#What Are Automated Software Testing Tools

[veganism]

The genocide is also experimentation on living beings

Israel is currently testing new weapons in Gaza, some of which will soon be sold globally as "battle-tested," according to Antony Loewenstein, an author who has written a widely acclaimed book on the issue.

For years, the Israeli defense sector has used Palestine as a laboratory for new weapons and surveillance tech, he told Anadolu, adding that this is also the case in the current ongoing war on Gaza.

One of the main reasons why "many nations, democracies and dictatorships support Israeli occupation" of Palestine is because it allows them to buy these "battle-tested" weapons, asserted Loewenstein, author of The Palestine Laboratory: How Israel Exports the Technology of Occupation Around the World.

Another aspect of Israel's war on Gaza has been the use of artificial intelligence technology, he said.

According to Loewenstein, AI has been one of the key targeting tools used by the Israeli military in its deadly campaign of airstrikes, leading to mass killings of Palestinians-now over 28,500-and damage on an unprecedented scale.

The current war on Gaza is "inarguably one of the most consequential and bloody," he said.

He described Israel's use of AI against Palestinians as "automated murder," stressing that this model "will be studied and copied by other nation-states" and Tel Aviv will sell them these technologies as tried and tested weapons.

In the last 50 years, Israel has exported hi-tech surveillance tools to at least 130 countries around the world.

To maintain its illegal occupation of the West Bank and East Jerusalem, and blockade of the Gaza Strip, Israel has developed a range of tools and technologies that have made it the world's leading exporter of spyware and digital forensics tools.

But analysts say the intelligence failure during the Oct. 7, 2023 Hamas attacks casts doubts over Tel Avis's technological capabilities.

Israel's reliance on technology "is an illusion of safety, while imprisoning 2.3 million people under endless occupation," said Loewenstein, who is Jewish and holds Australian and German nationalities.

He described Israel's response in Gaza as "apocalyptic," stressing that the killings of Palestinian civilians, including children and women, is "on a scale of indiscriminate slaughter."

- 'BLOOD MONEY'

Loewenstein, who is also a journalist, said Israel has honed its weapons and technology expertise over decades as an occupying power, acting with increasing impunity in the Palestinian territories.

This led a small country like Israel to become one of the top 10 arms dealers in the world, he said, adding that Israeli arms sales in 2021 were "the highest on record, surging 55% over the previous two years to $11.3 billion."

In his book, Loewenstein explores thoroughly Israel's ties with autocracies and regimes engaged in mass displacement campaigns, and governments slinking their way into phones.

The Israeli NSO Group sold its well-known Pegasus software to numerous governments, a spyware tool for phones that gives access to the entire content, including conversations, text messages, emails and photos even when the device is switched off.

Israeli drones were first tested over Gaza, the besieged enclave that Loewenstein referred to as "the perfect laboratory for Israeli ingenuity in domination."

Surveillance technology developed in Israel has also been sold to the US in the form of watch towers now used on the border with Mexico.

The EU's border agency Frontex is known to have used Israeli drone technology to monitor refugees.

Loewenstein explains in his book that the EU has partnered with leading Israeli defense companies to use its drones, "and of course years of experience in Palestine is a key selling point."

"So again, one sees how there are so many examples of nations that are wanting to copy what Israel is doing in their own area in their own country on their own border," he said.

These technologies and "are sold by Israel as battle-tested," he said.

In other words, he contends that Palestinians essentially have become "guinea pigs," and despite some nations and the UN publicly criticizing the Israeli occupation, in reality "they're desperate for this technology for themselves for their own countries."

"And that's how in fact, the Palestine laboratory has been so successful for Israel for so long," he said.

In his exhaustive probe into Israel's dealings with arms sales around the world, he noted that the country has monetized the occupation of Palestine, by selling weapons, spyware tools and technologies to repressive regimes such as Rwanda during the genocide in 1994 and to Myanmar during its genocide against the Muslim Rohingya people in 2017.

"This to me is blood money. I mean, there's no other way to see that and again, as someone Jewish, who has spent many, many years reporting on this conflict, both within Israel and Palestine but also elsewhere, it's deeply shameful that Israel is making huge amounts of money from the misery of others," he said.

"This is not a legacy that I can be proud of."

- 'NO NATION ACTUALLY HOLDING ISRAEL TO ACCOUNT'

Profiting from misery is to some extent the nature of what capitalism has always been about, but Israel does this with a great deal of impunity, "because Israel does what it wants," said Loewenstein.

