Why ‘Artificial’ in AI May Be Misleading: A Deeper Look

On reflection it seems strange to me that the biggest commercial push in technology should be called Artificial Intelligence (AI). Universally, this term has seeped into the daily media as being the only form of shorthand for the coming transformation in our lives.

Generally, the word “artificial” isn’t associated with desirable qualities. If I say that it’s opposite is “natural” then there is a wide gulf between the two. It couldn’t be clearer. Place a plastic garden chair next to an antique wooden chair – case proven.

Imagine a marketing campaign for artificial cosmetics as opposed to natural cosmetics. Which one do you think would be the more successful? It’s honest to say that a product is artificial given that it’s manufactured but it’s much more appealing to talk about its natural roots.

A desire to elevate natural content has a historical context. It’s the industrial revolution that provided society with a rich wealth of choice. Trouble is that a legacy image of dark satanic mills[1] and grim-faces of exploited workers is written deep into our culture. The natural world was assaulted and abused by the unstoppable steam roller of the industrial revolution.

It’s reasonable to refer to a complex digital system as an artifact. Not in the way of an archaeological discovery. More like a popular game, chess, checkers or go, in that it’s extant and associated with a set of practices and rules.

Today, AI doesn’t exist in nature. It may be inspired by nature, in terms of analogies with the workings of our brains. Neural networks and memory. Interconnections of circuits and wires and their arrangements are a human creation.

Having written the above, it does make me think; what will happen in 1000 years? A long time for our social structures and organisation but no time at all for any inhabitants of the Earth. Will someone be writing academic tones on the natural history of computers? Humans will be looking at them, and their evolution wondering how and why they got to do what they do. Much as we might now study ravens, rats and rabbits.

Surely AI will evolve. A natural process. Current systems will inevitably have deficiencies and flaws that get corrected in future generations. Experimentation is a human domain. Give it several decades and machines will be doing it for themselves.

The word “artificial” has a big downside. Although I’m having a lot of difficulty in thinking of a better general word. In my long-term scenario, what’s coming is a new branch of evolution. We know, the complexity of human behaviour is largely conditioned by our environment. We adapt. What AI may become, continuity dependent, will likely follow a similar path.

Whenever I visit the Natural History Museum[2] in London I like to look in on our ancestors. Today, our species, Homo sapiens, is the only human living. We once lived amongst our other human ancestors. Homo is the Latin word for “human” and sapiens is derived from a Latin word meaning “wise”.

There’s a story for you. Will AI eventually become Machina sapiens?


[1] “Dark Satanic Mills” is a phrase from William Blake’s poem.

[2] https://www.nhm.ac.uk/discover/the-origin-of-our-species.html

Paper in a Digital Age

It’s oblong and made of paper. My phone is oblong and made of a long list of exotic elements. Paper on the other hand is relatively simple. I’m sure a paperologist will correct me and describe its subtleties and complexities. Regardless, paper has been around for a long time.

Both have an ephemeral quality. Paper decays. It burns and bugs eat it. Digital media gets lost, overwritten or deleted. Without wires and suitable equipment, it doesn’t exist.

I think that God forbid, that if Armageddon did come to place, we’d find more paper remaining useful than surviving digital help. Henry Bemis[1] loved to read. Strangely, that’s what saved him from ultimate destruction. Try writing an equivalent story with an iPhone in hand and we would be disappointed with the results. That would really see a sad Bemis doom scrolling empty nothingness.

Contuining the banking theme. What I’m refereeing to here is an envelope containing my latest bank statement. Yes, I haven’t ticked the go paperless box on-line. To me there’s something reassuring about having a tangible paper copy of what exists in the digital ether. Even though it’s only a printout, it somehow feels more real.

Holding a statement in my hand, whatever its errors or miscalculations it cannot be altered. Unlike an on-line digital reading that a capable cybercriminal can flip in a second. Both have an ephemeral quality. One exudes a greater feeling of permanence.

Above “ephemeral” is the right word to use. My banking App on my phone is a good service. However, it encourages a certain neurosis. Whereas a paper bank statement turns up, periodically as a personal balance sheet summing up the ins and outs of a month, my App is changeable hour by hour, a less meaningful snapshot.

