Tag Archives: prediction

It’s already here!

Just yesterday morning I wrote:

Robots will be smarter, stronger, and faster than humans not after years of programming, but simply after the suggestion that the robot try something new. Where do I think this is going, and how soon will we see it? I think Arther C. Clarke was right… the most daring prophecies seem laughably conservative.

Then last night I found this post by Zain Khan on LinkedIn:

🚨 BREAKING: OpenAI just made intelligent robots a reality

It’s called Figure 01 and it’s built by OpenAI and robotics company Figure:

  • It’s powered by an AI model built by OpenAI
  • It can hear and speak naturally
  • It can understand commands, plan, and carry out physical actions

Watch the video below to see how realistic it’s speech and movement abilities are. The ability to handle objects so delicately is stunning.

Intelligent robots aren’t a decade away. They’re going to be here any day now.

This video, shared in the post, is mind-blowingly impressive!

This is just the beginning… we are moving exponentially fast into a future that is hard to imagine. Last week I would have guessed we were 5-10 years away from this, and it’s already here! Where will we really be with AI robotics 5 years from now?

(Whatever you just guessed is probably laughably conservative.)

The most daring prophecies

In the early 1950’s Arthur C. Clarke said,

“If we have learned one thing from the history of invention and discovery, it is that, in the long run — and often in the short one — the most daring prophecies seem laughably conservative.”

As humans we don’t understand exponential growth. The well known wheat or rice on a chessboard problem is a perfect example:

If a chessboard were to have wheat placed upon each square such that one grain were placed on the first square, two on the second, four on the third, and so on (doubling the number of grains on each subsequent square), how many grains of wheat would be on the chessboard at the finish?

The answer: 264−1 or 18,446,744,073,709,551,615… which is over 2,000 times the annual world production of wheat.

All this to say that we are ill-prepared to understand how quickly AI and robotics are going to change our world.

1. Robots are being trained to interact with the world through verbal commands. They used to be trained to do specific tasks like ‘find one of a set of items in a bin and pick it up’. While the robot was sorting, it was only sorting specific items it was trained to do. Now, there are robots that sense and interpret the world around them.

“The chatbot can discuss the items it sees—but also manipulate them. When WIRED suggests Chen ask it to grab a piece of fruit, the arm reaches down, gently grasps the apple, and then moves it to another bin nearby.

This hands-on chatbot is a step toward giving robots the kind of general and flexible capabilities exhibited by programs like ChatGPT. There is hope that AI could finally fix the long-standing difficulty of programming robots and having them do more than a narrow set of chores.”

The article goes on to say,

“The model has also shown it can learn to control similar hardware not in its training data. With further training, this might even mean that the same general model could operate a humanoid robot.”

2. Robot learning is becoming more generalized: ‘Eureka! NVIDIA Research Breakthrough Puts New Spin on Robot Learning’.

“A new AI agent developed by NVIDIA Researchthat can teach robots complex skills has trained a robotic hand to perform rapid pen-spinning tricks — for the first time as well as a human can…

Eureka has also taught robots to open drawers and cabinets, toss and catch balls, and manipulate scissors, among other tasks.

The Eureka research, published today, includes a paper and the project’s AI algorithms, which developers can experiment with using NVIDIA Isaac Gym, a physics simulation reference application for reinforcement learning research. Isaac Gym is built on NVIDIA Omniverse, a development platform for building 3D tools and applications based on the OpenUSD framework. Eureka itself is powered by the GPT-4 large language model.

3. Put these ideas together then fast forward the training exponentially. We have robots that understand what we are asking them, which are trained and positively reinforced in a virtual physics lab. These robots are practicing how to do a new task before actually doing it… not practicing a few times, or even a few thousand times, but actually doing millions of practice simulations in seconds. Just like the chess bots that learned to play chess by playing itself millions of times, we will have robots where we ask them to do a task and they ‘rehearse’ it over and over again in a simulator, then do the task for the first time as if it had already done it perfectly thousands of times.

In our brains, we think about learning a new task as a clunky, slow experience. Learning takes time. When a robot can think and interact in our world while simultaneously rehearsing new tasks millions of times virtually in the blink of an eye, we will see them leap forward in capabilities at a rate that will be hard to comprehend.