"There is no accountability, there is no transparency, there is no nation actually holding Israel to account," he added.

Israel's regime is shielded from any political backlash for years to come because nations are reliant on Israeli weapons and spyware, said the author.

Israel may not be the only player employing surveillance technology that leads to human rights violations, but it still plays a dominant role, which is why Loewenstein insists that it deserves singular attention.

Israel's foreign policy has always been "amoral and opportunistic," he said, calling on all nations to take a stand and hold Israel accountable, and acknowledge that the world is buying what Israel is selling.

[mariacallous]

On a 5K screen in Kirkland, Washington, four terminals blur with activity as artificial intelligence generates thousands of lines of code. Steve Yegge, a veteran software engineer who previously worked at Google and AWS, sits back to watch.

“This one is running some tests, that one is coming up with a plan. I am now coding on four different projects at once, although really I’m just burning tokens,” Yegge says, referring to the cost of generating chunks of text with a large language model (LLM).

Learning to code has long been seen as the ticket to a lucrative, secure career in tech. Now, the release of advanced coding models from firms like OpenAI, Anthropic, and Google threatens to upend that notion entirely. X and Bluesky are brimming with talk of companies downsizing their developer teams—or even eliminating them altogether.

When ChatGPT debuted in late 2022, AI models were capable of autocompleting small portions of code—a helpful, if modest step forward that served to speed up software development. As models advanced and gained “agentic” skills that allow them to use software programs, manipulate files, and access online services, engineers and non-engineers alike started using the tools to build entire apps and websites. Andrej Karpathy, a prominent AI researcher, coined the term “vibe coding” in February, to describe the process of developing software by prompting an AI model with text.

The rapid progress has led to speculation—and even panic—among developers, who fear that most development work could soon be automated away, in what would amount to a job apocalypse for engineers.

“We are not far from a world—I think we’ll be there in three to six months—where AI is writing 90 percent of the code,” Dario Amodei, CEO of Anthropic, said at a Council on Foreign Relations event in March. “And then in 12 months, we may be in a world where AI is writing essentially all of the code,” he added.

But many experts warn that even the best models have a way to go before they can reliably automate a lot of coding work. While future advancements might unleash AI that can code just as well as a human, until then relying too much on AI could result in a glut of buggy and hackable code, as well as a shortage of developers with the knowledge and skills needed to write good software.

David Autor, an economist at MIT who studies how AI affects employment, says it’s possible that software development work will be automated—similar to how transcription and translation jobs are quickly being replaced by AI. He notes, however, that advanced software engineering is much more complex and will be harder to automate than routine coding.

Autor adds that the picture may be complicated by the “elasticity” of demand for software engineering—the extent to which the market might accommodate additional engineering jobs.

“If demand for software were like demand for colonoscopies, no improvement in speed or reduction in costs would create a mad rush for the proctologist's office,” Autor says. “But if demand for software is like demand for taxi services, then we may see an Uber effect on coding: more people writing more code at lower prices, and lower wages.”

Yegge’s experience shows that perspectives are evolving. A prolific blogger as well as coder, Yegge was previously doubtful that AI would help produce much code. Today, he has been vibe-pilled, writing a book called Vibe Coding with another experienced developer, Gene Kim, that lays out the potential and the pitfalls of the approach. Yegge became convinced that AI would revolutionize software development last December, and he has led a push to develop AI coding tools at his company, Sourcegraph.

“This is how all programming will be conducted by the end of this year,” Yegge predicts. “And if you're not doing it, you're just walking in a race.”

The Vibe-Coding Divide

Today, coding message boards are full of examples of mobile apps, commercial websites, and even multiplayer games all apparently vibe-coded into being. Experienced coders, like Yegge, can give AI tools instructions and then watch AI bring complex ideas to life.

Several AI-coding startups, including Cursor and Windsurf have ridden a wave of interest in the approach. (OpenAI is widely rumored to be in talks to acquire Windsurf).

At the same time, the obvious limitations of generative AI, including the way models confabulate and become confused, has led many seasoned programmers to see AI-assisted coding—and especially gung-ho, no-hands vibe coding—as a potentially dangerous new fad.

Martin Casado, a computer scientist and general partner at Andreessen Horowitz who sits on the board of Cursor, says the idea that AI will replace human coders is overstated. “AI is great at doing dazzling things, but not good at doing specific things,” he said.

