#Automated Code Grading

[roseband]

...

[drrden]

‘Study’ Leon Kennedy x Gender Neutral! Reader

I headcanon Leon was smart in highschool - in History majorly. So...

There's always bound to be that one student who pays attention to a hundred percent of the lessons taught, not letting their attention falter for even a brief moment. As if missing out on a split second's worth of information could tarnish their grades and ruin their entire future. In the majority of your classes, this is none other than Leon Kennedy himself, a friendly guy who's typically on the quieter side. Predominantly during lessons though, that is, since he refuses to let any of his friends distract him from achieving the best results in the exams that he can possibly get. Perhaps it's the desire to distance himself from his past, the one he's buried deep within himself, limiting to it a certain degree of obscurity. Figuring that, if he's academically successful enough, then he won't get roped up into some shady side of society; someone from his biological family's past might catch up to him one day. No way is Leon letting him continue the legacy of the family he admittedly misses more than anything, despite having lived with his adoptive parents for the majority of his life by now. All of this could be the reasoning, some twisted sense of inferiority to his classmates who had normal childhoods. Or maybe, just maybe, he's smart. Could just be as simple as that, he's just a guy wanting to do well in life - but it just appears to come unnaturally easily.

The class that he's most successful in at the moment is History, having a profound interest for events of the past, and how they've shaped modern society. And it just so happens to be one of the lessons you share with Leon, despite your enthusiasm not being as evident or intense as his. As any student with a desire to pursue other things than being shoved into a cramped yet quiet classroom would, you're not always in tip-top shape to be paying attention to every little detail. That's where a certain well-mannered American of Italian descent comes into the picture, being your study pal. Not that he exactly volunteered for the position for himself, but he didn't exactly have it in him to deny you of the privilege - being far too polite to let you fail any of the tests due to having no clue about some of the course content. Though it was imposed upon him suddenly a few months ago, he still puts effort into your weekly sessions; bringing flashcards for you to keep, with summaries neatly filling up the rectangular cardboard pieces. Which are all color coded by the way. For once, the topic you're studying is at least mildly interesting, since it's from a period spanning between just before World War One to a while after it. Despite this, the weekly meet ups between you and Leon persist.

Which is where the two of you find yourselves once again, nestled away in a quiet corner of the school's library - away from all the jocks throwing crumpled up balls of paper as if they're still in middle school. Leon flinches a little when he hears them in the distance, still having a sense of anxiety that they're going to come over here and disturb the one time he gets to talk to you. "So. Uhm. The Treaty of Versailles." The words not exactly tumbling from his lips, instead he speaks stiffly - like English isn't even his mother tongue, as if he's reading from an automated speech. Offering an encouraging nod, you urge him to continue, accustomed to the pattern of his timidness easing up the further you get into studying together. "Yeah, that's what we said you were going to go over today." A gentle reminder, and that's all it takes for him to straighten up, clearing his throat and glancing round; as if searching for the information on the cracked walls of the building. Snapping out of it after a short moment, his attention flicks back to you, nodding. "Ah, right. So...Germany were expected to face repercussions for starting the war in the first place." For a while, he rambles on about the reparations bill and how their army was limited to 100,000 men, all the basics as he gives you a rundown.

Reaching into his bag, he pulls out designated flashcards, decorated with little doodles and smiley faces, complimenting his endearingly messy handwriting. Leon passes them over to yours and you accept, fingers brushing against his momentarily - and you can almost swear you notice his unblemished cheeks redden partially. "You, uhm, seem to know a lot more about this than you do with other topics we've covered together." Though the sentence is more of a declarative, there's a tinge of a compliment within there, however he's much too unsure of himself to outwardly praise you. Not thinking much of it, you sheug, brushing the notion off with nonchalance. "Anything's better than learning about those art guys, Leonardo DiCaprio or whatev-" "Da Vinci." He corrects, eyes widening as he seems more caught off guard at his interruption than you are, having not meant to come across as rude. You him in response, not finding it not really offensive or anything, but Leon gets the wrong end of the stick. "Yeah-" "I'msorryIdidn'tmeantointerrupt." Being totally honest, you didn't really catch a word of that, but you've gotten the general gist that Leon's apologetic over one small interruption, but it's sweet in a way. Essentially panting over the exertion from speaking so quickly and letting his thoughts tumble out in an effort to soothe your nonexistent frustration.

It's like that awkward stage as a relationship is brewing, two people desperate to avoid any awkward silence when they're with the person who it's most enjoyable to talk to. But these introverted qualities only apply to Leon, and you offer him a blank stare - not deterred by his anticts in the slightest. Just continuing on as if nothing had happened. "Leon, it's fine." Though you brush it off, you can't help but notice there's a certain nagging feeling in you, sensing that his jitteriness is more prevalent than usual. "...Are you okay?" Following a quick glance around, you lean in and lower your voice; wearying over if someone else is around to hear. The answer is given, plain and simple, biting on the tip of his thumb and sharing his head frantically. "It's fine. Just the Literature test is coming up and I'm not exactly confident." Literature. You're actually decent at that, maybe he knows this already. Well, thinking of it now, there's not exactly been anything you've done to repay him. "I guess we could make our little rendezvous two times a week." A playful tease from you, but the suggestion is genuine. "And I do owe you a dinner, I guess." Looks like you'll be seeing a lot more of each other.

[felixcloud6288]

The professor I'm TAing for asked if I could try putting together something that could automate compiling and running student programming assignments to speed up the grading process a bit.

Since the students have to code everything in C, I decided to code the auto-grader in C as well and I hope at least one of the graders looks at the prototype I made and gets surprised at some of the stuff you can do.

[carionto]

Hyperbrake Racing

Everything in Human ships has a manual override. They love automating all processes and reduce any workload to nothing, but also have this compulsive need to be able to take direct control if so desired.

They also have emergency off switches for everything. Yes, including life support. Don't ask, you'll just get a variant of:

"But What If!?"

Obviously, this applies to things you should never under any circumstances shut down preemptively, such as a Hyperspace Jump.

The earliest space-faring civilizations quickly discovered that if a Hyperdrive has a power interruption even for a nano-second your atoms will get dispersed across a few light months. This is why all Hyperdrives have an internal chargeable uninterruptible power supply unit.