The News is full of this phenomenon. Snap shots of the county’s GDP going up and down every month are newsworthy but don’t tell us much about where we are going. That doesn’t stop politicians treating them as if they were a sign from some mythical deity. A small number that changes within a range of error doesn’t mark a beginning or end of an era.

I like tangible things. A paper report or statement is a tangible thing. I can hold it in my hand. It doesn’t change from moment to moment. It’s a record of a direction set, not an hourly windvane. However unfashionable, as a crusty gentleman of a certain age, I will continue to ask for a printed record of where I am and where I’ve been.


[1] https://www.imdb.com/title/tt0734683/

Do MPs Need Multiple Jobs?

It’s a question that has been raised time and time again. Is a Member of Parliament’s job a full-time job? What I mean is should an elected parliamentarian have more than one job? Do they need it?

Say, a journalist, presenter, documentary maker, official of a political party or union, company director or even a doctor.

There’s a repetitious ding-dong argument that goes on along the lines of – look at this example of great achievement and they were both occupied doing numerous jobs at the same time. Equally there’s the argument – look at this talented person who crashed and burned as a result over commitment and lack of attention to detail. Case by case examples can be found.

Sadly, a case built on individual examples of achievement, or the reverse doesn’t move things forward much. It’s a sort of selective sampling to prove a point. Fame and notoriety play a part too. When a hero, genius, guru or an influencer complex exists rules get bent. Mythical qualities can be ascribed to the subject of attention.

It’s true that some individuals have a capacity for work that goes way beyond the norm. An intellect that shines bright. A refreshing originality or perspective that changes the game.

Now, I’m a down-to-earth straightforward liberal. It’s does matter if you are a King or a Queen, an Olympic athlete or a massive titan of industry or a brilliant orator we are basically all the same. We see the sun rise and we see it set (weather dependent). We walk the same Earth. We are as likely to experience mental or physical challenges in life as any other human.

Back to my question. Is a Member of Parliament’s job a full-time job?

I’d start with the ways and means MPs get elected. It’s rare, if ever, that an individual is so well known that they step into a parliamentary seat with no affiliation, preparation, finance or support. Those people who provide such essential back-up have expectations. Expectations that the candidate, if elected, will dedicate their full-time efforts to their new role when in office. Not too much to ask, methinks.

Given that you and I have finite time and energy, playing multiple roles inevitably dilutes the time and energy available for any one role. Super humans haven’t been invented – yet. Whatever the myths. If a British MPs job is genuinely full-time then where does the extra time and energy come from to do another job?

By saying that an MPs job is not full-time, hasn’t the local electorate been sold a pup. I’m sure that when votes are cast in each constituency an expectation is set-up that a candidate will do a decent job if elected. A moral commitment is made as good as any binding contract.

I agree, that polarising this argument to the extreme isn’t helpful. MPs must manage their time and energy between home and work as most people do. I guess, what’s important is the prioritising of parliamentary duties to the degree they deserve. In other words not taking on equally demanding jobs at the same time.

Some of the cynicism towards British politics, that exists today, stems from MPs abusing their duty by prioritising income and / or notoriety in some other public facing role. Making being a Westminster MP merely a way of achieving other personal goals.

It’s not easy to make hard and fast rules for the above situations. A moral imperative should prevail. Sadly, it doesn’t aways go that way.

The Power of Numbers

If I was to give advice to a politician in power, it would go like this: numbers matter but don’t let them dictate the right course of action. Of course that’s fully loaded advice. The right course of action is subjective. That can mean expert or non-expert judgement of such a great wide range of felicity that it doesn’t bear thinking about.

For a long time, there was a mantra that organisational policy should be data driven. There’s quite a bit of wisdom in this statement as an alternative to arbitrary opinion and volatile reactivity. There’s no doubt an organisation is better off if it has a few able number crunchers.

I can recollect times when I’ve been advised to look favourably upon one way of presenting information as opposed to another way. Not that either was in error but that one way would reflect better on the management of an organisation. This is a perfect example of Lies, Damned Lies and Statistics[1]. Which is often nothing to do with lies but rather the presentation of information. Some would say manipulation.