Still, Casado has been stunned by the pace of recent progress. “I had no idea it would get this good this quick,” he says. “This is the most dramatic shift in the art of computer science since assembly was supplanted by higher-level languages.”

Ken Thompson, vice president of engineering at Anaconda, a company that provides open source code for software development, says AI adoption tends to follow a generational divide, with younger developers diving in and older ones showing more caution. For all the hype, he says many developers still do not trust AI tools because their output is unpredictable, and will vary from one day to the next, even when given the same prompt. “The nondeterministic nature of AI is too risky, too dangerous,” he explains.

Both Casado and Thompson see the vibe-coding shift as less about replacement than abstraction, mimicking the way that new languages like Python build on top of lower-level languages like C, making it easier and faster to write code. New languages have typically broadened the appeal of programming and increased the number of practitioners. AI could similarly increase the number of people capable of producing working code.

Bad Vibes

Paradoxically, the vibe-coding boom suggests that a solid grasp of coding remains as important as ever. Those dabbling in the field often report running into problems, including introducing unforeseen security issues, creating features that only simulate real functionality, accidentally running up high bills using AI tools, and ending up with broken code and no idea how to fix it.

“AI [tools] will do everything for you—including fuck up,” Yegge says. “You need to watch them carefully, like toddlers.”

The fact that AI can produce results that range from remarkably impressive to shockingly problematic may explain why developers seem so divided about the technology. WIRED surveyed programmers in March to ask how they felt about AI coding, and found that the proportion who were enthusiastic about AI tools (36 percent) was mirrored by the portion who felt skeptical (38 percent).

“Undoubtedly AI will change the way code is produced,” says Daniel Jackson, a computer scientist at MIT who is currently exploring how to integrate AI into large-scale software development. “But it wouldn't surprise me if we were in for disappointment—that the hype will pass.”

Jackson cautions that AI models are fundamentally different from the compilers that turn code written in a high-level language into a lower-level language that is more efficient for machines to use, because they don’t always follow instructions. Sometimes an AI model may take an instruction and execute better than the developer—other times it might do the task much worse.

Jackson adds that vibe coding falls down when anyone is building serious software. “There are almost no applications in which ‘mostly works’ is good enough,” he says. “As soon as you care about a piece of software, you care that it works right.”

Many software projects are complex, and changes to one section of code can cause problems elsewhere in the system. Experienced programmers are good at understanding the bigger picture, Jackson says, but “large language models can't reason their way around those kinds of dependencies.”

Jackson believes that software development might evolve with more modular codebases and fewer dependencies to accommodate AI blind spots. He expects that AI may replace some developers but will also force many more to rethink their approach and focus more on project design.

Too much reliance on AI may be “a bit of an impending disaster,” Jackson adds, because “not only will we have masses of broken code, full of security vulnerabilities, but we'll have a new generation of programmers incapable of dealing with those vulnerabilities.”

Learn to Code

Even firms that have already integrated coding tools into their software development process say the technology remains far too unreliable for wider use.

Christine Yen, CEO at Honeycomb, a company that provides technology for monitoring the performance of large software systems, says that projects that are simple or formulaic, like building component libraries, are more amenable to using AI. Even so, she says the developers at her company who use AI in their work have only increased their productivity by about 50 percent.

Yen adds that for anything requiring good judgement, where performance is important, or where the resulting code touches sensitive systems or data, “AI just frankly isn't good enough yet to be additive.”

“The hard part about building software systems isn't just writing a lot of code,” she says. “Engineers are still going to be necessary, at least today, for owning that curation, judgment, guidance and direction.”

Others suggest that a shift in the workforce is coming. “We are not seeing less demand for developers,” says Liad Elidan, CEO of Milestone, a company that helps firms measure the impact of generative AI projects. “We are seeing less demand for average or low-performing developers.”

“If I'm building a product, I could have needed 50 engineers and now maybe I only need 20 or 30,” says Naveen Rao, VP of AI at Databricks, a company that helps large businesses build their own AI systems. “That is absolutely real.”

Rao says, however, that learning to code should remain a valuable skill for some time. “It’s like saying ‘Don't teach your kid to learn math,’” he says. Understanding how to get the most out of computers is likely to remain extremely valuable, he adds.

Yegge and Kim, the veteran coders, believe that most developers can adapt to the coming wave. In their book on vibe coding, the pair recommend new strategies for software development including modular code bases, constant testing, and plenty of experimentation. Yegge says that using AI to write software is evolving into its own—slightly risky—art form. “It’s about how to do this without destroying your hard disk and draining your bank account,” he says.