Robots will be smarter, stronger, and faster than humans not after years of programming, but simply after the suggestion that the robot try something new. Where do I think this is going, and how soon will we see it? I think Arther C. Clarke was right…

…the most daring prophecies seem laughably conservative.

The future is now

I’ve shared Chat GPT a couple times (1, 2), and I really think that tools like this are going to create a massive shift in jobs, education, and creativity. It can been seen as both scary and exciting.

On another front, scientists have achieved ‘ignition’ in a nuclear fusion test. This is the creation of a fusion reaction where the energy output is greater than the energy input. For over a decade this was an unachievable goal, any reaction created required so much energy to produce that the costs were greater than the returns.

If you showed someone from 1995 the technology we had 25 years later in 2020, they would be impressed and amazed. I’m reminded of Arthur C. Clarke’s quote, “Any sufficiently advanced technology is indistinguishable from magic.” But what I’m seeing right now seems like magic.

I think the leaps in technology and ingenuity that will happen in the next 25 years will so far exceed what we saw happen in the last 25 years that it will feel more like we are 50 years in the future rather than just 25. So, buckle up and get ready for a wild ride into the future… it’s just getting started now!

6 weeks later

I said this in a post, ‘If or When?‘ six weeks and 2 days ago, with respect to Omicron and coronavirus:

I’m afraid my crystal ball gazing conjures no clear images of what’s to come in the short term. What’s my best guess? Businesses and maybe even schools closing from staffing shortages; Tougher restrictions in public (indoor) spaces; and a lot of people self-or-family isolating.

What’s my hope? Less and less hospitalization with more and more mild cases that look like a ‘regular’ flu.

We didn’t have any full school closures in our district but 2 weeks after this post we had a 3-day period where many schools were short staffed and support teachers, and vice principals, were reallocated to help fill the needs. Tighter restrictions didn’t happen. And many people did get mild versions of Omicron although so few of them were tested, because of shortages of tests and long lineups, that I think the number of cases reported was probably underreported by a factor greater than 10.

Now, there are no issues with staffing, and there is an abundance of rapid tests available, and I think things are much better. The only big news here in Canada is a protest against mandates and vaccines that is being held in Ottawa, with smaller versions showing up in other major cities. I’m not going to link to any of the reports because I don’t believe they deserve the attention.

I find it sad how many people are misguided by these protests, and think they are somehow fighting for freedom by blockading people and making others less free? It’s sad how messages of hate and ignorance are part of this convoy. It’s ironic that when we are on the brink of restrictions being lifted, thanks to a vast majority of Canadians doing their part in slowing the pandemic by following the mandates and getting vaccinated, these unvaccinated, anti-mask protesters feel like they are somehow doing something to better the world they live in.

6 weeks after my original post I still haven’t had covid, but I’d say this has been as much about luck as any other reason. Many people around me have been equally as cautious as me and have contracted it. All these people have had versions that are mild, or at least not bad enough to go to the hospital. And I still wonder if for me it’s a question of if or when? But in this 6 weeks I’ve seen things getting much better. I wonder if mask restrictions will continue in schools after March Break? I wonder if there will be crowd restrictions at theatres and sports events, or if restaurants will still require vaccine passports?

Unless another contagious and more deadly strain start spreading, I think we might see a lot less restrictions in the coming months… But it won’t be because of this ‘freedom rally’ that’s happening. On the contrary, it will literally be despite them and their anti-community stance, not doing their part to help reduce the concerns and spread of coronavirus.

The real numbers

In the last week and a half I’m aware of 18 people whom I personally know have caught covid-19, likely the Omicron variant. But of these 18, (half of which are 2 families), I think only one of them is reported. Others sat on 811 for more than 2 hours before giving up on the call. Others have mild symptoms, and here in BC they are asking people with mild symptoms not to get tested, because testing locations are being overwhelmed.

Extrapolating on these numbers, even if I overestimated the amount of cases in BC to be 1/3 reported (that would be 6/18 rather than 1/18), then the real number of new covid cases is a massive number.

This is surprisingly a good thing. First of all, our hospitals are not overwhelmed with serious cases. Secondly, at this rate of infection, we are moving quickly to heard immunity.

Well, that’s my hope anyway. I am only working with my own anecdotal evidence, and coronavirus has kicked my predictions in the butt more than once. Still, it’s good to look forward and see a little light at the end of the tunnel.