Sacking a head of a Bureau of Statistics because the numbers their technical people produce are not favourable, well that’s one way to go. It’s the sort of action that’s take in devoutly authoritarian countries. Better not be embarrassing the higher ups at any cost.

Suddenly, I’m taken back to my “O” level history lessons. Our enthusiastic secondary school teacher who wanted us to love the Russian revolution as much as she did. It’s a fascinating but brutal period for Europe. Here I’m thinking of Stalin’s Five-Year Plans. A Russian official, in the late 1920s, would have been very unwise indeed to produce anything other than favourable statistics. However, for all the cruelty and suffering Russia did archive a rapid industrialisation.

Numbers matter. My dictum. If they are wildly inaccurate or manipulate numbers, they are worthless. Even presentational they are worthless because few will believe. Credibility is key but that’s often the issue. Who do you trust?

My domain has been aviation safety numbers. The analysis of these numbers can be of significant consequence. Going back to that data driven philosophy, if the numbers are wrong the direction of travel will be wrong. When policy making has an objective basis then it’s much easier to justify to a wide audience. There are advantages in having trustworthy numbers.

In the ideal world, a degree of independence is essential. This is so that the producers of statistics and associate information can endeavour to be accurate and unbiased. Doing this without fear or favour to any interested party can take some resolve. It’s only possible in an environment that is both inquisitive and respectful.

I say “degree of” as an observation. Just as investigators often follow the money trail, it’s as well to consider who is paying the bills. The analyst’s salaries must come from somewhere. Again, in an idea cultural environment where integrity and trust are valued, it’s not those who are funding the number crunching work that should determine (dictate) the results. Let the numbers speak.

The ideal world doesn’t exist but it’s clearly unwise to swerve away from it at speed.


[1] https://www.york.ac.uk/depts/maths/histstat/lies.htm

Relationship with the EU

Monday, Monday[1]. It’s a wonderful 60s song. Harmonies and mood are perfect. I wonder if the harmonies and mood will be perfect for the Prime Minister (PM) on Monday. Already the Sunday Press are setting the stage for Monday’s performance.

Reset, recalibration, reheat, rekindle, re-whatever. It’s a moment when relations between the UK and the European Union (EU) can make realistic progress[2]. In world full of uncertainty (could be a song in that one), for once the direction of travel is a constructive and positive.

I think the word “deal” is getting overplayed. Indications are that there’s no fundamental shift from Brexit meaning Brexit, as one former PM liked to say. In fact, the current PM is being highly cautious in the light of his Party’s reading of the latest opinion polls. For no sane reason I can think of, the swivel-eyed loons of the far-right are making hay.

It’s astonishing me how dim-witted the Conservative Party is in objecting to something when they don’t even know, for sure, what it is. Mind-blowing. And the rum cult of Reform Party doing the same with extra bile. What a load of prehistoric fruit loops.

Brexit supporters are spreading misinformation, again. Saying that UK has no influence. It’s true, the UK doesn’t have votes in the European Council or Parliament, but significant influence can be exercised on standards, and regulatory guidance, nevertheless. A better “deal” can bring much greater influence. Absolutely vital in the digital world, and for the UK, a country with a services-based economy.

Brexit has cost the UK dearly. The UK Treasury would have billions more in its coffers if the 2016 referendum had never taken place. The standard of living of every person in the UK is lower because of Brexit bungling. Ideally, that great mistake is an event to be written up for the history books and then forgotten.

On top of the above, uncharacteristic moves in the US, with Trump tariffs there’s nasty hit at the UK’s future prosperity. There couldn’t be a better time to repair relationships with the UK’s nearest neighbours. The countries with which we share most of our long history.

Even for those on the political right, practically, the EU is never going away, so until the day the UK rejoins the block, it’s wise to have the best possible relationship in all matters. Goods, services and people need to connect as a case of mutual benefit.

It’s time for hope. An optimistic tone should be set. A smile. Let’s hope we are singing Monday, Monday so good to me, Monday morning was all I hoped it would be. Naturally, that there be no crying, come Monday evening.