[jbfly46]

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Imagine having an AI agent that costs you nothing monthly, runs directly on your computer, and is unrestricted in its capabilities. OpenAI Operator charges up to $200/month for limited API calls and restricts access to many tasks like visiting thousands of websites. With DeepSeek-R1 and Browser-Use, you:

• Save money while keeping everything local and private.

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• Gain total freedom to explore, scrape, and interact with the web like never before.

You may have heard about Operator from Open AI that runs on their computer in some cloud with you passing on private information to their AI to so anything useful. AND you pay for the gift . It is not paranoid to not want you passwords and logins and personal details to be shared. OpenAI of course charges a substantial amount of money for something that will limit exactly what sites you can visit, like YouTube for example. With this method you will start telling an AI exactly what you want it to do, in plain language, and watching it navigate the web, gather information, and make decisions—all without writing a single line of code.

In this guide, we’ll show you how to build an AI agent that performs tasks like scraping news, analyzing social media mentions, and making predictions using DeepSeek-R1 and Browser-Use, but instead of writing a Python script, you’ll interact with the AI directly using prompts.

These instructions are in constant revisions as DeepSeek R1 is days old. Browser Use has been a standard for quite a while. This method can be for people who are new to AI and programming. It may seem technical at first, but by the end of this guide, you’ll feel confident using your AI agent to perform a variety of tasks, all by talking to it. how, if you look at these instructions and it seems to overwhelming, wait, we will have a single download app soon. It is in testing now.

This is version 3.0 of these instructions January 26th, 2025.

This guide will walk you through setting up DeepSeek-R1 8B (4-bit) and Browser-Use Web UI, ensuring even the most novice users succeed.

What You’ll Achieve

By following this guide, you’ll:

1. Set up DeepSeek-R1, a reasoning AI that works privately on your computer.

2. Configure Browser-Use Web UI, a tool to automate web scraping, form-filling, and real-time interaction.

3. Create an AI agent capable of finding stock news, gathering Reddit mentions, and predicting stock trends—all while operating without cloud restrictions.

A Deep Dive At ReadMultiplex.com Soon

We will have a deep dive into how you can use this platform for very advanced AI use cases that few have thought of let alone seen before. Join us at ReadMultiplex.com and become a member that not only sees the future earlier but also with particle and pragmatic ways to profit from the future.

System Requirements

Hardware

• RAM: 8 GB minimum (16 GB recommended).

• Processor: Quad-core (Intel i5/AMD Ryzen 5 or higher).

• Storage: 5 GB free space.

• Graphics: GPU optional for faster processing.

Software

• Operating System: macOS, Windows 10+, or Linux.

• Python: Version 3.8 or higher.

• Git: Installed.

Step 1: Get Your Tools Ready

We’ll need Python, Git, and a terminal/command prompt to proceed. Follow these instructions carefully.

Install Python

1. Check Python Installation:

• Open your terminal/command prompt and type:

python3 --version

• If Python is installed, you’ll see a version like:

Python 3.9.7

2. If Python Is Not Installed:

• Download Python from python.org.

• During installation, ensure you check “Add Python to PATH” on Windows.

3. Verify Installation:

python3 --version

Install Git

1. Check Git Installation:

• Run:

git --version

• If installed, you’ll see:

git version 2.34.1

2. If Git Is Not Installed:

• Windows: Download Git from git-scm.com and follow the instructions.

• Mac/Linux: Install via terminal:

sudo apt install git -y # For Ubuntu/Debian

brew install git # For macOS

Step 2: Download and Build llama.cpp

We’ll use llama.cpp to run the DeepSeek-R1 model locally.

1. Open your terminal/command prompt.

2. Navigate to a clear location for your project files:

mkdir ~/AI_Project

cd ~/AI_Project

3. Clone the llama.cpp repository:

git clone https://github.com/ggerganov/llama.cpp.git

cd llama.cpp

4. Build the project:

• Mac/Linux:

make

• Windows:

• Install a C++ compiler (e.g., MSVC or MinGW).

• Run:

mkdir build

cd build

cmake ..

cmake --build . --config Release

Step 3: Download DeepSeek-R1 8B 4-bit Model

1. Visit the DeepSeek-R1 8B Model Page on Hugging Face.

2. Download the 4-bit quantized model file:

• Example: DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf.

