Get the New Book ‘Apple: The First 50 Years’ on Sale for Launch Week


This week, tech columnist David Pogue launched a new book called “Apple: The First 50 Years.” On Amazon, you can get the new book for $39.30 in hardcover, down from $50.00, the best price we’ve seen so far on the book.

apple first 50 years newNote: MacRumors is an affiliate partner with Amazon. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.

The book explores the first five decades of Apple’s history, including interviews with 150 key people who shaped Apple into what it is today, like Steve Wozniak, John Sculley, Jony Ive, and more. The book is launching to coincide with Apple’s upcoming 50th anniversary on April 1, 2026.

Amazon’s sale is on the hardcover version of the book, and provides an estimated March 19 delivery date for free delivery. If you’re on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.


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1348 Ex Voto Free Download


1348 Ex Voto Preinstalled Worldofpcgames

1348 Ex Voto Direct Download

Journey through a tumultuous Medieval Italy as Aeta, a young knight errant who sets off on a brutal quest to find and save her closest one. 1348 Ex Voto is a cinematic action-adventure game inspired by chivalric tales.

Brave the harsh realities of the Italian late medieval period through the eyes of a courageous noble whose life is about to change fundamentally. Follow Aeta (Alby Baldwin), a young knight errant, on a brutal journey through Italy to find and save her closest one, Bianca (Jennifer English).

1348, a tumultuous Medieval Italy

1348 Ex Voto is a thrilling 3rd-person action-adventure game inspired by classics of the genre and chivalric story tropes.

Discover a 14th-century-inspired Italy, a cradle of political strife and rural exodus. Banditry, mercenaries, and religious zealots run amok while pestilence festers in the countryside and cities.

Inspired by Historical European Martial Arts

Experience thrilling sword fighting in cinematic combat inspired by Historical European Martial Arts and animated with the help of trained Performance Capture actors.

Use Aeta’s martial knowledge to surprise and overcome your enemies by strategically choosing between 2 different combat stances, one and two-handed. Find skill books throughout your adventure to unlock new combos and personalize Aeta’s swordplay with different weapon parts. Ranger’s Path: National Park Simulator

A ravaged Yet magnificent Italy

From medieval villages to castles and the beautiful grassy mountainside of the Appennino to the remnants of classical Rome, explore a magnificent 14th-century Italy through the eyes of a knight-errant. Search your surroundings to stumble upon trinkets & treasures to complete your collection.

Bianca, you are all that is left to me… I shall save you. This, I vow.”

Features and System Requirements:

  • Step into a dark medieval world during the Black Death, where fear and superstition dominate daily life.
  • Navigate a cursed village while uncovering mysteries tied to the deadly plague.
  • Experience a tense atmosphere with psychological horror and disturbing historical themes.
  • Solve environmental puzzles and search abandoned locations for clues and survival resources.
  • Unravel a haunting narrative as faith, disease, and fear collide in a tragic story.

Screenshots

System Requirements

Minimum
OS *: Windows 11
Processor: Ryzen 5 3600X / Core i5-10600K
Memory: 16 GB RAM
Graphics: GeForce RTX 3050 / Radeon RX 5500XT
DirectX: Version 12
Storage: 35 GB available space
Support the game developers by purchasing the game on Steam

Installation Guide

Turn Off Your Antivirus Before Installing Any Game

1 :: Download Game
2 :: Extract Game
3 :: Launch The Game
4 :: Have Fun 🙂

You can now buy the Nothing Headphone (a) and its massive five-day battery


What you need to know

  • Nothing Headphone (a) is now on sale via nothing.tech, Amazon in the U.S., and Best Buy in Canada, with TikTok Shop sales starting March 19.
  • The over-ear headphones cost $199 (£149 / €159) and come in black, white, and pink, while a limited yellow edition launches April 6.
  • Battery life is the headline feature, with up to 135 hours of playback (around five days) with ANC off.

After Nothing’s colorful new over-ear headphones debuted last week, they’re now officially available to purchase on the company’s website and at major retailers.