[1] https://genius.com/The-mamas-and-the-papas-monday-monday-lyrics

[2] https://www.independent.co.uk/news/uk/politics/brexit-uk-eu-reset-trade-deal-starmer-b2752285.html

Revolution: Hype vs Reality

Talk is of a revolution[1]. That sounds sensational. It sounds like marketing talk aimed at creating an insatiable desire for something new. So, that kind of talk immediately switches on the cynical side of my brain. Is this hype or is it real?

We’ve had plenty of both in my lifetime. Colourful boys adventure books with novelties like nuclear powered aircraft and moonbase vacations. It’s not that “flying a kite” is entirely bad. Those imaginings of the future had pictures of prototype flying cars. Now, we maybe on the verge of that prediction becoming real.

AI is not new. It’s been a research subject for decades. What we have most recently is the coming together of concepts and the practical machines on which to run those concepts. Amazing has been the speed of progress. That’s a modest word considering the sudden adoption of new tools that go way beyond simple INTERNET search engines.

Bill Hunter’s line: “You can’t stop progress”. At least that’s the line I remember of the 1994 film Muriel’s Wedding[2]. It was said on a rocky path to “progress” induced disaster.

My curiosity centres around avoiding the hype and finding out what’s real. That’s in the vain hope that I might not be left behind in this rapid surge of “progress”. So, to keep up with the latest technical developments I clicked on a TED App. The boss of TED, Chris Anderson has recently interviewed Sam Altman, the CEO of OpenAI[3]. He’s the guy behind ChatGPT. AI has elevated new people into the spotlight. It’s given established technology companies a headache. Their desire to be in the pack, or leading the pack is mighty strong.

My takeaways form this interview are that AI will outpace human intelligence, in time. No one knows how much time, but the path is set. The direction of travel isn’t in the control of traditional institutions or government departments. Society must get its head around a time when we live with machines that out pace us.

Second, it would be nice to have an enlightened global regulator to ensure that the massive amount of development going on produces outcomes that are for the public good. Chances of that happening are about zero, although not zero. There’s even a possibility that the industry at work on this technology realises the need for a set of enforceable rules.

Questions of safety are paramount. Even though society debated the impact that the INTERNET would have on us, steps to provide protections and boundaries only came about after the event. Lost in a storage box, I once had a book called “The Sleeping Sentinels”. Basically, the thought was that political parties and the legal profession are always more than ten steps behind the technologists. We are highly reactive.

One interesting aspect of the interview was the pauses. What was evident is that it’s hard to find the right language to describe what’s happening. Walking a tight rope between sounding like Chicken Little[4] and a wise respected elderly professor. Revolution is the right word.

POST: It’s not just IT Why AI Demands a New Breed of Leaders


[1] https://youtu.be/Xv8FBjo1Y8I

[2] https://www.youtube.com/watch?v=PLDcevp5w5o

[3] https://www.ted.com/talks/sam_altman_openai_s_sam_altman_talks_chatgpt_ai_agents_and_superintelligence_live_at_ted2025

[4] https://www.rottentomatoes.com/m/chicken_little

Transform of Future Careers

My education was an industrial one. I guess I was fortunate. No “A” levels for me.

Part of my apprentice programme was to move around the different departments of a major electronics company. That included a range from demanding technical areas, testing new designs, to the everyday pressure of a print room run by an ex-Army man who ran it as if he’d never left the Army. Yes, print rooms were once a staple part of an engineering company. Huge dyeline machines that constantly ponged of ammonia twinned with the noisiest dot-matrix printers ever made. I even got to learn some COBAL[1] with the business unit that put together our payslips. Amazingly enough I was introduced to mathematical concepts, like Fast Fourier Transforms (FFT), at a time when the digital logic needed to implement such algorithms consisted of large cabinet loads of discrete electronics. Now, my simple mobile phone can crunch numbers in this way.

Several weeks here, and several weeks there. One excursion meant spending hot summer days in the Mendip Hills at a quarry testing equipment in deep water. Another meant time working in a former brick-built railway shed that served as a small machine shop.