Humanity, however, did not allow "Not having any reason whatsoever" to stop them from figuring out a way. Utilizing their ridiculous quantum computer speed and the ability of their fusion reactors to charge a Hyperdrive mid-jump, and with an injection of a disgusting few million lines of hack code that manipulate all related pieces of hardware in just the most nauseating sequences, they created the Hyperbrake.

Also, not a metaphor - braking literally causes Humans to feel nauseous, sometimes throw up, rarely even pass out. Not a single volunteer crew member aboard joint vessels from any of the other Coalition species has dared to "test" what happens to them.

As with nearly all things Humans come across or invent, they will find a use for it should one not occur normally.

_____________________

Near Neptune

Daniel, Samantha, and Nicholas Schreier were three siblings ages 17, 19, and 20, respectively. Today they had "borrowed" their dad's General FordStar mark 980-MZ HaulerHound, a civilian grade transport typically used by small business owners. Dad, however, was an enthusiast, and had modified the "Hound Dog", as he calls it, with a military grade reactor and computer core. He's always been that guy who knows a guy who knows a guy who knows a guy who can get the thing legally enough.

There is a nearby research station that the kids often visit due to their mom working there, but today she was not. Instead, what they are doing, is racing against each other to set the best record. Well, technically the opposite of racing - coming to a halt.

Using the Hyperbrake, they are competing to see who can stop the closest to the stations outer point-defense range without entering it or you automatically lose. After Samantha's turn, they were suddenly contacted by the station. It was Yakovskii, one of mom's colleagues and a frequent guest at dad's barbecues, so they were on sorta good terms. Not by the tone voice coming through the comms rights now though:

"What in the Hell are you thinking!? At first I thought you were just messing around and accidentally did that, but TWICE now!?! I checked the trajectory, if you had stopped a half-second later, you would've ended up mere meters from Neptune's upper atmosphere! Did you account for the possible sudden gravitational pull? Can you maneuver that lumbering ship fast enough to not get pulled down? Not to mention Hyperbraking severely impairs your cognitive abilities for a moment? A moment that you need to be clearheaded for or risk DEATH!?!"

The three siblings could only hang their heads in shame and mutter out some weak apologies. After a moment of silence and reflection, Yakovskii speaks in a warmer tone:

*sigh* "Look, I understand it's a fancy new toy and you want to see what you can do. I get it, I really do. Me and my brother used to play vertical hockey the first time we got our hands on a surplus gravity field generator. But we first figured out how to make sure we didn't break our bones in case it failed. Seriously, never forget to consider your own safety first before you try out new things in a peaceful environment. You're not being chased by pirates or trying to avoid the law or whatever.

Take your time, pick a starting position that's further away and keeps Neptune and any of its moons to the side of the station, then aim for an area of space that only has the outer range of the defenses and empty space ahead from your point of view. And please set the regular Hyperjump destination within Sol, don't just pick a random place. The Hyperbrake sometimes loops in on itself and never executes the brake and can only be reset once out of Hyperspace. You don't want to get stuck in a pointless jump for hours do you?"

After this admonishment, the siblings apologized more energetically and took his advice to heart. They spent the next hour competing until all three were down to single meter differences and kinda got bored, so they docked at the station and hung out with the off-duty staff, played some poker, but then dad barged in and dragged them all home. They were not invited to the barbecue gatherings for two weeks, but only because mom told him to. Personally he was excited about all the data his kids had unknowingly given him with all their jumping and braking, a real stress test for his beautiful Hound Dog.

[waldronconstruction]

How Do I Make a Renovation Plan?

Thinking about a home renovation? Whether you're sprucing up your living space, prepping a rental property, or making a house feel like home, one thing’s certain—planning is everything. A well-thought-out renovation can add serious value to your property, improve functionality, and make your home more enjoyable. But where do you start?

If you’re in Lake County, IL, working with a reputable remodeling company like Waldron Construction can make the process smoother. But before you pick up the phone, let’s break down a solid renovation plan.

Define Your Goals 

Renovations aren’t just about aesthetics—they’re about solving problems and improving your lifestyle. The clearer you are about what you want, the easier the entire process will be.

Ask yourself:

Are you remodeling for comfort, functionality, or resale value?

Do you want a quick refresh or a full-scale transformation?

Are there specific pain points in your home that drive you crazy?

For example, if your kitchen feels cramped, do you want to knock down a wall or simply add more storage? If you're flipping a house, are you focused on high-ROI upgrades like kitchens and bathrooms, or is curb appeal your top priority?

If accessibility is a concern (think aging-in-place modifications), features like wider doorways, zero-threshold showers, and smart home tech should be on your radar.

Set a Realistic Budget 

You’ve probably heard the saying: Renovations always cost more than expected. It’s true. Unexpected issues—like hidden water damage or outdated wiring—can pop up and inflate your costs. That’s why adding a 10-20% contingency buffer is smart.

When creating your budget, consider:

Labor Costs – Skilled professionals are worth every penny.

Materials – High-end finishes cost more, but sometimes a mid-range alternative gives the same look at a fraction of the price.

Permits & Inspections – Local codes may require permits, and those fees add up.

Temporary Living Arrangements – If you’re doing a full home remodel, will you need to stay elsewhere?

Be honest about what you can afford. Stretching your budget too thin can leave you with unfinished projects or rushed, low-quality work.

Create a Prioritized Wish List

We all want the dream home, but let’s be real—not every renovation is essential. To avoid blowing your budget, split your list into must-haves and nice-to-haves.

Must-Haves (Essentials):

Structural repairs (foundation, roof, electrical, plumbing)

Functional improvements (fixing layout issues, adding storage)

Safety upgrades (railings, non-slip flooring, accessibility features)

Nice-to-Haves (Luxuries):

High-end finishes (marble countertops, custom cabinetry)

Smart home upgrades (automated lighting, heated floors)

Outdoor living enhancements (fire pits, built-in grills)

If you have a strict budget, prioritize the essentials first. You can always phase in cosmetic upgrades later.

Find the Right Professionals

DIY can be tempting, especially with all the YouTube tutorials out there. But unless you’re an experienced contractor, major renovations are best left to the pros.

A licensed contractor ensures:

Compliance with local building codes

Proper permits and inspections

Professional-grade craftsmanship

Liability coverage in case something goes wrong

If you’re in Lake County, IL, Waldron Construction has a stellar reputation for home remodeling and renovations. Their team can guide you through the process, ensuring your vision becomes a reality—without the usual headaches.

