#Automation Engineer

[tutorac12]

🚀Master in-demand QA automation skills in six months and secure your next role with hands-on automation projects and real-world testing experience! 🔑

What You'll Learn: Automation Testing Tools: Master Selenium, Appium, and more Programming Languages: Learn Python, Java, and C# for automation scripting CI/CD Pipelines: Integrate automation testing into continuous deployment processes Test Frameworks: Understand frameworks like TestNG, JUnit, and PyTest API Testing: Use Postman and REST Assured for end-to-end testing Real-World Projects: Build a portfolio showcasing your automation testing expertise

🎯 Why Choose Us?

Expert Mentorship from industry professionals Hands-on, practical learning Job Placement Assistance Flexible online learning with live sessions This bootcamp is your fast track to becoming a QA Automation Engineer with job-ready skills and real-world project experience! Enroll Now and start your career in QA Automation today!

🔗 Link to Register : https://tutorac.com/

#QAAutomation #QABootcamp #AutomationEngineer #LearnAutomationTesting #Selenium #Appium #TestAutomation #APITesting #CICD #QAEngineer #SoftwareTesting #TechCareer #AutomationFrameworks #QAJobs #JobReadySkills #CareerInTech

[devlabsalliance]

In software improvement and testing, the roles of Software Development Engineers in Test (SDETs) and Automation Engineers are frequently mentioned. Although they share some similarities, these roles have distinct and complementary functions. Understanding their differences is crucial for businesses aiming to build powerful testing teams and for professionals navigating their careers in this field.

[takeoffproject]

Innovations in Industrial Automation Projects | Takeoff Projects

Takeoff Projects specializes in innovative Industrial Automation project solutions, providing cutting-edge projects that enhance operational efficiency and productivity. Our expertise spans various industries, delivering customized automation systems tailored to meet unique needs. With a commitment to excellence and technological advancement, Takeoff Projects is your trusted partner in driving industrial transformation and achieving seamless, automated processes.

Air Pollution Monitoring Using Raspberry Pi

The paper will suggest a monitoring approach for air quality parameters based on Raspberry Pi. The system is implemented by using the Python language. The key values can be seen from the Internet of Things platform. The low-cost gas sensor is the source of air pollutant parameters. The parameters include fumes of smoke, carbon monoxide, and nitrogen-di-oxide, temperature, and humidity. Besides, when exceeding the limits of emission levels the alarm blinks. This can be considered as a warning bell for the authorities concerning the air pollution status. The graph is drawn using the values as the participants have been closely monitored.

Smart Ration Card System Using RFID and Embedded System

This session paper is about having smart ration cards based on RFID approach that can help declination forgery as the possibility of selling the material to someone else is there and he takes the profit and puts some false amount in their data. This ProjectArduino microcontroller, an RFID reader, an LCD, and a GSM module. The RFID tag is the member of the family information has been programmed and the consumer is required to show the tag to the RFID reader for scanning the tag. The part of the microcontroller for the reader will govern user authentication. If a user is rightly found, then the ration quantity that needs to be accepted by the purchaser to fulfill the whole number of family members might be shown on the display device. This smart card is 90% safe against theft because the statistics are continuously submitted to the authorities with the GSM (Global System for Mobile) technique which is commonly installed on phones.

Conclusion

Takeoff Projects excels in delivering Industrial Automation Project solutions that drive efficiency and innovation. Projects like Air Pollution Monitoring using Raspberry Pi and Smart Ration Card System using RFID demonstrate our commitment to addressing real-world challenges with advanced technology. Trust Takeoff Projects to lead the way in transforming industrial processes and enhancing productivity through cutting-edge automation systems.

[thepastisalreadywritten]

"The Writing Boy"

In 1774 AD, during the reign of Louis XVI (1754-1793), Swiss watchmaker Pierre Jacques Dro (1721-1790) unveiled a remarkable engineering feat that would go down in history as the world's first android or programmed automaton.

Known as "The Writing Boy," this creation appeared at first glance to be a simple wooden doll with a porcelain head, barefoot, and holding a goose feather.

