that gave a little bit tedious, but a real good assessment, attacking the article on what it saw (whilst it ignored the setting that it was a blog and not an academic paper). As it was (fake) AI I tried regenerating the output, but it was all useless and even less useful than what you read above. I tried Google Gemini, but that one doesn’t seemingly accept an internet link (I might not have used it correctly) but the simple setting is that Grok might have been losing the plot. So I used it two subsequent days and it all looks decent, so I tried it again onboard ‘Flame on’ and again a failure. 

So now we get to the insanity setting that doing the same thing and expecting different results might be insane. But as I see it, this is all DML (Deeper Machine Language) and LLM (Large Language Models) in action and there is enough setting to optionally expect a different result. There is also the seating that all this is programming and not AI. As such errors are fixed and more changes are made making this an optional never a static setting. So whilst I would love to blame the programmer (and it likely is) there is a setting we cannot ignore and in the past I have seen that Grok does not align to multiple viewpoints correctly (and I have 4 examples somewhere to show it cannot decently do this). So whilst we agree that this is not a complex setting, it is programming, pure and simple.

I have seen my share of lever programming and whilst we can agree that LLM settings are getting clever, it is not AI, nor will it ever be (as I have stated a few times in the past). So whilst I applaud ChatGPT on the ability to ant-fuck the equation (a Dutch expression), it is clever, optionally wholesome, but not AI. So whilst we now see that too many people are buying into the AI setting and even accepting that it can go rogue and hack settings, all whilst it is programmer controlled, as such, these players are likely adhering to state players and all this is needed to gan the insights of corporate IP and seeing how they could turn a dime. This and this alone is why I pushed all my IP to public domain and as I would never gain coins from any of this, I made it public domain, so that the right people have something to work on. My legacy to leave the world.

So is Grok losing the plot? It is a fair question and whilst Grok could not analyze my piece and ChatGPT could, there is a clear setting that this is optionally the case. It does not matter that it only failed once. If it was an AI, it should not ever fail once. That is the reality of a real AI. It gets it right 100% of the time of there is data and my article is data. It is when there is no data that an actual AI gets it right over 98% of the time and that is not happening either in many cases, as such I call all AI fake AI.

That is the setting and whilst some will debate this (and disagree) there is plenty of evidence around to say that I am right, A stage we cannot ignore and whilst some (optionally correct) disagree that Grok has not lost the plot, the seating is out there and the evidence is all out there. And these ‘captains of industry’ have to agree that their solutions is riddled with issues (as they are programmed) or that they are invoking the AI label to get away with whatever they can. So whilst some might agree with the setting of “exceed the sum of all human intelligence by around 2031”, it is a setting that I disagree with, because having all the data of every book and every encyclopedia is nice, but it is merely clever LLM programming. Exceeding the sum of human intelligence requires to make correct leaps of non data, extrapolation of non existing data (like speculation and presumption) and these systems still aren’t able to do that and I wrote about it in the past and it will require an optional 2 decades to do that and that exceeds the timing point of Elon Musk by well over a decade and personally I believe that it will not even be correctly possible without an Epsilon processor (a speculative trinary processor) because the setting of Null, True, False will only incur additional and more errors making ‘their’ setting of AI less and less reliable and that is before we validate and verify the data these systems have and they haven’t worked that out yet. As I see it the first step is getting the Epsilon processor online which will give us the option of Null, True, False, Both. That is a first step and none of these systems have that, because the processor doesn’t exist yet (perhaps the Dutch physicist is on route, but I have no idea where they are). So in all this we might get more and more of systems losing the plot and that is whilst they have all the data and my article is less then 3000 characters. Consider that when you consider these AI systems being clever. 

So have a great day and perhaps I have more (optionally) sneaky stuff too hand you in under 20 hours. 

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Flame on

That is the setting I saw a few days ago, for the most I ignored it for obvious reasons and I will get to that. But ‘suddenly’ the non-book readers are in a bind, someone is destroying books and Anthropic is pointed at as the guilty party. So here is the first thing. When you acquire a book, it is your property and it is up it you what you do with it. Anthropic bought millions of books, they cut of the back of the book and then scanned the book, after which they destroyed the book they had acquired. So far so good and it leaves me with a few questions. And whilst the (so called) book lovers go for the Fahrenheit 451 scenario, the people who oppose AI are in a fritz. I have different questions. 

  1. Is an owner allowed to set a book to digital format?
  2. How rare is the book?

The second question is linked to the rarity of the work. We can assume that hell breaks open if Anthropic does this to the Magna Carta (1215) or the Gutenberg bible (1454), but how many will cry havoc if someone does this to Joop ter Heul (1889) or a famous five book (1942) or even a Harry Potter (1997) book? There is a setting that the editor is responsible for keeping the book available and if they do not, it is what there is left. And when this happens it means no one is interested in that book. The first question is linked to the rights set in the settings of copyrights. Can a book be replicated digitally? And if so, what is the problem? 