You can grab the headphones on nothing.tech, as well as Amazon in the U.S. and Best Buy in Canada. TikTok Shop in the U.S. will start selling them on March 19. The Headphone (a) is priced at $199 (£149 / €159).

Supply-chain attack using invisible code hits GitHub and other repositories



The invisible code is rendered with Public Use Areas (sometimes called Public Use Access), which are ranges in the Unicode specification for special characters reserved for private use in defining emojis, flags, and other symbols. The code points represent every letter of the US alphabet when fed to computers, but their output is completely invisible to humans. People reviewing code or using static analysis tools see only whitespace or blank lines. To a JavaScript interpreter, the code points translate into executable code.

The invisible Unicode characters were devised decades ago and then largely forgotten. That is, until 2024, when hackers began using the characters to conceal malicious prompts fed to AI engines. While the text was invisible to humans and text scanners, LLMs had little trouble reading them and following the malicious instructions they conveyed. AI engines have since devised guardrails that are designed to restrict usage of the characters, but such defenses are periodically overridden.

Since then, the Unicode technique has been used in more traditional malware attacks. In one of the packages Aikido analyzed in Friday’s post, the attackers encoded a malicious payload using the invisible characters. Inspection of the code shows nothing. During the JavaScript runtime, however, a small decoder extracts the real bytes and passes them to the eval() function.

const s = v => [...v].map(w => (
  w = w.codePointAt(0),
  w >= 0xFE00 && w <= 0xFE0F ? w - 0xFE00 :
  w >= 0xE0100 && w <= 0xE01EF ? w - 0xE0100 + 16 : null
)).filter(n => n !== null);


eval(Buffer.from(s(``)).toString('utf-8'));

“The backtick string passed to s() looks empty in every viewer, but it’s packed with invisible characters that, once decoded, produce a full malicious payload,” Aikido explained. “In past incidents, that decoded payload fetched and executed a second-stage script using Solana as a delivery channel, capable of stealing tokens, credentials, and secrets.”

Since finding the new round of packages on GitHub, the researchers have found similar ones on npm and the VS Code marketplace. Aikido said the 151 packages detected are likely a small fraction spread across the campaign because many have been deleted since first being uploaded.

The best way to protect against the scourge of supply-chain attacks is to carefully inspect packages and their dependencies before incorporating them into projects. This includes scrutinizing package names and searching for typos. If suspicions about LLM use are correct, malicious packages may increasingly appear to be legitimate, particularly when invisible unicode characters are encoding malicious payloads.

Marvel Rivals made Blizzard ask ‘what if we could just drop 30 new heroes into Overwatch?’ and inspired its biggest update ever



“Marvel Rivals definitely had an impact on us in a lot of different ways,” Overwatch 2 director Aaron Keller said during a panel at the 2026 Game Developers Conference on Friday. While Keller didn’t mention the popular Overwatch 2 competitor while talking about Blizzard’s efforts to revitalize its multiplayer shooter, a fan brought it up in the Q&A at the end of the panel. And he gamely tackled the question.

“I think one of the biggest ones was seeing the amount of excitement that new players to Rivals had for this big drop of heroes,” Keller said. “It got us talking about, hey, what if we could just drop 30 new heroes into Overwatch? What would the player reaction to that be? Because it almost felt like the release of that game was something like that.”

3D Rendering Artists: What Sets Apart CGI Specialists & Talented Freelance Experts


Something magnetic introduces one into the world of 3D rendering services. Imagination has checked into a deluxe hotel, ordered room service, and then it comes out fully textured with a photorealistic masterpiece. An introduction to such a field is always striking in that at one instant, one plunges into reality at the hands of pixel precision combined with artistic clarity. Therefore, there is no need for slow warm-ups. Right in that very moment when the artist of 3D rendering gets a hold of the project, the transformation is instantaneous, striking, and simply unforgettable.