But hidden within this seemingly ordinary toy was a technological marvel, a writing mechanism powered by 6,000 intricate moving parts, making it the first automatic calligrapher.

"The Writing Boy" was a groundbreaking achievement, as it was capable of writing complex sentences, such as "My inventor is Jacques Dro."

The automaton was a product of 20 months of meticulous work by Pierre Jacques Dro, and its debut in Paris stunned the court of King Louis XVI.

The android's ability to perform such an intricate task showcased the high level of craftsmanship and innovation of the time.

This astonishing creation marked a significant milestone in the history of robotics and engineering.

Not only was it the world’s first programmed android, but it also demonstrated the potential of machines to replicate human actions.

"The Writing Boy" paved the way for future advancements in automation, solidifying Pierre Jacques Dro’s legacy as a pioneer in the field of robotics.

[adafruit]

OPT4048 - a "tri-stimulus" light sensor 🔴🟢🔵

We were chatting in the forums with someone when the OPT4048 (https://www.digikey.com/en/products/detail/texas-instruments/OPT4048DTSR/21298553) came up. It's an interesting light sensor that does color sensing but with diodes matched to the CIE XYZ color space. This would make them particularly good for color-light tuning. We made a cute breakout for this board. Fun fact: it's 3.3V power but 5V logic friendly.

[bonebrokebuddy]

@kodedgeekthings eyo you mentioned wanting a dpxdc prompt for Howard, Batman’s mechanic!

Harold misses fixing toys for kids and in his off hours has taken up the habit of answering questions on forums about machining, electrical, engineering, mechanics, and mechanical design that are often frequented by students.

One day, he comes across a request by a college student who is trying to assemble his own car out of scrap he bought from a local wrecking yard.

Ghostly_Boy states that he has previous experience in machining and can make replacements for broken or too-damaged parts if need be, but he doesn’t know where to start and what specific requirements he needs to reach to ensure it’s street legal.

Harold willing to help, he answers a few of Ghostly Boy’s clarifying questions:

- Great questions!

It’s good to note that if you’re not careful, fixing or making your own car from parts can be a moneysink and can cost you more than a brand new vehicle. - That being said, your first major step to ensuring you can drive the car is to get the title of the body/frame of the car you plan to build. It’ll have the VIN on a plate welded to the frame usually near the lower edge of the windshield wipers on the drivers side. It’s how the DMV identifies vehicles for licensing.

- Generally, you’ll at first get a “wreck out” title that shows the vehicle is listed as a total loss, but if you can assemble the parts for the car with that frame, the DMV can check if it’s properly running and road worthy & license for you to use it on public roads if you’ve done the proper paperwork.

- Once that is done, it’s largely a case of getting the right parts and assembling them. Depending on how much you have to repair, you could be taking on a task that could give a challenge to even a seasoned mechanic. There may be additional paperwork depending on what exactly you need to repair, like the breaks, lights, steering, etc.

- If you want to build the car entirely from scratch, chassis and all, that’s an entirely different story with a much more complicated list of requirements to make it street legal, so getting a frame from a junkyard is a great first step!

- Make sure to keep all bills of sale, junkyard receipts, invoices and manufacturers’ certificates on any major parts you used in building the vehicle to prove its road worthy to the DMV when it’s complete!

Harold doesn’t always answer first but over time he’s found the adventures of this kid amusing and keeps up with it.

Ghostly_Boy keeps the forum updated with his progress:

The kid spontaneously deciding to scrap the wiring system and make his own in a span of 3 days, leaving experienced mechanics on the forum practically screaming at the kid for his updates showing him using random wires he salvaged and pigtailing them together to get the length of wire he needed.

Mixing not only multiple types of wires but ones that didn’t have the protection needed for auto use. DIY-ing his own relay and fuses he didn’t have and connecting the wrong grounds and switches. And planning on leaving the wires unwrapped and loose.

Leaving Ghost to promptly redo the wiring, correctly this time, within 78 hours.