3. Move the model to your llama.cpp folder:

mv ~/Downloads/DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf ~/AI_Project/llama.cpp

Step 4: Start DeepSeek-R1

1. Navigate to your llama.cpp folder:

cd ~/AI_Project/llama.cpp

2. Run the model with a sample prompt:

./main -m DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf -p "What is the capital of France?"

3. Expected Output:

The capital of France is Paris.

Step 5: Set Up Browser-Use Web UI

1. Go back to your project folder:

cd ~/AI_Project

2. Clone the Browser-Use repository:

git clone https://github.com/browser-use/browser-use.git

cd browser-use

3. Create a virtual environment:

python3 -m venv env

4. Activate the virtual environment:

• Mac/Linux:

source env/bin/activate

• Windows:

env\Scripts\activate

5. Install dependencies:

pip install -r requirements.txt

6. Start the Web UI:

python examples/gradio_demo.py

7. Open the local URL in your browser:

http://127.0.0.1:7860

Step 6: Configure the Web UI for DeepSeek-R1

1. Go to the Settings panel in the Web UI.

2. Specify the DeepSeek model path:

~/AI_Project/llama.cpp/DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf

3. Adjust Timeout Settings:

• Increase the timeout to 120 seconds for larger models.

4. Enable Memory-Saving Mode if your system has less than 16 GB of RAM.

Step 7: Run an Example Task

Let’s create an agent that:

1. Searches for Tesla stock news.

2. Gathers Reddit mentions.

3. Predicts the stock trend.

Example Prompt:

Search for "Tesla stock news" on Google News and summarize the top 3 headlines. Then, check Reddit for the latest mentions of "Tesla stock" and predict whether the stock will rise based on the news and discussions.

--

Congratulations! You’ve built a powerful, private AI agent capable of automating the web and reasoning in real time. Unlike costly, restricted tools like OpenAI Operator, you’ve spent nothing beyond your time. Unleash your AI agent on tasks that were once impossible and imagine the possibilities for personal projects, research, and business. You’re not limited anymore. You own the web—your AI agent just unlocked it! 🚀

Stay tuned fora FREE simple to use single app that will do this all and more.

[educationmore]

Python for Beginners: Launch Your Tech Career with Coding Skills

Are you ready to launch your tech career but don’t know where to start? Learning Python is one of the best ways to break into the world of technology—even if you have zero coding experience.

In this guide, we’ll explore how Python for beginners can be your gateway to a rewarding career in software development, data science, automation, and more.

Why Python Is the Perfect Language for Beginners

Python has become the go-to programming language for beginners and professionals alike—and for good reason:

Simple syntax: Python reads like plain English, making it easy to learn.

High demand: Industries spanning the spectrum are actively seeking Python developers to fuel their technological advancements.

Versatile applications: Python's versatility shines as it powers everything from crafting websites to driving artificial intelligence and dissecting data.

Whether you want to become a software developer, data analyst, or AI engineer, Python lays the foundation.

What Can You Do With Python?

Python is not just a beginner language—it’s a career-building tool. Here are just a few career paths where Python is essential:

Web Development: Frameworks like Django and Flask make it easy to build powerful web applications. You can even enroll in a Python Course in Kochi to gain hands-on experience with real-world web projects.

Data Science & Analytics: For professionals tackling data analysis and visualization, the Python ecosystem, featuring powerhouses like Pandas, NumPy, and Matplotlib, sets the benchmark.

Machine Learning & AI: Spearheading advancements in artificial intelligence development, Python boasts powerful tools such as TensorFlow and scikit-learn.

Automation & Scripting: Simple yet effective Python scripts offer a pathway to amplified efficiency by automating routine workflows.

Cybersecurity & Networking: The application of Python is expanding into crucial domains such as ethical hacking, penetration testing, and the automation of network processes.

How to Get Started with Python

Starting your Python journey doesn't require a computer science degree. Success hinges on a focused commitment combined with a thoughtfully structured educational approach.

Step 1: Install Python

Download and install Python from python.org. It's free and available for all platforms.

Step 2: Choose an IDE

Use beginner-friendly tools like Thonny, PyCharm, or VS Code to write your code.

Step 3: Learn the Basics

Focus on:

Variables and data types

Conditional statements

Loops

Functions

Lists and dictionaries

If you prefer guided learning, a reputable Python Institute in Kochi can offer structured programs and mentorship to help you grasp core concepts efficiently.

Step 4: Build Projects

Learning by doing is key. Start small:

Build a calculator

Automate file organization

Create a to-do list app

As your skills grow, you can tackle more complex projects like data dashboards or web apps.