Equally tantalizing at this creative hub is the never-settled discussion of what makes the average CGI expert different from a really remarkable freelance professional. You have seen them at work: architectural spaces take center in dazzling ways, product prototypes aglow with that sheen from the future, and whole cinematic worlds pop up for the first time with an amount of detail bordering on hypnotic. Yet with all of these impressive outputs, there’s always a clear distinction between those artists who just get the job done and those who raise the result into something with real character and precision.

This is a world built of layers of skill, personality, and a certain flavor of visual storytelling. Rather than an understanding of which button to push in Blender, Maya, 3ds Max, Cinema 4D, or any other tool, it involves an understanding of the art lying behind the software, of what makes one technician operating a program different from an artist reshaping visual expectations. If you have ever navigated the likes of Cad Crowd, then you understand great freelancers get their reputation based on this mix of artistry and problem solving-they don’t just design 3D images; they create experiences.

By the end of this article, those essential skills mixed with unique personalities will have created little sparks of creative madness between the very best 3D rendering artists and the crowd. You most definitely will feel ready to browse Cad Crowd and start your hunt for the next digital wizard.


🚀 Table of contents


3D rendering is all about technique and imagination in their perfect proportion.

3D rendering is as much about engineering design experts as it is about creative magic. For those who are not practicing the art, it would seem very much a discipline of technical mastery-after all, there are polygons to sculpt, materials to tune, lighting setups to finesse, and rendering engines that sometimes behave like temperamental pets. At its core, though, 3D rendering is about visual language: taking the ideas, feelings, textures, and environmental cues an artist has and setting them into a real, cohesive world.

A typical CGI Specialist truly understands software workflow and rendering physics and would make practical steps based on how the asset or scene would be created. Excellent at following instructions, meeting the technical requirements, and delivering clean and functional results.

But the really talented freelance professional stands out in such platforms like Cad Crowd and brings in something more: technique is just a starting point, not a finishing line for the artists, and they surely know how to evoke mood, how to convey depth and atmosphere, and emotion. Be it some plain interior rendering of a minimalist living room, their work will suggest a story.

It’s in small decisions where that actually makes the difference: how the shadows hug the edges of the stairs, reflections molding the personality of the surface, colors alive versus flat, all those little details composing precise scenes but memorable ones.

CGI and 3D rendering by Cad Crowd freelance design experts

RELATED: How 3D rendering and animation affect construction drawing costs at CAD services firms

Computer skills: Between proficiency and true diversity

People are definitely not short on how to use 3D software; the tutorials are everywhere-entire channels on YouTube dedicated to making donuts, chair models, shiny spheres, and stylized characters. In this respect, the technical familiarity is just the beginning for 3D rendering experts.

The average CGI expert has extremely broad knowledge in one or two specific applications and can execute complicated commands fast, knows how to optimize scenes and fix topologies, and is capable of solving some really tough rendering problems that make others sweat. Impressive and of great value within any kind of production pipeline for architecture, engineering, product design, or CGI advertising.

And there is even more to this multitalented freelancer: he doesn’t have a comfort zone with any particular software. For him, it’s just a toolbox where one changes between programs according to one’s needs and never out of habit. Where realism calls for V-Ray, stylization requires Blender; motion design, when Cinema 4D is in place, where the job requires detailed modelling by Maya or ZBrush.

Therefore, work in such myriad industries, ranging from architecture to product manufacture, animation, gaming, marketing, engineering, and so on, is basically what makes their software adaptable. The wider the experience, the greater the vision they can provide in terms of solutions.

That is one of many reasons people come to Cad Crowd, for the range. A freelance jobs platform full of people listing nothing but one program in their profile, really, it is an ecosystem of tools, each used with intention and with skill.

Artistic sensibility: How vision shapes every pixel

But it is not a question of the number of applied polygons. It’s more of an artistic skill question, magic sauce-separating good from great. Why you stop and stare at that stunning 3D render has little to do with the number of polygons but rather great composition, lighting, and texture balance, all telling a story.