Making a repair of a massive rusted hole on the passenger side by the bumper and the front tire via cutting 1/2in past the rust, grinding it pretty and clean, tac & seam welding the vintage aluminum housing material of a toaster to cover the hole to the response of Harold and many others in the forum just going “… I guess that would work?”

Harold and many others telling the kid that this “ectoplasm” material wasn’t cleared through the EPA’s Clear Air Act and could be illegal to drive with it as it’s fuel source unless he got the emissions tested & the center of gravity of the car adjusted to have the center of gravity a gas car has, it wouldn’t pass Federal Motor Vehicle Safety Standards. Nor would the previously untested on material make it easy or quick to get an Emissions testing certificate. Best to just stick with gas.

Removing what he thought was a “skid plate” that turned out to be another rusted out section on the frame on the bottom of his car and repairing it with steel he salvaged from an old medical table he had laying around. (To the multiple slightly confused commenters asking how Ghost had a spare medical table, he replied, “eh, my folks visit every so often and they’ve been giving me things they’re clearing out of the house so they can move closer to my older sister. I just so happened to get the ye olde medical table. They’re an odd couple of folks but that’s why I love them.”)

People just crying at the kid to go to rockauto.com and just buy the damn parts he needs for his car. (A good resource btw)

The kid kept cutting corners to save cash but through the badgering of Harold and many others that he actually would have to spend money to make this car be safe to drive in, he finally got it completed.

Ghost’s post of him leaving DMV waving the updated title to the car in its envelope in the air, titled, “THE DMV FINALLY SAID IT WASN’T A FIRE HAZARD! ONLY TOOK 2 YEARS! THANKS EVERYONE!” Got the most amount of responses he’d ever had with congratulations from lurkers and previous commenters.

Over the course of those two years, Danny learned how to draw his own wiring diagrams, properly solder and weld, and learning to actually plan out his projects so he got it right at least the fifth time instead of the 20th. Not bad for a kid that went straight from graduating high school with a 1.5GPA to construction jobs.

But after finally getting the car approved, Ghostly_Boy returns to the forum with a new problem. Lamenting that his parents keep coming over and ��modifying” his car to no longer make it street legal.

At this point, about half of the answers to the submission think it’s either a joke project taken very, very seriously with a good chunk of money behind it, or a kid with parents that have narrowly avoided falling completely down the mad scientist rogue rabbit hole.

After all, what sort of parent would think that the DMV would approve to “anti-ghost missiles” being attached to the outer body of the car? Either way, the submissions always had video attached showing a demonstration, proving that Ghost wasn’t just completely yanking their chain. And a good amount of money would have to be sunken in to not only pay for the fines Ghostly continued to get from the additions to his car, but to actually manufacture and make a unique working product for each plea for help request.

Harold is not only taking notes on some of these defense measures but also decides to bring up the boy to Alfred. Intrigued, they together keep an eye on Ghostly_Boy. Bruce may be their employer, but they can handle a case or two on their own.

- I wanted Danny to try to make smth for himself now that he doesn’t have access to his parent’s lab anymore but he also doesn’t have access to ectoplasm so he’s fairly unfamiliar how to wire things Not for ectoplasmic standards.

Also I wanted to make a prompt where Danny had a good relationship with his parents & went into a fairly realistic job after high school with his fairly bad GPA so he’s saving up for a technical school via construction jobs as he doesn’t like the idea of working fast food for understandable reasons.

[lazeecomet]

The Story of KLogs: What happens when an Mechanical Engineer codes

Since i no longer work at Wearhouse Automation Startup (WAS for short) and havnt for many years i feel as though i should recount the tale of the most bonkers program i ever wrote, but we need to establish some background

WAS has its HQ very far away from the big customer site and i worked as a Field Service Engineer (FSE) on site. so i learned early on that if a problem needed to be solved fast, WE had to do it. we never got many updates on what was coming down the pipeline for us or what issues were being worked on. this made us very independent

As such, we got good at reading the robot logs ourselves. it took too much time to send the logs off to HQ for analysis and get back what the problem was. we can read. now GETTING the logs is another thing.