Get a Timeline 

Renovations rarely go exactly as planned. Weather, supply chain delays, and hidden structural issues can all throw a wrench in your timeline.

A realistic schedule should include:

Planning & Design – 2-4 weeks

Permits & Approvals – 2-6 weeks (depends on local regulations)

Demolition & Prep Work – 1-2 weeks

Construction Phase – Varies based on scope (can be 4-12+ weeks)

Finishing Touches & Inspections – 1-2 weeks

If you need your home ready by a certain date (e.g., before the holidays or a major event), plan for some buffer time.

Choose the Right Materials & Finishes

Material selection can make or break your project. Sure, that high-end quartz countertop looks amazing, but is it worth stretching your budget?

Consider:

Durability: Will it hold up to daily wear and tear?

Maintenance: Does it require special cleaning or upkeep?

Availability: Is there a long wait time for materials to arrive?

Resale Value: Will it boost your home's marketability?

For Budget-Conscious Homeowners:

Luxury vinyl plank (LVP) flooring looks like hardwood but costs less.

Prefabricated cabinets are more affordable than custom-built ones.

Quartz countertops mimic marble but are lower maintenance.

For High-End Renovations:

Custom millwork and cabinetry

Natural stone countertops

Smart home integrations

Plan for the Disruptions

Even small renovations can turn your home into a construction zone. Be prepared for:

Dust & Noise – Cover furniture, seal off rooms, and consider earplugs.

Limited Access to Spaces – If it’s a kitchen remodel, set up a temporary meal prep area.

Scheduling Adjustments – Contractors might need to come early or work late to stay on track.

If you're renovating multiple areas, tackle one space at a time instead of gutting everything at once.

Inspections & Final Walkthrough

Before considering the project finished, do a detailed walkthrough with your contractor. Look for:

Unfinished paint touch-ups

Cabinet doors and drawers that don’t close properly

Flooring or tile imperfections

Any last-minute adjustments needed

Don’t be afraid to ask for fixes—it’s your home, and you should be 100% happy with the results.

Ready to Get Started?

A well-planned renovation doesn’t just add beauty—it improves functionality, comfort, and even home value. Whether updating a single room or doing a full-scale remodel, the key is planning and working with the right team.

If you're in Lake County, IL, let Waldron Construction bring your vision to life. With expert craftsmanship and personalized service, they’ll help you create a beautiful and functional home.

Call Waldron Construction today at (224) 788-9173 to discuss your renovation plans!

[tiredengineer03]

intro / about me

general info:

you can call me whatever you want, or just use the initials of my username lol, "TE03"

20

polyglot (ITA, SPA, ENG OK)

school info:

electronics/electrotechnics and automation (college, i guess?)

4th year (it's 5 years, so one more to go before uni)

long term goal: becoming an electrical engineer in the robotics/automation field and moving away

1st semester grades:

(i know, very mediocre, but thankfully i plan on improving, as the second semester just started)

interests/hobbies:

robotics

coding websites

listening to music (?)

horror media

customizing anything

home automation (smart home-ing where possible)

my favorite song currently:

on this blog, i will...

update and record my studies

update about my grades, even if they're bad, so i can keep myself accountable

discuss school-related topics, such as eventual conferences, debates, presentations and so on

talk about my life when something of relevance happens

discuss technology and robotics, as i believe it doesn't have to be "boring" and/or inaccessible to most people - it can be fun, thrilling, stimulating and entertaining! we're witnessing the birth of a new, extremely prolific field and i believe as many people as possible need to know about it and be kept updated!

i'm looking forward to meet all of you and support each other through our academic life :^)

[greenlightllc]

Binary Circuit - Open AI’s O3 Breakthrough Shows Technology is Accelerating Again

OpenAI model o3 outperforms humans in math and programming with its reasoning. It scored an impressive 88% on the advanced reasoning ARC-AGI benchmark. A big improvement from 5% earlier this year and 32% in September. Codeforces placed O3 175th, meaning it can outperform all humans in coding.

Image Source: ARC Price via X.com

Why Does It Matter? Most notable is the shorter development cycle. O3 launched months after O1, while previous AI models required 18-24 months.

Unlike conventional models that take months of training, o3 enhances inference performance. This means discoveries might happen in weeks, not years. This rapid technology advancement will require organizations to reassess innovation timeframes.

Impact on Businesses Many complex subjects can be developed faster after the o3 breakthrough.

Scientific Research: Accelerate protein folding, particle physics, and cosmic research

Engineering: Quick prototyping and problem-solving

Math: Access to previously inaccessible theoretical domains

Software Development: Enterprise-grade code automation

An Enterprise Competitive Playbook: Implement AI reasoning tools in R&D pipelines quickly. In the coming years, organizations will have to restructure tech teams around AI, and AI-first R&D will become mainstream.

Feel free to visit our website to learn more about Binary Circuit/Green Light LLC and explore our innovative solutions:

🌐 www.greenlightllc.us

[techit-rp]

The Growing Importance of Cybersecurity in IoT Devices

In today's hyperconnected world, the Internet of Things (IoT) is transforming how we live and work. From smart homes to industrial automation, IoT devices are becoming an integral part of our daily lives. However, with this rapid growth comes an equally rapid increase in cyber threats. The need for robust cybersecurity in IoT devices has never been greater.

The IoT Revolution and Risks:

IoT devices are set up to ease lives, but it also involves certain risks with this convenience. There is vulnerability with the likes of smart thermostats, connected security cameras, wearable fitness trackers, or industrial machinery, because these devices all come under hacking opportunities. Through such vulnerabilities, hackers may hack unauthorized, obtain sensitive information, or disable key systems.

For instance, a hacked smart home device might give the attacker access to the homeowner's personal data or even control over their home's systems. Industrial IoT breaches can be a larger threat that might lead to disruptions in manufacturing or energy sectors with severe implications.

The devices of the Internet of Things usually lack serious security measures and therefore become vulnerable to cyber criminals. Many are delivered with the default password, with old firmware or even low-grade encryption; that leaves open a door to be attacked. In general, this vulnerability is made worse because an IoT network will have more than one device in communication with another. One device could become the access point of a gateway into a full network.