It means, on a technical level, replaying daylight conditions, adjusting the exposure, and fiddling with camera angles. But for freelance CAD experts in talent, that takes it one step further: every scene for them is a canvas, and they work out the light, just like traditional painters. They do more than understand how human eyes actually travel across an image; they can compose those points of focus, taking everything from static to emotion-provoking, right to the farthest fringe.

They lean into subtlety: color psychology that can evoke mood, positioning furniture and props and elements not for mere accuracy but to create harmony within the frame. They know realism just isn’t enough; believability is what truly matters, and believability comes with artistic intention.

It’s not that the clients can always articulate this difference; they just know that some renderings feel alive, feel purposeful, and feel like something they would hang on a wall if it weren’t labeled a project draft. That’s the work of the artist, not the technician.

Problem solving and adaptability: Shouldn’t catch a cold waiting

Among the many things freelancers quickly learn, each project has special puzzles that they come across one after the other. The freelancers adapt; they must. They have clients in different industries, and all these either communicate differently, expect different things, or have different levels of clarity on the creative end. Few have complete blueprint packages, while others have napkin sketches looking like what a bird trying to write poetry might produce.

With such predictable production pipelines, these variables would most likely not be exposed to a range, as the tasks would already be so strictly defined in general, i.e., just by following the studio procedures and operating within rules already outlined by supervisors or creative directors.

Requirements for work are pretty general, and one learns how to anticipate all kinds of problems that might arise, handle revisions with aplomb, and meet unforgiving deadlines when the requirements change mid-project. The nature of the job means freelance artists working at Cad Crowd develop different sorts of expertise in the course of work.

Its flexibility-no 3D design expert learn from tutorials or textbooks, but they get seasoned through experience with dozens of clients and hundreds of unforeseeable project scenarios. Superpower: Your clients feel deeply, probably never directly advertised by the freelancer.

Well, 3D rendering is technical; even so, the very best freelance pros intuitively understand that communication defines the whole project experience. Even a fantastically talented artist who can’t describe their process, set expectations, or even just keep clients updated can quickly create confusion when involved. Sure, the result may look good, but the general workflow will suffer.

It’s such an underrated skill: communication

That successful freelancer is going to communicate with the client on Cad Crowd-listen for the goal and probe with questions to bring out these details; quite possibly, the client didn’t even know themselves it was important. Secondly, keep the progress updates flowing so surprises are not experienced. Break down complex visual concepts into an explanation simple enough to keep the nontechnical client informed and confident.

Good communication saves time. It saves money. It builds trust. And most of the time, it’s one of the big factors that separates the good CGI specialist from the great freelance rendering artist.

RELATED: Key tips about CGI in corporate office interior design and 3D rendering services

Creativity to serve a purpose: Problem-solving designs by artists

The best rendering artists in 3D solve problems, not paint pretty pictures. More often than not, ingeniously, this is done by piecing together the art and strategy seamlessly.

For instance, an architectural visualization expert focuses on conveying a client’s sense of the project before it is constructed. In other words, the rendering expert involved in product design helps designers make final decisions about form and function long in advance of actual manufacturing. A character artist is assigned to help a filmmaker or a game developer visualize personality and motion in characters. A freelancer in CGI offers services to a brand by means of creative interactive graphics; hence, they will make a brand well-known and interesting.

Predictability, accuracy of CGI experts strictly following the rules of production, is complete. On the other hand, freelancers can face the same problems while representing quite different ways of thinking: experimenting, inventing, and seeking a smarter, more visually compelling solution for each job.

That is a sort of thinking that finds gems even in casually going through Cad Crowd, an artistic platform wholly peopled with people with insight and expertise to bring to the table.

High-level rendering is a question of attention to detail.

There’s a reason for it: that becomes a scene because an artist agonized over the microdetails no regular viewer would ever catch, let alone be aware of. Freelancers who did great things love details; they don’t just add-they grow them with purpose.

But these are the little imperfections that give the scenes their human, real feel; subtle variations in materials provide tactility, and wear patterns break the sterility into something lived in. Not bad for instinctive freelancers-those ones with intuition on how to bring that sort of detail in, understand where dust settles, reflections distort just a little at that or this angle, and how natural lighting behaves across many textures.