the early robots we cut our teeth on used 2.4 gHz wifi to communicate with FSE's so dumping the logs was as simple as pushing a button in a little application and it would spit out a txt file

later on our robots were upgraded to use a 2.4 mHz xbee radio to communicate with us. which was FUCKING SLOW. and log dumping became a much more tedious process. you had to connect, go to logging mode, and then the robot would vomit all the logs in the past 2 min OR the entirety of its memory bank (only 2 options) into a terminal window. you would then save the terminal window and open it in a text editor to read them. it could take up to 5 min to dump the entire log file and if you didnt dump fast enough, the ACK messages from the control server would fill up the logs and erase the error as the memory overwrote itself.

this missing logs problem was a Big Deal for software who now weren't getting every log from every error so a NEW method of saving logs was devised: the robot would just vomit the log data in real time over a DIFFERENT radio and we would save it to a KQL server. Thanks Daddy Microsoft.

now whats KQL you may be asking. why, its Microsofts very own SQL clone! its Kusto Query Language. never mind that the system uses a SQL database for daily operations. lets use this proprietary Microsoft thing because they are paying us

so yay, problem solved. we now never miss the logs. so how do we read them if they are split up line by line in a database? why with a query of course!

select * from tbLogs where RobotUID = [64CharLongString] and timestamp > [UnixTimeCode]

if this makes no sense to you, CONGRATULATIONS! you found the problem with this setup. Most FSE's were BAD at SQL which meant they didnt read logs anymore. If you do understand what the query is, CONGRATULATIONS! you see why this is Very Stupid.

You could not search by robot name. each robot had some arbitrarily assigned 64 character long string as an identifier and the timestamps were not set to local time. so you had run a lookup query to find the right name and do some time zone math to figure out what part of the logs to read. oh yeah and you had to download KQL to view them. so now we had both SQL and KQL on our computers

NOBODY in the field like this.

But Daddy Microsoft comes to the rescue

see we didnt JUST get KQL with part of that deal. we got the entire Microsoft cloud suite. and some people (like me) had been automating emails and stuff with Power Automate

This is Microsoft Power Automate. its Microsoft's version of Scratch but it has hooks into everything Microsoft. SharePoint, Teams, Outlook, Excel, it can integrate with all of it. i had been using it to send an email once a day with a list of all the robots in maintenance.

this gave me an idea

and i checked

and Power Automate had hooks for KQL

KLogs is actually short for Kusto Logs

I did not know how to program in Power Automate but damn it anything is better then writing KQL queries. so i got to work. and about 2 months later i had a BEHEMOTH of a Power Automate program. it lagged the webpage and many times when i tried to edit something my changes wouldn't take and i would have to click in very specific ways to ensure none of my variables were getting nuked. i dont think this was the intended purpose of Power Automate but this is what it did

the KLogger would watch a list of Teams chats and when someone typed "klogs" or pasted a copy of an ERROR mesage, it would spring into action.

it extracted the robot name from the message and timestamp from teams

it would lookup the name in the database to find the 64 long string UID and the location that robot was assigned too

it would reply to the message in teams saying it found a robot name and was getting logs

it would run a KQL query for the database and get the control system logs then export then into a CSV

it would save the CSV with the a .xls extension into a folder in ShairPoint (it would make a new folder for each day and location if it didnt have one already)

it would send ANOTHER message in teams with a LINK to the file in SharePoint

it would then enter a loop and scour the robot logs looking for the keyword ESTOP to find the error. (it did this because Kusto was SLOWER then the xbee radio and had up to a 10 min delay on syncing)

if it found the error, it would adjust its start and end timestamps to capture it and export the robot logs book-ended from the event by ~ 1 min. if it didnt, it would use the timestamp from when it was triggered +/- 5 min

it saved THOSE logs to SharePoint the same way as before

it would send ANOTHER message in teams with a link to the files

it would then check if the error was 1 of 3 very specific type of error with the camera. if it was it extracted the base64 jpg image saved in KQL as a byte array, do the math to convert it, and save that as a jpg in SharePoint (and link it of course)

and then it would terminate. and if it encountered an error anywhere in all of this, i had logic where it would spit back an error message in Teams as plaintext explaining what step failed and the program would close gracefully