The Role of Ethical Hacking in Securing IoT

To this end, cybersecurity experts are increasingly employing ethical hacking as a way to find and remediate vulnerabilities in IoT systems. Ethical hackers, often referred to as "white hat" hackers, utilize their expertise to probe for vulnerabilities in a system before an actual hacker could take advantage of the weakness.

Cyberspace security and ethical hacking courses may be subscribed to, which will train aspiring professionals to secure various IoT devices and networks. These topics include penetration testing, secure coding, as well as network defense strategies suited for IoT environments.

What Can You Do to Stay Safe?

1. Update Regularly: Make sure all IoT devices have the latest firmware updates and patches.

Use Powerful Passwords: Change default passwords with strong unique passwords.

Secure Network: Use a powerful Wi-Fi password and apply network encryption.

Use Minimum Permissions: Give IoT devices the minimum permission required.

Know Cyber Security: Enroll yourself in a cyber security and ethical hacking course that would enhance your knowledge further to protect their devices.

IoT Future Security

As IoT grows, so does the necessity for advanced security. This practice is beginning to have regulations and standards in place from governments and industries for increased security. However, individual awareness and action will remain a critical engine for change.

By prioritizing cybersecurity and investing in ethical hacking knowledge, we can ensure that the IoT revolution brings convenience without compromising safety. Protecting IoT devices isn't just a technical challenge—it's a responsibility we all share. At this juncture, the relationship between IoT and cybersecurity is bound to be of challenges and opportunities. The higher the number of connected devices grows, the bigger the potential is for innovation, and for exploitation. Enroll in a cyber security and ethical hacking course and be ready to stay a step ahead of the threats towards a safer digital future.

Join the IoT revolution; join it with security. All power to the hands of those who can.

[fortunerobotic]

5 Arduino Courses for Beginners

Robotics, automation, and do-it-yourself electronics projects have all been transformed by Arduino, an open-source electronics platform. Entering the world of Arduino may seem intimidating to novices, but the correct course may make learning easier and more fun. 

Arduino Step-by-Step: Getting Started (Udemy)

This extensive Udemy course is designed for complete novices. It provides an overview of Arduino's fundamentals, describing how the platform functions and assisting students with easy tasks like using sensors and manipulating LEDs.

Key Highlights:

thorough explanations for novices.

practical projects with practical uses.

instructions for configuring and debugging your Arduino board.

Introduction to Arduino (Coursera)

The main objective of this course is to introduce Arduino programming with the Arduino IDE. It goes over the fundamentals of circuits, programming, and connecting various parts, such as motors and sensors.

Key Highlights:

instructed by academics from universities.

access to a certificate of completion and graded assignments.

Concepts are explained in length but in a beginner-friendly manner.

Arduino for Absolute Beginners (Skillshare)

For those who want a quick introduction to Arduino, this brief project-based course is perfect. You'll discover how to configure and program your Arduino board to produce interactive projects.

Key Highlights:

teachings in bite-sized chunks for speedy learning.

simple projects for beginners, such as sound sensors and traffic light simulations.

Peer support and community conversations.

Exploring Arduino: Tools and Techniques for Engineering Wizardry (LinkedIn Learning)

This course delves deeply into Arduino programming and hardware integration, drawing inspiration from Jeremy Blum's well-known book. It is intended to provide you with the skills and resources you need to produce complex projects.

Key Highlights:

advice on creating unique circuits.

combining displays, motors, and sensors.

Code optimization and debugging best practices.

Arduino Programming and Hardware Fundamentals with Hackster (EdX)

This course, which is being offered in partnership with Hackster.io, covers the basics of Arduino hardware and programming. You may experiment with real-world applications because it is project-based.

Key Highlights:

Course materials are freely accessible (certification is optional).

extensive robotics and Internet of Things projects.

interaction with teachers and other students in the community.

Arduino is a great place to start if you want to construct a robot, make a smart home gadget, or just pick up a new skill. The aforementioned courses accommodate a variety of learning preferences and speeds, so every novice can discover the ideal fit. Select a course, acquire an Arduino starter kit, and set out on an exciting adventure into programming and electronics!

To know more, click here.

[skillupstudio]

The Role of AI In Future Education.

Introduction

Artificial Intelligence (AI) is no longer a futuristic concept. It's a reality that is reshaping industries across the globe,1 and education is no exception. AI-powered tools are transforming the way we learn, making the process more personalized, efficient, and engaging. In this article, we'll delve into the various ways AI is revolutionizing the future of learning.

1. Personalized Learning Experiences

One of the most significant benefits of AI in education is its ability to personalize learning experiences. Traditional classroom settings often struggle to cater to the diverse needs and learning styles of individual students. AI,2 on the other hand, can analyze students' strengths, weaknesses, and learning preferences to create customized learning paths. Adaptive Learning Platforms: These platforms utilize AI algorithms to adjust the difficulty level of content and the pace of learning based on a student's performance.

2. Intelligent Content Creation and Curation

AI is streamlining the process of content creation and curation. Automated Content Generation: AI can generate educational content, such as quizzes, summaries, and lesson plans, saving educators time and effort.Intelligent Content Curation: AI algorithms can curate relevant content from a vast pool of online resources, ensuring that students have access to the most up-to-date and accurate information.

3. Automated Assessment and Feedback

AI-powered assessment tools can automate the grading process, providing timely feedback to students.

Automated Grading: AI can grade multiple-choice questions, essays, and coding assignments, freeing up educators to focus on more complex tasks.

Personalized Feedback: AI can provide tailored feedback, highlighting areas for improvement and offering specific suggestions.

4. Ethical Considerations in AI-Powered Education

While AI offers numerous benefits, it's essential to address ethical considerations.

Data Privacy: Ensuring the privacy and security of student data is paramount.

Bias and Fairness: AI algorithms must be designed to avoid biases that could perpetuate inequalities.

Human-Centered Approach: AI should be used as a tool to enhance human learning, not replace it.

Conclusion

AI is reshaping the future of learning, offering unprecedented opportunities to personalize education, enhance accessibility, and improve outcomes. By embracing AI responsibly and ethically, we can harness its power to create a brighter future for education.