Of all the different experiences that I had in those formative years (16-18 years) the one that I’ll never forget was a secondment to a London based factory. The company’s training officer recognised that this small village country boy needed to go to the big city. Uppark Drive, Ilford no longer exists as a manufacturing plant. That’s no surprise. In the late 1970s that factory handled the company’s long-lived products. Technology that has gone forever.

Anyway, this is not so much about me. What I’m led to speculate about is what sort of modern-day engineering apprenticeship offers. Does it offer the variety of experiences that I had? Is industrial sponsorship as generous and altruistic as it once was? Do industry and government work hand in hand to ensure a future workforce has the skills that are needed?

Simply the answer is probably “no”. In fact, the structure and organisation of design and manufacturing organisations has changed dramatically. In aerospace there are some companies that have a major factory with every facility at their heart but most subcontract extensively. Colleges have been turned into educational shops, paid by student numbers.

Here’s a thought. It’s not so much what’s taught that’s key as much as the exposure to a variety of ways of thinking and working. A variety of exposure give a student a toolbox from which they can then draw. Finding interesting work will depend on adaptation and repurposing past skills. That’ll be the only way to assure the world doesn’t pass by at an ever-increasing pace.

I’m sure that advances in artificial intelligence (AI) will affect everyone[2]. The idea that all AI will do is displace people is wrong. It just means that, like my recollections above, the types of activities that needs to be done will be entirely different in 2065. Unless I’m highly unusual, I will be long gone. But if you are 25 years old this is worth a thought.


[1] https://archive.org/details/historyofprogram0000hist/page/n7/mode/2up

[2] https://nap.nationalacademies.org/download/27644#

Unlocking Prosperity

“So, whatever you wish that others would do to you, do also to them, ………”

This is the code of reciprocity. In other words, I’d like you to be generous to me, so I’ll be generous to you. Now, of course this works the other way around in a perverse way. Perfectly human, although it’s tainted with suspicion. I’d like you to be generous to me, but I think you are unkind, so I’ll be unkind to you.

I don’t think that’s what Apostles had in mind. Their teaching is first to urge us to be generous as a way of encouraging others to act similarly. A lot there depends on how you view human nature.

For a long time, the United States (US) has had relatively low import tariffs based on adopting a leadership position. It’s to say, you should be like us. If you do that, there’s a chance that we will both become more prosperous.

Generally, argue how you will, as a result the US has become the most prosperous nation in the world. I know it’s only one measure but looking at the numbers of billionaires by country 2025[1] the US stands out. Over a quarter of the world’s billionaires live in the US.

I started with a Christian quotation and so it may be appropriate to ask how generous those fortunate billionaires are towards the people of their own country? I won’t go there. A nations prosperity should not depend on the philanthropic endeavours.

This year a lot has changed. Established ways of working are getting all shook-up. Ambition, suspicion and rivalry are all taking centre stage. An ambition to be unquestionably greater than all others. A suspicion that most others are taking advantage. A fight over valuable and often limited resources.

Again, human history is littered with times when such forces took over. Interestingly, Christianity gained a footing at a time when the Roman empire was plundering anything it could get its hands on. However, I’m not advocating a moral code to moderate the instinct to be imperial.

All to often those moral codes are just moulded and shaped to fit the prevailing circumstances.

No, my appeal is to mutual advantage. The simple idea that 2+2=4 is not the be all and end all of reality. In human affairs we can with effort make 2+2 equal more. It’s that saying that the whole is greater than the sum of the parts. It’s why people work together for common advantage.

Yesterday, I don’t suppose for a moment that ancient monument that I drove past would be there if it were not for the above benefits of having common goals and a willingness to cooperate. Stonehenge.

Trade barriers are foolish. Walls prevent the spreading of prosperity.


[1] https://worldpopulationreview.com/country-rankings/billionaires-by-country

The Human Touch

One of the most irritating aspects of bureaucracy is codification. What I mean is the need to tick a box that describes you or your problem. Restaurants, retailers, charities, religions, politicians and government departments all do the same. Sophisticated or crude administrative systems fall back on the same methods.