I deployed it without asking anyone at one of the sites that was struggling. i just pointed it at their chat and turned it on. it had a bit of a rocky start (spammed chat) but man did the FSE's LOVE IT.

about 6 months later software deployed their answer to reading the logs: a webpage that acted as a nice GUI to the KQL database. much better then an CSV file

it still needed you to scroll though a big drop-down of robot names and enter a timestamp, but i noticed something. all that did was just change part of the URL and refresh the webpage

SO I MADE KLOGS 2 AND HAD IT GENERATE THE URL FOR YOU AND REPLY TO YOUR MESSAGE WITH IT. (it also still did the control server and jpg stuff). Theres a non-zero chance that klogs was still in use long after i left that job

now i dont recommend anyone use power automate like this. its clunky and weird. i had to make a variable called "Carrage Return" which was a blank text box that i pressed enter one time in because it was incapable of understanding /n or generating a new line in any capacity OTHER then this (thanks support forum).

im also sure this probably is giving the actual programmer people anxiety. imagine working at a company and then some rando you've never seen but only heard about as "the FSE whos really good at root causing stuff", in a department that does not do any coding, managed to, in their spare time, build and release and entire workflow piggybacking on your work without any oversight, code review, or permission.....and everyone liked it

[allgremlinyaps]

stop arguing the existence of forklifts in the atla comics under my post you guys. there was an honest to god truck in Day Of Black Sun

[generativetenebrousautomata]

[stealthnoodle]

I see there's a new post on AO3 on AI and data scraping, the contents of which I would describe as a real mixed bag, and the sheer number of comments on it is activating my self-preservation instincts too much for me to subject myself to reading through them. Instead I'm thinking about how much daylight there is between does or doesn't constitute a TOS violation and what does or doesn't violate community norms, and how AO3 finally rolled out that blocking and muting feature recently, and how I think it would be good, actually, if most people's immediate reaction to seeing a work that announces itself as being the product of generative AI was to mute the user who posted it.

That's my reaction, anyway!

[mohaiminul978]

Breakthrough SAAS Delivers High-Quality Buyer Traffic From YouTube for Just Pennies

Unlock Unlimited Leads with Targeted Buyer Traffic from YouTube Ads – A Level of Targeting You Won’t Find on Facebook!

What is TubeTarget? Video marketing was one of the biggest trends in 2019! YouTube continues to grow in viewership and engagement, even as interest in other social platforms declines. Marketers are keen to discover the next big thing beyond Facebook, and YouTube ads are proving to be just that.

This powerful SAAS provides Facebook-level targeting for your video advertisements. You can explore specific niches and precisely pinpoint the videos and channels your target audience is watching.

The Result: You reach the most targeted audience possible, ensuring they see your ad while actively seeking the product or service you offer.

Users can easily export the targeting options into a Google Ads-compatible CSV file, allowing them to have their ads running in just minutes.

The included training provides your customers with a clear roadmap to achieve the best returns from their ad campaigns.

SAAS + Training: The Perfect Combination for Your Eager Customers

Discover the exact videos your niche audience is watching.

Identify the specific channels that your target market follows.

Create your personalized targeting catalog and export it in a Google Ads-compatible CSV file.

Benefit from detailed training on how to become a winner with video ads.

A Solution the Market Is Searching For

Facebook advertising costs are soaring due to increased competition for bids, and the active audience is dwindling. Many users have grown weary of the political content and opinionated posts, resulting in a significant drop in time spent on the platform. Facebook has shifted from a space for personal sharing to one dominated by political discourse.

In contrast, YouTube is experiencing impressive growth, with more people watching than ever before, and audiences are spending increased amounts of time on the platform.

YouTube ads are now a legitimate and powerful alternative to Facebook ads. This product simplifies the process for users to start using YouTube ads and profit from them.