[thara333]

Deciphering Selenium Pathways: A Comparative Analysis of Python and Java in Test Automation Careers

In the ever-evolving realm of test automation, the choice between Selenium with Python and Selenium with Java presents a journey through distinct programming landscapes. Each language brings its unique strengths to the forefront, making the decision a nuanced exploration of career possibilities. This exploration delves into the intricacies of both options to empower you to make an educated choice that aligns with your professional aspirations.

Python-Infused Selenium: Navigating Simplicity and Versatility

Pros:

Simplicity and Clarity: Python's reputation for simplicity and code readability makes it an enticing choice for those entering the realm of test automation. The language's straightforward syntax facilitates the creation of clean and efficient code, providing a gentle learning curve for beginners.

Versatility Across Domains: Beyond its role in automation, Python opens doors to a myriad of career avenues, including data science, machine learning, and web development. Choosing Python for Selenium sets the stage for a career enriched with diverse opportunities.

Cons:

Lingering Java Dominance: Despite Python's ascent, Java has long been entrenched in the Selenium landscape. Some organizations, especially those entrenched in Java-based frameworks, may still lean towards Java for their Selenium automation needs.

Java-Driven Selenium: Embracing Standards and Enterprise Dynamics

Pros:

Industry Standard Prowess: Java's enduring status as an industry standard for Selenium lends credibility to its usage. The language has been the cornerstone of many established frameworks and projects, contributing to a robust ecosystem of resources and community support.

Enterprise-Grade Scalability: Java's robustness and scalability make it a natural fit for large enterprises. If your career aspirations involve tackling extensive projects within sizable corporations, Java's alignment with prevalent tech stacks makes it a pragmatic choice.

Cons:

Learning Complexity: Java's learning curve is steeper compared to Python. However, the payoff lies in the language's powerful and adaptable environment for automation once mastery is achieved.

Choosing the Right Trajectory: Tailoring Your Career Path

In the dichotomy of Selenium with Python versus Selenium with Java, the decision hinges on individual circumstances and career aspirations.

Opt for Python if you prioritize:

Code simplicity and readability.

Versatility extending beyond the boundaries of automation.

Lean towards Java if your goals encompass:

Adherence to industry-standard practices.

A career trajectory within large enterprises that favor Java's scalability.

Conclusion: Harmonizing Expertise for Holistic Proficiency

Ultimately, the ideal career choice is sculpted by your unique circumstances. Many automation professionals find merit in acquiring proficiency in both languages, striking a harmonious balance between Python's simplicity and Java's enterprise-grade capabilities. Expanding your skill set across both languages positions you as an adaptable professional, ready to meet the diverse demands of the ever-evolving test automation landscape.

In summation, both Selenium with Python and Selenium with Java offer promising trajectories in the dynamic field of test automation. Embrace the language that resonates with your career goals and consider broadening your expertise to encompass the strengths of both, ensuring a comprehensive and future-proofed career in Selenium automation.

[tonymattny]

Empower Quality Engineering with Self-Healing Test Automation in 2025

Unlock Unmatched Reliability in Test Automation With ideyaLabs

Test automation evolves rapidly. Organizations often face hurdles with frequent application changes. Script failures halt pipelines. Maintenance delays slow releases. The solution: Self-Healing Test Automation. ideyaLabs delivers unparalleled support to help businesses transform their automation pipelines.

What Is Self-Healing Test Automation?

Self-Healing Test Automation refines traditional automated testing. Scripts adapt when application changes occur. Flaky tests, broken locators, and minor code changes lose their destructive power. Automation stays robust and reliable. ideyaLabs provides this innovation for enterprise-grade applications.

Key Benefits of Self-Healing Test Automation

Automation engineers work with evolving user interfaces. A button or field may change location or label. Traditional scripts fail, causing bottlenecks. Self-healing mechanisms in tools from ideyaLabs observe these changes. Scripts adjust automatically by mapping new identifiers and test logic.

Error frequency decreases. Feedback cycle shortens. Product teams move faster. Automation teams spend less time fixing broken scripts.

Faster Time-to-Value For Test Suites

Maintenance demands drain resources in traditional test automation. Engineers rewrite and debug tests endlessly. Self-Healing Test Automation from ideyaLabs eliminates most of this manual intervention. Test suites run smoothly with actual application behavior. Projects complete faster, and teams release with confidence.

Robust Testing for Rapid Product Evolution

Application updates introduce unpredictable changes. ideyaLabs' self-healing solutions analyze UI variations. Automation identifies equivalent elements using advanced algorithms. Test scripts continue executing without human interference. Reliability increases as automation supports every sprint and release.

Reduced Maintenance Effort

Engineering teams focus on innovation, not maintenance. Self-healing features from ideyaLabs automate script repair tasks. Automation recognizes missing objects and recovers them using updated selectors or attributes. Manual script repair becomes secondary. Testers invest more time in creating new tests and exploring new features.

Improved Software Release Quality

Well-maintained, self-healing test suits find more bugs early. ideyaLabs’ approach catches regression issues before they reach users. Releases ship with higher stability. Customer satisfaction improves. Brands strengthen trust among their users.

Seamless Integration With DevOps Pipelines

Self-healing automation fits into modern DevOps practices. ideyaLabs provides plug-and-play support for popular CI/CD platforms. Automated test suites require minimal oversight. Teams focus on growing their product, while test automation protects product quality around the clock.

Smart Recovery Mechanisms

Applications suffer from unexpected changes. Self-healing frameworks from ideyaLabs bring advanced recovery logic. Systems use intelligent algorithms to search for displaced elements or new identifiers. Automated adjustments occur in real time. Teams reduce downtime with continuous test execution.

How ideyaLabs Implements Self-Healing Test Automation

ideyaLabs stands at the forefront of test automation innovation. Expert engineers configure self-healing engines that monitor every test run. Tools identify script failures, analyze root causes, and remediate issues instantly. Clients experience reduced failure rates with every deployment.

AI-driven object recognition anchors ideyaLabs’ solutions. Object locators automatically update using contextual clues. Historical patterns and application logs inform the healing process. Automation workflows remain uninterrupted even after major UI changes.

Scalable Architectures for Enterprise Testing

Business at scale demands fault tolerance. ideyaLabs structures self-healing solutions for high-load environments. Organizations maintain coverage across microservices, mobile apps, and APIs. Scaling up or down never disrupts the test pipeline. ideyaLabs ensures consistent performance.