Maybe by spring everything will be open and masks will be optional. Maybe. Still, it feels good to have a little optimism right now. Even if we really don’t know the real numbers, I think they are looking good… Time will tell.

Still a hopeful timeline

I’ve been saying since before Christmas 2020 that, “Things will start to return to normal by January 2022.”

With the Delta variant being very contagious, and new variants like B.1.621.1 showing up on the US east coast, I don’t think school is going to start in September anywhere near as normal as we might have thought it would in June. Going into a busy coffee shop this morning, I was the only one wearing a mask, including the employees. The only covid precautions I saw were hand sanitizer at the entrance and the barista using tongs to put a straw into a cold drink.

I think new variants are going to give us a bit of a spanking, then we’ll smarten up and re-tighten up our precautions enough to slowly move in the right direction.

Although it may have seemed a bit pessimistic at the time, I am now hopefully optimistic that my prediction can be met. Despite the evidence of a 4th wave, it could be smaller, less alarming, less dangerous (thanks to the vaccine), and better managed. The ‘better managed’ is the key. We move forward with caution, or we move backwards.

Even if you are double vaccinated, wear a mask in public indoor spaces. Let’s keep these variants away.

What the next year will bring

I’m not pretending that I have a crystal ball, and can see into the future, but here are some predictions on the year ahead:

1. Vaccines.

A) In the developed world: despite growing evidence that vaccines are saving lives, there are going to be too many people that choose not to get them and the Delta variant (or another yet to be named variant) will bring prolonged restrictions that the very people refusing to get the vaccine will be the most vocal about.

B) In the developing world: It will be another year from now before many countries have enough vaccines to distribute two shots to every person that wants one… but in some of these countries it will be mandated, and that will be a new front of contention and fear mongering in ‘more free’ countries.

C) Booster shots (a 3rd dose) will not be seriously considered for at least 6 months to a year, if at all… but watch for news as elites decide to get it anyway, and while this won’t influence anti-vaxers to get their shots, many with 2 shots will want the 3rd shot as a security blanket.

2. Conspiracy theories.

These will flourish for two reasons:

A) Social media is too easily exploited by clever use of targeted advertising dollars, and fake news/information travels faster than boring but true facts.

B) The news plays easily into the hands of controversy = clicks = advertising dollars. Example: Share the story of an articulate 22 year-old choosing not to be vaccinated. Let her express her concerns for a minute, give a 30 second response, let her get the last word in. The controversy is more important than the science, and the news cast plays like an anti-vaxer advertisement… for free, with a large audience.

3. American Politics: The next year will decide the 2024 election. It is comical to me that some people still think the last election will be overturned… it won’t. However, I think Trump will make a lot of waves in the next year. While I won’t make a prediction as to weather he rides the wave or sinks, I think contention around the last election will be the counterbalance to Trump’s legal woes, and both of these will play into keeping his name in the news, and on the minds of Americans. If in a year he is not in legal hot water, then be warned that he could be a legitimate candidate in 2024.

4. Climate Change: Freakish weather will make this a hot topic for the next year. That said, not much will change with respect to doing something meaningful about it. Newsworthy, but somehow not change worthy.

5. Cryptocurrency: Countries will begin to adopt their own digital currencies. Paper bills will not be produced by most countries in 5 years, and this will be evident by next summer. Developing countries with massive inflation issues will lead the way.

6. Cancel culture: I’ll end on this, and in all honesty, I think this is a wish more than a prediction. I hope that there is some rebalancing around people being cancelled for poor indiscretions. What I mean by this is that someone saying something stupid can’t be treated as equally vile as someone who commits an evil crime. Human beings make mistakes. Two things matter when those mistakes are made. First, how much harm was caused? Second, what is the response/consequence?

I don’t think public/social media spaces are spaces where restitution and resolutions happen. Instead these sites become cesspools of anger, hate, rage, and an attack on people which prevents conversation and learning. Some of these attacks are worse than the indiscretion, but that doesn’t seem to matter.

I would like to see people provided a chance for redemption, rather than vilification and cancelation. We need to allow for learning and growth.

—–

That’s 5 predictions and a wish. I’ll set a calendar date for a year from now and see how I did.