Full features without compromise – powerful capabilities included.

Maintained and supported by a professional company.

Offers precise targeting to help you dominate your niche effectively.

The included training makes it accessible for even beginners to get started with YouTube ads.

The Most Powerful YouTube Ads Targeting System Ever Created

Better targeting than Facebook: Connect with your audience when they’re actively searching for your products.

Still underutilized, offering ample opportunities for growth and sales.

Locate thousands of targeted videos in any niche and easily export them for immediate targeting.

Identify hundreds of popular, high-authority channels in your niche for instant targeting.

Enjoy cheaper clicks and a larger audience than any other social media platform.

Comprehensive YouTube ads training makes starting easy, even for those with zero skills.

Continuously develop campaigns centered around specific niches or keywords, and quickly create export files ready for Google Ads.

High-Quality Product + Training Available in One Package [Click to Watch the Demo]

Why Partner with TubeTarget?

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A perfect record of sales and services

A Proven Track Record of Prosperous, Well-Received, and Well-Maintained Products

[insert-game]

i hate gen AI so much i wish crab raves upon it

[citizenzombieproductions]

Chrysler 300 SRT-8

ZADM Muscle Car Show 2022

Luxury and American muscle

[zeemakesthings]

My Introduction

Name: Zee

Pronouns: He/Him

Age: 20

Interests: Gaming, Computers and Electronics, Music, Music Tech - Specifics: Satisfactory, Minecraft, BeamNG, Phantom Forces, Marvel Rivals, Cities Skylines, Subnautica, TLOU, FNAF, LLM, ML, PC Building, HomeAssistant, IoT, Self-Hosting, Automation, Drones, Trains, Photography, House, Jazz, Fusion, Funk, D&B, Sound Engineering, Studio Design, Recording, Mixing, Drumming

Looking forward to meeting new people and sharing my experiences!

[adafruit]

Solenoids go clicky-clacky 🔩🔊🤖

We're testing out an I2C-to-solenoid driver today. It uses an MCP23017 expander. We like this particular chip for this usage because it has push-pull outputs, making it ideal for driving our N-channel FETs and flyback diodes. The A port connects to the 8 drivers, while the B port remains available for other GPIO purposes. For this demo, whenever we 'touch' a pin on port B to ground, the corresponding solenoid triggers provide an easy way to check speed and power usage.

[jcmarchi]

How Does AI Use Impact Critical Thinking?

New Post has been published on https://thedigitalinsider.com/how-does-ai-use-impact-critical-thinking/

How Does AI Use Impact Critical Thinking?

Artificial intelligence (AI) can process hundreds of documents in seconds, identify imperceptible patterns in vast datasets and provide in-depth answers to virtually any question. It has the potential to solve common problems, increase efficiency across multiple industries and even free up time for individuals to spend with their loved ones by delegating repetitive tasks to machines.    

However, critical thinking requires time and practice to develop properly. The more people rely on automated technology, the faster their metacognitive skills may decline. What are the consequences of relying on AI for critical thinking?

Study Finds AI Degrades Users’ Critical Thinking 

The concern that AI will degrade users’ metacognitive skills is no longer hypothetical. Several studies suggest it diminishes people’s capacity to think critically, impacting their ability to question information, make judgments, analyze data or form counterarguments. 

A 2025 Microsoft study surveyed 319 knowledge workers on 936 instances of AI use to determine how they perceive their critical thinking ability when using generative technology. Survey respondents reported decreased effort when using AI technology compared to relying on their own minds. Microsoft reported that in the majority of instances, the respondents felt that they used “much less effort” or “less effort” when using generative AI.  

Knowledge, comprehension, analysis, synthesis and evaluation were all adversely affected by AI use. Although a fraction of respondents reported using some or much more effort, an overwhelming majority reported that tasks became easier and required less work. 

If AI’s purpose is to streamline tasks, is there any harm in letting it do its job? It is a slippery slope. Many algorithms cannot think critically, reason or understand context. They are often prone to hallucinations and bias. Users who are unaware of the risks of relying on AI may contribute to skewed, inaccurate results. 