Accelerated Digital Transformation

Digital-first organizations aim for agility. Automation plays a critical role. ideyaLabs delivers rapid onboarding and shortens the learning curve. Teams transition from brittle scripts to adaptive automation. Self-healing boosts overall delivery speed.

Real Business Impact with ideyaLabs

Enterprise clients improve ROI through reduced script maintenance. They increase test coverage. Downtime for manual debugging decreases. Productivity rises across the entire quality engineering function.

Products enter market faster. Customers enjoy smoother experiences. ideyaLabs’ clients outperform competition on quality and innovation.

Data-Driven Test Optimization

Self-healing automation gathers valuable test data. ideyaLabs empowers teams with actionable insights. Identify flaky tests, track healing frequency, and predict problem areas. Data guides future automation and prevents recurring failures.

Compliance and Security Assurance

Industries with strict compliance needs benefit from persistent automation. ideyaLabs delivers audit-ready reports showing self-healing events. Traceability remains intact, while automated checks guarantee adherence to security and privacy policies.

Elevate Your Testing Strategy with ideyaLabs

Testing with ideyaLabs empowers teams to pursue innovation fearlessly. Self-healing test automation redefines what’s possible in Quality Engineering for 2025. Eliminate the pain of script maintenance. Enjoy stable releases and a seamless user experience.

[merittrac]

Top Benefits of Onscreen Marking Systems for Academic Institutions

The demand for efficient and accurate assessment methods has never been greater in academic institutions. Onscreen marking systems have emerged as effective digital evaluation tools that streamline grading, reduce human errors, and ensure consistent results. These technological solutions offer institutions a smarter, faster, and more effective framework for academic evaluation. This blog explores the benefits of adopting onscreen marking systems and highlights their role in enhancing efficiency and accuracy.

What is an Onscreen Marking System?

An onscreen marking system leverages digital evaluation tools to assess and grade examination papers electronically. These systems replace traditional pen-and-paper evaluations, offering institutions a more scalable and structured method of grading. They integrate seamlessly with platforms offering academic grading software, ensuring a smoother workflow from exam paper upload to results publication.

Key Benefits of Onscreen Marking Systems

Enhanced Grading Accuracy

One of the critical advantages of onscreen marking is the precision it brings to academic evaluations. Academic grading software minimizes errors by automating repetitive tasks and standardizing the grading process. With clear rubrics and support for multiple graders, students receive scores that are consistent and transparent.

Faster Results with Exam Result Automation

Exam result automation is a feature that significantly reduces the time spent on calculating scores and compiling results. This capability allows institutions to process large volumes of answer sheets quickly, ensuring timely communication of grades to students. For universities managing thousands of assessments, automation fosters operational efficiency and improves stakeholder satisfaction.

Scalable Grading for Large Institutions

Universities and colleges often require scalable solutions to handle high volumes of student assessments. Onscreen marking systems are designed to accommodate the needs of large academic institutions, providing tools to manage multiple graders simultaneously. This scalability ensures that even as student populations grow, the grading process remains efficient and streamlined.

Improved Data Security

Traditional grading systems carry risks of unauthorized access and data tampering. Onscreen marking systems enhance security through encrypted access and audit trails, ensuring the integrity of student records. Remote Proctoring Tools can also integrate with these systems during assessments, adding another layer of security for online examinations.

Integration with Online Examination Solutions

Onscreen marking systems complement Online Examination Solutions by providing a seamless grading process right after exams are completed. Whether the exams are conducted remotely or in physical centers, integrated platforms ensure efficient handling of answer scripts, from submission to evaluation.

Advanced Reporting Capabilities

Modern academic grading software includes analytics and reporting features that provide valuable insights into student performance. Institutions can use these insights to identify knowledge gaps or evaluate the effectiveness of their teaching methods. Advanced reporting goes beyond individual performance, offering data on class averages and performance trends across various demographics.

Role of Onscreen Marking in Incorporating Coding Assessment Solutions

Technical assessments, such as coding tests, have unique evaluation challenges. Coding Assessment Solutions integrated with onscreen marking allow institutions to objectively assess students’ programming skills. These solutions provide real-time feedback on code accuracy, efficiency, and functionality, ensuring a fair assessment of programming aptitude. For academic institutions with technical courses, these tools make evaluations more streamlined and robust.

Supporting Recruitment with Hiring Solutions

Onscreen marking systems also play a role beyond education, helping institutions support recruitment initiatives through Hiring Solutions. Evaluating candidates who participate in campus recruitments involves testing both academic knowledge and soft skills. Integrated systems can assess technical competency using Coding Assessment Solutions while also streamlining the overall recruitment process.

Real-Time Collaboration Among Graders

Collaboration among graders is essential, particularly for comprehensive assessments like thesis evaluations or subjective papers. Onscreen marking systems enable multiple evaluators to work on the same documents simultaneously. Real-time tools and comment-sharing functionalities enhance coordination while ensuring grading consistency.

Environmentally Friendly Assessment

Replacing physical answer scripts with digital systems helps academic institutions take a step toward sustainability. Onscreen marking significantly reduces the need for paper, printing, and storage, aligning with environmentally conscious operational goals.

Practical Considerations for Implementation

To successfully implement an onscreen marking system, institutions need to consider compatibility with existing tools, such as academic grading software or Remote Proctoring Tools. The right platform will integrate seamlessly with current workflows, providing an intuitive user experience for administrators and evaluators alike.

Building a Robust Academic Ecosystem

Onscreen marking systems are more than just digital evaluation tools; they are integral to building an efficient and reliable academic ecosystem. With features like exam result automation, seamless integration with Online Examination Solutions, and advanced analytics, they empower institutions to deliver accurate and timely assessments.

Academic institutions looking to optimize their grading processes can benefit from MeritTrac’s solutions, which include coding assessments, hiring support, and secure exam platforms tailored to meet evolving education needs. Request a demo or contact us today to explore how onscreen marking systems can enhance your institution’s operational efficiency.

[sparxsys23]

Forge Development Services: Unlocking the Power of Custom Software Development

In today’s digital-first world, businesses are rapidly moving beyond off-the-shelf solutions in search of custom software that aligns with their specific needs. Forge Development Services have emerged as a powerful approach to building flexible, scalable, and efficient software systems tailored to unique business requirements.