It’s immensely unsatisfying. Applicable to me, at this stage in life, is the age tick box. It doesn’t matter where the questionnaire or data gathering exercise comes from there’s always this box that starts at 65 years old. The previous box finishes at 64 years old.

This fits the respondent into the next step-up in age. Following from this simple date is a whole plethora of assumptions about the nature of a persons’ likes and dislikes, needs and wishes. An unsympathetic algorithm can then crunch numbers and send adverts for sheltered retirement homes, medication and certain types of undemanding travel opportunities.

Now, I could join the chorus of cries against bureaucracy. That would be popular but dumb. It’s a bit like the textiles we put on daily. We could go around naked as the day we were born. Trouble is that our present society doesn’t work well in the case where everyone is naked. Cold too.

So, it is with bureaucracy. It’s not going away anytime soon. The best we can do is to hunt for better ways of collecting data and making it useful for decision-makers and those who want to sell us something. Or even political parties that are keen to target us with their messages.

In the News this week is as good a sketch for an updated Yes Minister as any. Revolution is afoot. Suddenly the pen pushers who tie you up in red tape are going to be replaced with super-efficient algorithms and artificial intelligence to return us to paradise.

I think that’s the only reason Adam and Eve had to leave the garden of Eden. Nothing to do with apples. Well, not the ones that hang on trees. It was an iPad that had fallen though a time warp. Filling in a questionnaire on happiness it seems that one of them ticked the wrong box.

I see a difficulty with replacing civil servants with robotic algorithms and artificial intelligence. It might be the case that for routine activities, where the pattern of human behaviour is straightforward and well understood, a set of operations can be undertaken with a high degree of confidence that a good outcome will be provided.

Where I see the difficulty is that humans are notoriously messy. Inclined to irritation and not the least bit logical in their personal lives. Nothing that has been said this week is about truly eliminating bureaucracy, although that’s the illusion. It’s more about mechanising it using whizzy technology that’s so much better that that which has gone before (so they say).

Let’s just grow-up. We need public administration. We need it to work well. Fundamentally, it takes people to make it work. People who are motivated to work for the public good. People who are adaptive, caring and enabled to do a good job. Give them the tools to do the job. But are we kidding ourselves if we think complex algorithms and artificial intelligence are our saviours?

Navigating Change

Theres’s wisdom in having flexibility when making decisions. Being too high bound by ridged beliefs or a dogmatic creed isn’t a way of sustaining success. The saying, “When the facts change, I change my mind. What do you do, sir?” is attributed to John Maynard Keynes. It’s nice to have a quote like that to validate the wisdom of flexibility. Is it always true? Well, this is not a physical law like Force equals Mass times Acceleration. So, using the word “always” is not the least bit appropriate.

In the first months of 2025 the US seems to be going through a cycle of extreme plasticity. It goes like this; propose policy that’s drastic and disruptive and that shocks or puts everyone on edge. Let it ride for a day. Watch what happens. Then either double-down or reverse the whole move and start something else equally shocking. Meantime saying how great the achievement has been even if there’s no positive achievement.

Conventional wisdom isn’t wrong because it’s conventional. Reacting to conventional or traditional ways of working by deeming them automatically bad doesn’t add up. I know it’s conservative philosophy, but wisdom is acquired over time.

You could say, I’m burdened with being rational (or reading too much). That’s not wrong. What’s difficult is that a rational person must stretch the imagination a long way to see any good coming from a rapid cycle of change, often for the sake of change.

Setting the cat amongst the pigeons (or bull in a China shop) makes economies and financial systems quiver. Without a certain amount of understanding, or the perception of understanding, assessing risk becomes almost impossible. That’s the first months of 2025.

Where’s the vision? Maybe underlying the impulsiveness is a desire to get from here to there as quickly as possible.

75 years ago, after WWII, America entered a “golden age”. Baby boomers, technology and a sense of optimism drove the good times. The 1950’s ushered in a commercial exposition. Modern marketing and a proliferation of brands changed society, both in America and across the globe. Over the past decade, there’s not been that shiny newness or unbounded naivety that captured the imagination of the time.

If the overall vision is to get back to those times, then reality is going to bite. A sea change in circumstances could happen but it’s unlikely to be the one painted above.