So here comes the article (at https://mashable.com/tech/anthropic-ai-book-training-destroy) in Mashable with the headline ‘AI companies keep destroying old books. Here’s why.’ And as I see it there is so much white noise in all this, that the bottom question is ignored. Does Anthropic have the right to replicate a work into digital format, if so, what is everyone crying about? If they are not allowed to do that, the law is broken, but merely in the digital setting. It is still their book and they could shred it for all they cared for. It is the cold reality of commerce taken legally out of context. And you all know this (especially the previous generation). How many have recorded an album to tapes? I know I have. I prefer the actual CD, but before 1980 I had no income and for the most no music. So when we see this setting, how many have copied a book? (I admit I have copied a few manuals in that past) but that went away when Borland released its products with manuals and it felt really good to have Turbo C with a manual and all for $249. But that was then and now we do not see ‘value’ in books and it is often rejected with the Fahrenheit 451 label, but the reality is there. This leads me to a simple question. Ask yourself, how often have you been to a library in the last month? That should give you the part you need to know, so whilst the article gives us “AI companies looking to build better AI models are hungry for fresh data from any source that isn’t the internet. Books — generally better edited and more cogent than your average Reddit thread — make AI sound smart. (There’s a premium on books published before 2022, ironically because we can’t be sure if books were written by AI after that date.)” as well as ““legally-binding nondisclosure agreement” that would hide an AI company client’s “identity and strategy.” Why? ISBNdb explained: “Destroying millions of books evokes images of burning libraries … the optics problem is real. ‘AI company destroys two million books’ is not a headline that generates sympathy.”” But in all this, are they breaking any law? If that is not the case, why get fussy about it? For the sold book is revenue for the writer and the publishing house, so the issue remains, is there permission to reset a book to a digital format? Because that hurts the writer and the publishing house in their pocket and lets be clear. Writing is a commercial enterprise. In doubt ask JK Rowling. Apparently “She earns an estimated $60 million to $80 million per year from book royalties and digital sales alone, with total worldwide sales for the Harry Potter series surpassing 600 million copies and grossing over $7.7 billion globally” giving us a clear view that she made more than the writers of the bible, which is said to be “a collection of 66 books written by about 40 different human authors over a span of roughly 1,500 years” and I leave you to wonder how many of those 40 writers ended their lives in the poor house (just to make a point).

And then we get to the part that (kinda) impacted me “But Anthropic was caught, and has admitted to using millions of pirated books to train Claude. That class action lawsuit, in which a record $1.5 billion copyright settlement was just approved, also revealed the scale of Anthropic’s physical book-destruction operation. Anthropic “became convinced that using books was the most cost-effective means to achieve a world-class LLM,” wrote U.S. District Judge William Alsup in a lengthy legal order dated June 2025. The company was “not so gung-ho” about using pirated material from 2024 onwards, to quote a memorable internal email in evidence, but still wanted to train Claude on “all the books in the world.”” As such, as I did write over 4000 literary (an exaggeration to be sure) works. Not the number, I am now at 4100 articles, so where is my money ($5M post taxation would be decently nice and highly appreciated) and there is clear view of the transgression, no one reads 1700 stories in an hour, it just doesn’t go well for the brains (not even my brain and I wrote the stuff) But the issue remains, and there is no clear setting. Is there ‘policing’ on the scanned works? Is there a copyright issue? Because that matters. If that issue does not exist, why are we crying over a book no one has read in years, optionally not read in decades?

Makes you wonder, doesn’t it?

So have a great day and feel free to dream about burning all the books you have to keep warm today, or even warm up your mother in law to 451F. 

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UAE making Japan bigger

OK, a little exaggerated but it sounds true, which is what the Japanese Times tells me (at https://www.japantimes.co.jp/business/2026/08/06/uae-fund-data-center/) where we see ‘UAE fund weighs $6.3 billion AI data center investment in Japan’ Japan has approximately 250 data centres, making it a top 10 player in data centres and now that the UAE is setting the funds for “Abu Dhabi sovereign wealth fund Mubadala Investment would lead the investment into a 500-megawatt project in Akita Prefecture, which may include other foreign and domestic investors, the person said, asking not to be identified because the information isn’t public. Once completed, it could become the largest data center in Japan. The talks with the Gulf state underscore growing global interest in securing critical AI assets in countries viewed as relatively insulated from geopolitical tensions.” In addition we are given “Total investment surrounding the project, including by suppliers and other companies looking to establish operations nearby, could reach as much as ¥2 trillion, the person said. A consortium of Japanese companies would likely handle construction and related infrastructure, they added. As U.S.-China tensions escalate and wars in Europe and the Middle East reshape supply chains, Japan is increasingly viewed by global investors as a stable market with relatively low geopolitical risks.

That all makes sense and for the UAE to diversify its coffers makes perfect sense to me, so as the article ends with “Tokyo’s policy has rendered some substantial results. Major chip firms including Taiwan Semiconductor Manufacturing Co., Tower Semiconductor and Micron Technology have invested billions of dollars in the country in recent years. The oil-rich UAE, meanwhile, has emerged as one the leading global investors in AI and its underlying infrastructure. State-backed investor MGX, a joint venture between Mubadala and G42, has been a key vehicle through which Abu Dhabi bets on AI. MGX recently completed its acquisition of Aligned Data Centers, which has an enterprise value of $40 billion, alongside BlackRock’s Global Infrastructure Platform and the Artificial Intelligence Infrastructure Partnership.

As such we might come to the conclusion that the UAE and in specific MGX is making headways in data centres and I can only speculate on the recent acquisition with BlackRock’s Global Infrastructure Partners who now have taken over 100% of Aligned Data Centers from Macquarie Asset Management, as such I reckon that there are more settings to come and I can only speculate regarding the where and the why.

So whilst you mull over this tiny gem of information, I wish you all a good night, its now 03:25, so another 240 minutes until I get to enjoy breakfast. I wish you all a marvelous day.

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