How AI Adversely Affects Critical Thinking Skills

Overreliance on AI can diminish an individual’s ability to independently solve problems and think critically. Say someone is taking a test when they run into a complex question. Instead of taking the time to consider it, they plug it into a generative model and insert the algorithm’s response into the answer field. 

In this scenario, the test-taker learned nothing. They didn’t improve their research skills or analytical abilities. If they pass the test, they advance to the next chapter. What if they were to do this for everything their teachers assign? They could graduate from high school or even college without refining fundamental cognitive abilities. 

This outcome is bleak. However, students might not feel any immediate adverse effects. If their use of language models is rewarded with better test scores, they may lose their motivation to think critically altogether. Why should they bother justifying their arguments or evaluating others’ claims when it is easier to rely on AI? 

The Impact of AI Use on Critical Thinking Skills 

An advanced algorithm can automatically aggregate and analyze large datasets, streamlining problem-solving and task execution. Since its speed and accuracy often outperform humans, users are usually inclined to believe it is better than them at these tasks. When it presents them with answers and insights, they take that output at face value. Unquestioning acceptance of a generative model’s output leads to difficulty distinguishing between facts and falsehoods. Algorithms are trained to predict the next word in a string of words. No matter how good they get at that task, they aren’t really reasoning. Even if a machine makes a mistake, it won’t be able to fix it without context and memory, both of which it lacks.

The more users accept an algorithm’s answer as fact, the more their evaluation and judgment skew. Algorithmic models often struggle with overfitting. When they fit too closely to the information in their training dataset, their accuracy can plummet when they are presented with new information for analysis. 

Populations Most Affected by Overreliance on AI 

Generally, overreliance on generative technology can negatively impact humans’ ability to think critically. However, low confidence in AI-generated output is related to increased critical thinking ability, so strategic users may be able to use AI without harming these skills. 

In 2023, around 27% of adults told the Pew Research Center they use AI technology multiple times a day. Some of the individuals in this population may retain their critical thinking skills if they have a healthy distrust of machine learning tools. The data must focus on populations with disproportionately high AI use and be more granular to determine the true impact of machine learning on critical thinking. 

Critical thinking often isn’t taught until high school or college. It can be cultivated during early childhood development, but it typically takes years to grasp. For this reason, deploying generative technology in schools is particularly risky — even though it is common. 

Today, most students use generative models. One study revealed that 90% have used ChatGPT to complete homework. This widespread use isn’t limited to high schools. About 75% of college students say they would continue using generative technology even if their professors disallowed it. Middle schoolers, teenagers and young adults are at an age where developing critical thinking is crucial. Missing this window could cause problems. 

The Implications of Decreased Critical Thinking

Already, 60% of educators use AI in the classroom. If this trend continues, it may become a standard part of education. What happens when students begin to trust these tools more than themselves? As their critical thinking capabilities diminish, they may become increasingly susceptible to misinformation and manipulation. The effectiveness of scams, phishing and social engineering attacks could increase.  

An AI-reliant generation may have to compete with automation technology in the workforce. Soft skills like problem-solving, judgment and communication are important for many careers. Lacking these skills or relying on generative tools to get good grades may make finding a job challenging. 

Innovation and adaptation go hand in hand with decision-making. Knowing how to objectively reason without the use of AI is critical when confronted with high-stakes or unexpected situations. Leaning into assumptions and inaccurate data could adversely affect an individual’s personal or professional life.

Critical thinking is part of processing and analyzing complex — and even conflicting — information. A community made up of critical thinkers can counter extreme or biased viewpoints by carefully considering different perspectives and values. 

AI Users Must Carefully Evaluate Algorithms’ Output 

Generative models are tools, so whether their impact is positive or negative depends on their users and developers. So many variables exist. Whether you are an AI developer or user, strategically designing and interacting with generative technologies is an important part of ensuring they pave the way for societal advancements rather than hindering critical cognition.