Whether you're a startup looking to build a product from scratch or an enterprise streamlining internal workflows, Forge Development Services offer a robust foundation for innovation. Let’s dive into what makes Forge development so valuable, what it entails, and where you can find expert Forge developers to bring your ideas to life.

What is Forge Development?

Forge development refers to the use of Atlassian Forge — a modern cloud app development platform built by Atlassian — to extend and customize the Atlassian ecosystem (primarily Jira and Confluence). Launched to simplify cloud development, Forge enables developers to create secure, scalable, and performant apps with minimal infrastructure management.

Unlike traditional app development where infrastructure provisioning, data security, and scalability must be managed independently, Forge handles these concerns natively. Apps are hosted and run inside Atlassian’s infrastructure, using the same authentication, authorization, and operational models, making it easier and faster to build robust solutions.

Key Features of Forge:

Serverless architecture: No need to manage servers or hosting — everything runs in Atlassian’s cloud.

Built-in authentication and authorization: Integrates seamlessly with Atlassian's identity and permissions.

UI kit and custom UI support: Build responsive UIs directly into Jira or Confluence.

Forge Functions: Write backend logic using serverless functions.

Why Invest in Forge Development Services?

For organizations using Jira, Confluence, or other Atlassian tools, Forge is a game-changer. Here are a few reasons why hiring Forge development services makes business sense:

1. Customization at Scale

Every business has unique workflows, data structures, and processes. Forge allows you to tailor Jira or Confluence to suit your team’s specific needs. With a skilled Forge developer, you can automate tedious tasks, build custom dashboards, or integrate third-party services seamlessly.

2. Cloud-Native by Design

As Atlassian moves fully to the cloud, Forge provides a future-proof development framework. It's specifically designed to work with Atlassian Cloud, ensuring compatibility, performance, and compliance from the ground up.

3. Rapid Development and Deployment

Since Forge handles infrastructure, security, and hosting, developers can focus solely on writing application logic. This leads to faster development cycles and quicker time to market — critical for teams aiming to stay ahead of the competition.

4. Security and Compliance

Apps built on Forge inherit Atlassian’s enterprise-grade security, which is a major advantage. Forge enforces strict security boundaries, automatically encrypts data, and complies with major certifications like SOC2, GDPR, and ISO/IEC 27001.

Choosing the Right Forge Development Partner

While Forge offers immense potential, getting the most out of it requires expertise not just in coding but in understanding the Atlassian ecosystem. That's where experienced Forge developers come in.

Sparxsys Solutions

One of the leading names in Forge development is Sparxsys Solutions, a company known for its deep expertise in Atlassian tools and custom app development. With a team of certified Atlassian professionals, Sparxsys has helped companies across industries design and deploy tailored Forge apps that solve real business challenges.

Whether you're looking to build an internal tool for Jira, create advanced workflows, or integrate external platforms, Sparxsys provides end-to-end Forge development services, including consulting, architecture, development, testing, and ongoing support.

Their strength lies not only in technical know-how but also in understanding the nuances of agile teams, project management workflows, and enterprise-grade scalability.

Ravi Sagar – Atlassian Consultant & Forge Advocate

If you’re looking for personalized guidance or a deeper understanding of how Forge can fit into your Atlassian environment, Ravi Sagar is a great resource. An experienced Atlassian consultant, Ravi has extensive knowledge in Forge development, Jira customization, and automation.

Through his blogs, YouTube videos, and training sessions, Ravi demystifies Forge for both beginners and advanced developers. He often shares practical use cases, code snippets, and tutorials that help teams build better solutions faster.

His website, ravisagar.in, is a treasure trove of information on Atlassian apps, scripting, Forge APIs, and more. Whether you're trying to learn Forge development yourself or looking to hire a consultant, Ravi offers a wealth of practical insight.

Real-World Use Cases of Forge Development

To understand the true value of Forge development services, consider the following real-world scenarios:

Custom Issue Panels in Jira: Display real-time data from a third-party API right inside a Jira ticket.

Approval Workflows: Build custom approval flows with integrated Slack or email notifications.

Confluence Macros: Embed dynamic content, charts, or automation buttons directly into pages.

Smart Forms: Create interactive forms in Jira to capture structured information from users.

Each of these examples showcases how Forge can empower teams to do more within the Atlassian environment — efficiently and securely.

Conclusion

Forge development services are unlocking a new level of customization and performance for Atlassian users. With a cloud-native, secure, and flexible platform, Forge is an ideal solution for organizations looking to enhance their Jira or Confluence capabilities.

Whether you’re just getting started or scaling your existing Atlassian infrastructure, partnering with experts like Sparxsys Solutions or consulting with professionals such as Ravi Sagar can help ensure that you leverage Forge to its fullest potential.

Now is the time to explore Forge — and unlock the next level of efficiency and innovation in your organization.

[johndjwan]

The Secret Lab Diaries: How 400G Transceivers Survive Their Worst Nightmares

Or: Why Your Data Center Isn’t a Horror Movie (Thanks to Test Engineers)

PAM4: The High-Wire Act of Data Imagine trying to read a book while riding a rollercoaster—that’s PAM4 modulation for you. Unlike old-school NRZ (which just needed to distinguish "on/off"), PAM4 crams 4 signal levels into the same space, each symbol packing 2 bits (0,1,2,3). Twice the data? Yes. But also significantly worse signal-to-noise tolerance, where tiny timing jitter can collapse the whole signal like a house of cards.

💡 Nerd translation: PAM4 is like whispering secrets in a hurricane. Testing ensures the message survives.

🧪 The Torture Chamber: Stress Testing 101

Step 1: The Transmitter Gauntlet (TDECQ) TDECQ isn’t just acronym soup—it’s a brutal obstacle course. It forces transmitters to send signals through a "worst-case" optical channel (simulating distortion, reflections, and dispersion), then measures how much power they lose fighting through it. Fail this, and your 400G link becomes a 400G paperweight.

Tools of the trade:

Specialized software simulates TDECQ pre-silicon, tweaking laser drivers and DSP equalizers like video game cheat codes.

Real-world gear: High-speed oscilloscopes capture eye diagrams—the "Rorschach tests" of signal health.