This is what gets copied if instructed to the CGI design experts, but the cream of freelancers are those who would add in the details, knowing full well that without this, the outcome is always incomplete.

Freelancer ownership of the creative process is a synonym describing independence for a creative professional

Because they are freelancers, they have to self-manage. In other words, they manage themselves throughout the whole creation process. That is one of those distinguishing features compared to a typical CGI specialist, who is getting directions all the time, either from a team lead or from a creative director.

They work for their schedules, perfect their methods, invest in new learning, and update their portfolios from time to time. The freelance rendering experts take projects on like they were an independent studio operating independently: doing everything by themselves from conceptualization through communication, asset management, to the final delivery.

This independence often lends itself to a strong sense of artistic identity. As one navigates Cad Crowd, it is possible to pick out distinctive personal styles in the work of each freelancer-some specialize in moody, atmospheric realism, while others excel at crisp, ultra-clean product renders. Some lean into stylization and visual flair. Part of what makes hiring freelancers so exciting is this individuality.

3D product rendering of a gothic chess piece and custom sneakers by Cad Crowd product rendering design experts

RELATED: Designing for visual impact with your product design services company

Collaboration skill: There, the freelancers would not lose any clarity in integrating their ideas

Creative collaboration is never easy. That means compromise, feedback loops, and the facility to pivot without sacrificing artistic integrity. Structured teams of CGI specialists do this day in and day out. But freelance experts have to do this across a huge breadth of team styles, from architectural design experts one week to engineers the following, then marketing agencies, small business founders, or startup product designers.

But in that area where a certain special collaborative flexibility lies, exactly how to strike that just-right balance between guidance and responsiveness, and how to make them feel more is wanted with design direction, while adapting amiably to client preference.

Cad Crowd enables a client to open avenues across industries, supplementing and complementing their team in adding value to the client’s vision, among many other reasons why clients love working with freelancers.

Passion and personal motivation: freelancers simply happen to love challenge and variety.

After all, the very fact that they freelance suggests that artists do this because they just love doing what they do. Usually, they elect to work in such a way not because it is always easy, but because such setups allow them to embrace creative diversity. These factors pop up in their portfolios, in the way they talk about the craft, and in the time they invest in updates about rendering technology, trends in artistic expression, and new techniques.

Passion among CGI specialists exists even in the structured environment; with freelance experts, it finds its expression through continuous personal growth. Here, it’s all about creating a body of work that reflects identity and talent. They seek projects that excite them. Besides, they love creative freedom and variety. It reflects directly in the quality of their final render. The client feels it, the viewer senses it; that kind of silent yet strong quality is what constitutes freelancers.

Why Cad Crowd is the best place to get these talented artists

Cad Crowd is where anyone looking for professional freelance 3D rendering artists should go, for one good reason: it knows what that mix of creativity and independence, coupled with technical talents, looks like that stamps the hallmark of excellence in this field. It opens up an active community of professionals who could bring more than just mere instruction-following to each project, but bring a unique vision complemented with strong communication, diverse mastery of software, and lots of real passion.

Be it architectural visualization, product rendering services, animation assets, engineering simulations, or marketing-focused CGI, Cad Crowd connects you with artists who are masters of their trade and bring a bit of elevated artistry to each project. These freelance professionals know just how to take those ideas and make them pop in your head. This will enable you to present concepts clearly, market products with impact, and explore designs long before they are a physical reality. You look through their profiles, portfolios, and comparative styles to determine which artist best fits the creative direction of your goals.

RELATED: Top 51 3D product rendering design & best 3D visualization services companies in the US

Great talent brings life to your idea

The world of 3D rendering is one fascinating universe in which technique meets imagination. CGI specialists bring technical excellence and workflow precision, while gifted freelance professionals raise every project to the next level with personality, creativity, empathy, and vision. They solve problems, communicate clearly, adapt to any challenge, and produce visuals that stay in your mind long after you have closed the file. 