Not in our lifetime

We have an inherent bias that we believe things will happen in our lifetime, and conspiracy theorists are far more biased in this area than others. The next big event will bring the end of the world as we know it.

From the Bay of Pigs all the way to the Reagan era, World War III was inevitable. Y2K was going to send us back to the Middle Ages. Meteors, super volcanos, earthquakes, super floods, and yes, viruses, are all threats to humanity that will be the end of civilization as we know it…. apocalyptic threats to the human race that will happen any day now.

But the weird part is that somehow these are inevitable to happen in ‘our’ lifetime. We will bare witness. We will be the last generation to know what normal was.

Normal.

What is that? Normal as in a life of traveling by horse and buggy? Normal as in women can’t vote? Normal as in smoking in restaurants? Normal as in life before indoor plumbing, or before social media?

Our world advances in extremely fast and innovative ways, but somehow the human race will find its demise in our lifetime… or so conspiracy theorists believe. People will prepare for the end days, but they won’t live in the now.

“If I hold up this sign that says, ‘The world will end tomorrow’ long enough, one day I will be right.”

…that’s assuming the end will happen in your lifetime… but it probably won’t. We will see so many changes in our lifetime, but so will our grandkids… and maybe they will see the end times, but the simple reality is that it’s unlikely to happen in ours.

Humans, the earth, or the universe probably need a few more generations to really screw things up for us, for our planet, and odds are that this will happen after everyone living today is long dead. The end might be near, but it’s farther away than our short lives.

Digital currency

In five to ten years a crisp, mint condition 50 or 100 dollar bill from the ‘late 1900’s’ will be a collector’s item. No one will be paying for anything with paper bills or coins. No one. It’s not just that we will be using credit cards and bank cards instead of cash, there won’t be any form of money that won’t be digital.

The Canadian and American dollar, and currencies from all over the world, will be digital cryptocurrencies. They won’t be like Bitcoin where every account address is public. When you pay, no one will be able to look into your account, but the money will be verified as real at the point of transaction. You will be able to instantly change currencies from one country’s currency to another, without a bank. You will also be able switch to another cryptocurrency or Visa, or MasterCard, or some form of smart contract IOU, that is staked against something you own (at a pre-determined interest rate).

Paper money will be nothing more than collectables like Magic the Gathering or Pokémon cards that are no longer printed.

It might seem crazy to think this will happen as soon as 5 years from now, but North America won’t be first. There are countries with incredible inflation that need to print larger and larger bills, making smaller bills useless. In countries like this, the cost of printing the money is hardly worth the effort. Imagine having to carry around seven to ten $50,000 bills to buy a loaf of bread! These economies will move to digital first.

But then the transition will grow exponentially. Within 10 years every nation will have a digital currency and paper money will be a thing of the past. Have any mint condition bills and coins? Keep them, they will be worth a lot more than face value for your grandchildren.

The speed of change

Yesterday I was having a conversation with my colleague, Dave Sands, Principal of Technology Implementation in our district. He shared some good news that our 14th and final middle school in the district is becoming a BYOD – Bring Your Own Device school. This is a great accomplishment for our district. It starts with ensuring the infrastructure is in place. Next, teacher technology, capacity, and readiness are essential, and finally there needs to be support for families that can not afford their own technology. This takes time.

In the conversation I remembered a presentation that I did in 2009 at the Building Learning Communities conference in Boston titled “The POD’s are Coming!

In the presentation I said, the seed of this presentation started with a conversation and a blog post. Here is what I said in an October 2008 post:

“PODs. We are about 5 years away from most of our students bringing PODs to school, Personally Owned Devices. I’m talking about pervasive access to laptops and iPhone-like devices in our schools. Every kid coming to school with more capability in their pockets and hands than most teachers have on their desk right now.

So in the presentation in July 2009, 9 months later, I said that we were 4 years away from this happening. I was wrong. It took 7 years longer than I thought.

When I look back now, I can see that we weren’t ready for this in 2013. The infrastructure was barely there, there was a lot of fear around the use of technology in the classroom because of the distraction (and disruption) technology causes, and teachers were not ready to lead the charge.

I know many other districts aren’t where we are, and yet we were 7 years slower than what I imagined was possible. Progress and change happen slower than we expect in schools. However, in the world we live in now, 7 years is an eternity to be behind doing what’s possible.

We will need schools to be far more agile in the future.