Step 2: Receiver Hell (Stress Eye Testing) Here’s where test engineers play villain. They intentionally sabotage signals to mimic real-world chaos:

VECP: Crushes the signal vertically (like turning down volume on a weak radio).

Jitter injection: Adds timing chaos at "annoying" to "apocalyptic" levels.

OOMA: Starves the receiver of power, testing its survival instincts.

⚠️ Passing grade: Near-zero errors after hours of abuse.

🤖 Automation Saves Souls (and Time)

Manual testing? Impossible. Enter robotic test rigs:

Dual-port testers: Validate two 400G links simultaneously, slashing test time.

Modular magic: Swap optics via adaptable systems—no new gear for every tech shift.

Diagnostic apps: Scan dodgy modules in seconds. No more guessing if it’s dirty or dead.

Lab techs celebrating tests that finish before coffee breaks.

🌐 Coherent Optics: The Dark Art

Long-haul modules are rockstars, but their testing? Next-level:

OSNR: The "how much static can you endure?" metric. Fail here, and your signal drowns.

FEC Sorcery: Error-correction patches errors like digital duct tape.

Thermal hazing: Operate from freezing to scorching temps while streaming data.

💎 The Takeaway

Testing 400G isn’t just "checking a box." It’s a battle against physics—fought with PAM4 stress tests, robotic validators, and coherence voodoo. Next time your Netflix streams flawlessly? Thank the engineers who tortured your transceivers first.

🔌 Plug and pray? Nah. Plug and pre-validate. — Lab mantra

[articles-submission]

Master the Code: How Java, Python, and Web Development Tutoring on MentorForHire Can Supercharge Your Tech Career

In a world powered by software, coding is no longer just a niche skill—it's a core competency. Whether you're looking to break into tech, ace a coding bootcamp, land your first junior developer job, or scale your expertise as a senior engineer, personalized mentoring makes a dramatic difference. That’s where MentorForHire.com comes in—a platform that connects you with industry professionals for hands-on Java Tutoring, Python Tutoring, and Web Development Tutoring.

Here’s how specialized tutoring in these key areas can accelerate your learning journey and help you achieve your software development goals.

Why One-on-One Coding Tutoring Beats Generic Online Courses

Self-paced tutorials and free courses are great for dipping your toes in—but when you're serious about growth, they often fall short. Why?

You don’t know what you don’t know.

Debugging can become a time-wasting nightmare.

Without accountability, progress slows down.

You’re not getting job-ready feedback from a real developer.

MentorForHire solves all of these problems by connecting you with real mentors who’ve worked in tech and know what it takes to succeed. Whether you're working on a class assignment, preparing for interviews, or building a full-stack project, you'll get tailored support.

Java Tutoring: Build Enterprise-Grade Skills from the Ground Up

Java isn’t just for beginners—it powers billions of devices, from Android apps to massive backend systems used in finance, healthcare, and e-commerce. If you're serious about software engineering, Java Tutoring offers a rock-solid foundation.

With a mentor, you can:

Understand core concepts like classes, inheritance, interfaces, and exception handling.

Master data structures and algorithms for whiteboard interviews.

Build scalable applications using Java frameworks like Spring and Hibernate.

Get help with unit testing, debugging, and version control.

Prepare for certifications like Oracle Certified Associate (OCA) and Oracle Certified Professional (OCP).

A mentor will not only explain the "how" of Java development but also the "why"—turning you from a coder into a software architect-in-training.

Python Tutoring: The Most Versatile Language in Tech

Python has become the go-to language for beginners and professionals alike because of its simplicity and power. Whether you want to get into automation, data science, machine learning, or back-end web development, Python Tutoring gives you the skills you need to thrive.

On MentorForHire.com, Python mentors can help you:

Write clean, efficient, and maintainable code.

Understand essential concepts like functions, loops, list comprehensions, and file I/O.

Use libraries like NumPy, pandas, Matplotlib, and scikit-learn for data analysis.

Build web apps with Flask or Django from scratch.

Automate tasks using Python scripts or integrate with APIs.

Whether you're solving LeetCode challenges or working on a startup prototype, personalized tutoring can take your Python skills to the next level.

Web Development Tutoring: Learn to Build the Web, Not Just Consume It

Today’s digital economy is built on the web—and web developers are in high demand across every industry. But with so many tools and frameworks, it’s easy to get overwhelmed. That’s where Web Development Tutoring comes in.

From front-end to back-end to full-stack, tutors on MentorForHire.com can guide you step-by-step:

Front-End Skills:

HTML, CSS, and JavaScript fundamentals

Responsive design using Flexbox and Grid

JavaScript frameworks like React, Angular, or Vue

Version control with Git and GitHub

Back-End Skills:

Node.js with Express or Java with Spring Boot

REST APIs and database integration (MySQL, MongoDB)

Authentication systems (OAuth, JWT)

DevOps basics: deploying apps with Heroku or AWS

You’ll work on actual projects like to-do lists, dashboards, or e-commerce stores—and get expert feedback every step of the way.

How MentorForHire Makes Learning Easier and Smarter

MentorForHire.com isn't just about hiring a tutor—it's about mentorship. The platform matches you with experienced developers who offer:

Flexible scheduling – Learn when it suits your life.

Customized roadmaps – No more cookie-cutter syllabi.

Real-world projects – Build apps that solve actual problems.

Code reviews & interview prep – Gain confidence before job applications.

Ongoing support – Whether it’s bugs, burnout, or breakthroughs.

This isn’t a YouTube tutorial or a lecture—it’s a partnership. Whether you're 16 or 60, learning to code becomes faster and more meaningful when you have someone guiding you in real time.

Who Is This For?

Students who want to stand out in their CS classes

Career changers entering tech from another field

Bootcamp grads who need more 1:1 help

Junior developers looking to climb the ladder

Entrepreneurs building their own software products

If you’ve got a goal and a laptop, MentorForHire.com has a mentor ready to help you reach it.

Final Thoughts: The Future Belongs to Lifelong Learners

The best investment you can make is in yourself. Whether you're learning Java, diving into Python, or building full-stack web apps, tutoring turns passive learning into active progress.

MentorForHire.com helps unlock your potential by giving you access to mentors who’ve been where you are—and know how to help you level up.

So why wait? Start your personalized tutoring journey today. Visit MentorForHire and connect with a mentor who can help you write your success story in code.