Ready to work with the artists who make concepts turn into breathtaking renderings? Then, Cad Crowd is the place you should begin with. Browse the platform, explore the portfolios, and find your next creative partner-the perfect freelance 3D rendering artist who can materialize your ideas. Request a quote today.

author avatar

MacKenzie Brown is the founder and CEO of Cad Crowd. With over 18 years of experience in launching and scaling platforms specializing in CAD services, product design, manufacturing, hardware, and software development, MacKenzie is a recognized authority in the engineering industry. Under his leadership, Cad Crowd serves esteemed clients like NASA, JPL, the U.S. Navy, and Fortune 500 companies, empowering innovators with access to high-quality design and engineering talent.

Connect with me: LinkedInXCad Crowd

Latest Slay The Spire 2 update stops you having over a billion HP, while tweaking the deckbuilder’s mod support


Roguelike deckbuilder Slay The Spire 2 continues its journey through early access with an update that fixes various crash bugs, adds new card art, changes how the game files mods, and implements some balancing changes. Item #1 on the balance change list: “Players, enemies, and pets can no longer have their HP increased above 999,999,999.” Yep, that sure sounds like a balancing problem. Thanks, Mega Crit.

Continue reading “Latest Slay The Spire 2 update stops you having over a billion HP, while tweaking the deckbuilder’s mod support”

The Friday Roundup – Doin’ the Gimbal Walk & Essential Sound FX


Silly cartoon character advising on walking with a gimbal.

How to Walk with a Gimbal for Smooth Footage

Over the past few years there have been some incredible advances made in the field of stabilizing handheld footage.

Action cameras like the GoPro and the range from DJI have brought some amazing internally driven stabilization features.

On top of that handheld gimbals have also taken things to a new level going so far as to capture gyro information that can be used in software later.

However even the most advanced stabilization system around these days, the Steadicam, requires the operator to move in a way that works best for the system.

Here are a few tips for you and I when working with gimbals.


The Only 3 Sound Effects You Need to Tell Any Story

Well in all honesty I am not really sure that these are the “only” three sound effects you need but I think the number is not the actual point here!

Just as is the case with special effects, transitions and everything else that comes with a modern video editing program, sound effects also get delivered in spades.

And also like those other things the temptation is, “Hey! I’ve got ’em, might as well use ’em!”

Well just because you can does not necessarily mean you should and there are many roads leading to what we in the industry like to call “a hot mess!”

So it’s probably best to look at this video as an introduction to the basic sound effects to use effectively and everything beyond that a something to be added with caution.


Create a scene in PowerDirector Where a Vehicle Drives into Fog

You may not actually ever need to recreate a scene of a vehicle drives into fog!

However that’s not the point!

In this tutorial you can see an example of using keyframing in combination with color grading to create an evolving scene.

In addition to that you can learn how to add and modify particles to further enhance a scene and make it work the way you want.

All of this is done in PowerDirector but none of the effects and tools to my knowledge are exclusive to that program.


What’s New in 15.3 Part 1: HSL Eyedropper Tool & Flicker Removal

Version 15.3 of Filmora has just been released into the wild.

I haven’t had a chance yet to check out all the new stuff but in the meantime here’s a video covering the two new features they are highlighting.

First is the HSL Selection tool which allows you to select a color in your video then manipulate only that color while leaving everything else untouched.

The second one is the Flicker Removal tool which is quite a handy little addition.

Sometimes you may find that there is a noticeable flicker occurring in your footage which is usually the result of either two things.

First the lighting in the scene (usually indoors) is coming from fluorescent lights that are refreshing at a rate not seen by the naked eye but appearing in the footage.

The second can be that the shutter speed or frame rate your device is set to is conflicting with the refresh rate of whatever lighting is present so again, you get flicker.

Either way this new tool allows you to remove that flicker manually to restore the footage.


How to Zoom In Your Video

When you are operating as a single camera person or just shooting yourself there is a problem that will eventually trip you up.

It is the fact that as your video progresses there is pretty much no change of camera angle as well as no change of camera distance.

This makes for a quite visually boring video from an audience perspective.

One trick to get around this is to use zoom-in’s and zoom-outs’ to break up the monotony.

Like most things in editing, this can work very well or it can end up looking totally naff!

Here are a few tips.


How to Clear Cache files in CapCut – 3 Minute Tip for Beginners

Just recently my wife decided she wanted to take over editing her short form videos for herself in an effort to stop bugging me to hurry up and get them done!

To do that she decided that she wanted to use CapCut as her editing software because she was already somewhat familiar with the program and its features.

Everything was ticking along very well for her for a while but then she noticed that her computer started to run very slowly.

After I did a little digging I discovered that CapCut was creating quite a few cache files and these had begun building up over time hence the slowdown.

So a quick cleanup got things running smoothly again but just in case we aren’t the only ones that have hit this problem, here’s a video from Jacky on how to clear those files.

Apart from that I generally find CapCut to be a good little editor especially for newbies or those wanting to keep things simple.


How to Make YouTube Videos on Your Phone in 2026 (Start to Finish)

If you have ever had an interest in starting to make videos for YouTube or some other platform then this is a great tutorial to get you going.

One of the main stopping points for people wanting to get into this is that they don’t know what they don’t know!

The reality is that no matter what you think you should be doing there always seems to be some other thing that you were supposed to do before that and it is a pattern that repeats.

So, here’s a run through from start to finish on how to go about it the right way.


What is Camera Language?

This is the first part in a series I came across this week specifically on the subject of shooting video.

Before you check it out I wanted to explain a little of my reasoning for including it in the Friday Roundup.

If you have checked out any of the rest of my website you would know that it is clearly aimed at the amateur or newbie so a video series like this one below would seem out of place.

My reasoning on things like this is pretty simple.

I regularly check out what people are teaching at a professional level even though I certainly don’t operate at that level!

Trust me, I am not delusional!

So while I may not implement everything that I learn in videos like this, I certainly gain a greater understanding of what I am doing.

In fact when I screw things up, it is the knowledge gained from videos like this that I can quickly work out how I screwed up and how to fix it!




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Sample District Policy on the Responsible Use of Artificial Intelligence


Artificial Intelligence is increasingly present in education. Like the calculators and search engines that came before it, AI represents a technological advancement that can support teaching and learning when used responsibly. Rather than ignoring or banning these tools, forward-thinking districts are establishing clear expectations that promote ethical and educationally sound use.

This sample policy provides a comprehensive framework to ensure AI enhances learning while protecting student privacy and preserving the professional judgment of educators.

In this sample policy, you will learn how to:

  • Promote Academic Integrity: Establish clear rules for when AI use is appropriate and when it constitutes plagiarism.
  • Protect Student Privacy: Ensure compliance with federal and state regulations by preventing the input of sensitive data into public AI systems.
  • Set Disclosure Standards: Learn how students should disclose AI use, including tool names and a description of their interaction history.
  • Empower Educators: Confirm that teachers remain the final authority over grading, feedback, and instructional decisions.
  • Ensure Equitable Access: Structure instructional expectations so no student is disadvantaged based on their access to private AI tools.

The Next Frontier In Tech


The concept of Artificial General Intelligence (AGI) represents an entirely different beast. It is the dream of a machine that can learn, understand, and apply knowledge across any domain, exactly like a human mind. And while it remains a theoretical milestone, the race to build it is already reshaping the business world.

What Actually is Artificial General Intelligence (AGI)?

To put it simply, Artificial General Intelligence refers to a system capable of performing any intellectual task that a human being can.

Unlike the AI tools we use today which are trained on massive datasets to perform narrow functions AGI aims to mimic broad, human-level cognition. It doesn’t just recognize patterns. It reasons.

A true AGI system would possess a few defining traits:

  • Rapid Adaptability: It could take knowledge learned in one field (like playing chess) and apply those strategic concepts to a completely unrelated problem (like supply chain logistics).
  • True Generalization: It would understand context, nuance, and ambiguity across a wide spectrum of tasks.
  • Autonomous Learning: It wouldn’t need a human to feed it meticulously labeled data. It would learn from raw, unstructured environments on its own.

The Era of Narrow AI

We are currently living through a massive AI boom, but it is strictly centered around narrow AI. The tools making headlines are brilliant, but they are specialists.

  • Machine Learning and Deep Learning: These power the bulk of current enterprise AI. They are exceptional at specific tasks, like analyzing medical imagery using convolutional neural networks or parsing vast amounts of data to flag financial fraud.
  • Generative AI: Large language models and diffusion models have proven the creative power of AI. They can generate code, draft emails, and create stunning images. But beneath the surface, they are predicting patterns, not actually ‘thinking.’
  • Reinforcement Learning: Systems like AlphaGo mastered complex decision-making to beat human champions. Yet, an AI trained to play Go cannot suddenly decide to write a marketing strategy.

These technologies are highly lucrative and undeniably impressive. They just lack the flexible, general understanding required for AGI.

The Massive Hurdles Blocking the Path

Building a machine that thinks like a human is arguably the hardest engineering problem in human history. The roadblocks are significant.

The Compute Bottleneck

Current AI models demand staggering amounts of computational power. Training the next generation of large language models requires massive data centers and enormous energy consumption. Scaling this brute-force approach linearly will likely not result in AGI. We need fundamentally more efficient hardware architectures.

The Mysteries of Human Cognition

You cannot replicate what you do not understand. Cognitive scientists and neurobiologists still debate how human consciousness, intuition, and reasoning actually work. Until we crack the code on human thought, programming a digital equivalent remains a shot in the dark.

The Alignment Problem

This is the issue keeping researchers awake at night. If we successfully build a superintelligent system, how do we ensure its goals align with human survival and ethics? An unaligned AGI could optimize for a specific goal at the expense of human safety. Robust ethical frameworks and security protocols aren’t just nice to have they are prerequisites for deployment.

How AGI Could Reshape the Market

While AGI is still hypothetical, its potential applications are absolute game-changers for every major industry.

  • Healthcare: We could move beyond predictive diagnostics into truly personalized medicine. An AGI could instantly synthesize a patient’s genetic makeup, lifestyle data, and entire medical history to custom-engineer real-time treatment plans.
  • Finance: Autonomous systems could predict market shifts with unparalleled accuracy, dynamically adjusting global portfolios based on geopolitical news, weather patterns, and consumer sentiment in real time.
  • Creative Industries: Rather than just remixing existing styles, an AGI could conceptualize entirely new paradigms in architecture, product design, and digital art based on deeply contextual human needs.

How We Might Actually Get There

The blueprint for AGI is still being drafted, but a few promising pathways are emerging.

Self-supervised learning is a major focus right now. By forcing systems to learn from raw, unlabeled data much like a toddler learns by interacting with the physical world researchers hope to build models that develop autonomous common sense.

Additionally, we are looking beyond current transformer models. Next-generation architectures, like Neural Turing Machines, attempt to mimic the way human short-term memory interacts with processing power, inching us closer to complex, multi-step reasoning.

You shouldn’t wait for AGI to arrive before building an AI strategy. The steps you take today will determine your competitive advantage tomorrow.

  1. Invest heavily in data infrastructure. The AI of the future will run on the proprietary data you organize today. Clean up your data pipelines now.
  2. Deploy narrow AI aggressively. Leverage current machine learning and generative tools to strip out operational inefficiencies. Build a culture that expects and embraces AI augmentation.
  3. Stay educated on the frontier. Pay attention to AI research. The leap from narrow AI to early-stage AGI will happen faster than the market expects. Organizations that track the trajectory will be positioned to integrate it first.

The road to Artificial General Intelligence is steep, complex, and full of ethical landmines. But the foundational work is happening right now. Understanding the difference between today’s specialized tools and tomorrow’s general intellect is the first step in future-proofing your business.