How Python Skills Can Boost Your Career

Adding Python to your resume instantly opens up new opportunities. Here's how it helps:

Higher employability: Python is one of the top 3 most in-demand programming languages.

Better salaries: Python developers earn competitive salaries across the globe.

Remote job opportunities: Many Python-related jobs are available remotely, offering flexibility.

Even if you're not aiming to be a full-time developer, Python skills can enhance careers in marketing, finance, research, and product management.

If you're serious about starting a career in tech, learning Python is the smartest first step you can take. It’s beginner-friendly, powerful, and widely used across industries.

Whether you're a student, job switcher, or just curious about programming, Python for beginners can unlock countless career opportunities. Invest time in learning today—and start building the future you want in tech.

Globally recognized as a premier educational hub, DataMites Institute delivers in-depth training programs across the pivotal fields of data science, artificial intelligence, and machine learning. They provide expert-led courses designed for both beginners and professionals aiming to boost their careers.

Python Modules Explained - Different Types and Functions - Python Tutorial

[peggycatrerr]

i think it’s really really important that we keep reminding people that what we’re calling ai isn’t even close to intelligent and that its name is pure marketing. the silicon valley tech bros and hollywood executives call it ai because they either want it to seem all-powerful or they believe it is and use that to justify their use of it to exploit and replace people.

chat-gpt and things along those lines are not intelligent, they are predictive text generators that simply have more data to draw on than previous ones like, you know, your phone’s autocorrect. they are designed to pass the turing test by having human-passing speech patterns and syntax. they cannot come up with anything new, because they are machines programmed on data sets. they can’t even distinguish fact from fiction, because all they are actually capable of is figuring out how to construct a human-sounding response using applicable data to a question asked by a human. you know how people who use chat-gpt to cheat on essays will ask it for reference lists and get a list of texts that don’t exist? it’s because all chat-gpt is doing is figuring out what types of words typically appear in response to questions like that, and then stringing them together.

midjourney and things along those lines are not intelligent, they are image generators that have just been really heavily fine-tuned. you know how they used to do janky fingers and teeth and then they overcame that pretty quickly? that’s not because of growing intelligence, it’s because even more photographs got added to their data sets and were programmed in such a way that they were able to more accurately identify patterns in the average amount of fingers and teeth across all those photos. and it too isn’t capable of creation. it is placing pixels in spots to create an amalgamation of images tagged with metadata that matches the words in your request. you ask for a tree and it spits out something a little quirky? it’s not because it’s creating something, it’s because it gathered all of its data on trees and then averaged it out. you know that “the rest of the mona lisa” tweet and how it looks like shit? the fact that there is no “rest” of the mona lisa aside, it’s because the generator does not have the intelligence required to identify what’s what in the background of such a painting and extend it with any degree of accuracy, it looked at the colours and approximate shapes and went “oho i know what this is maybe” and spat out an ugly landscape that doesn’t actually make any kind of physical or compositional sense, because it isn’t intelligent.

and all those ai-generated voices? also not intelligent, literally just the same vocal synth we’ve been able to do since daisy bell but more advanced. you get a sample of a voice, break it down into the various vowel and consonant sounds, and then when you type in the text you want it to say, it plays those vowel and consonant sounds in the order displayed in that text. the only difference now is that the breaking it down process can be automated to some extent (still not intelligence, just data analysis) and the synthesising software can recognise grammar a bit more and add appropriate inflections to synthesised voices to create a more natural flow.

if you took the exact same technology that powers midjourney or chat-gpt and removed a chunk of its dataset, the stuff it produces would noticeably worsen because it only works with a very very large amount of data. these programs are not intelligent. they are programs that analyse and store data and then string it together upon request. and if you want evidence that the term ai is just being used for marketing, look at the sheer amount of software that’s added “ai tools” that are either just things that already existed within the software, using the same exact tech they always did but slightly refined (a lot of film editing software are renaming things like their chromakey tools to have “ai” in the name, for example) or are actually worse than the things they’re overhauling (like the grammar editor in office 365 compared to the classic office spellcheck).

but you wanna real nifty lil secret about the way “ai” is developing? it’s all neural nets and machine learning, and the thing about neural nets and machine learning is that in order to continue growing in power it needs new data. so yeah, currently, as more and more data gets added to them, they seem to be evolving really quickly. but at some point soon after we run out of data to add to them because people decided they were complete or because corporations replaced all new things with generated bullshit, they’re going to stop evolving and start getting really, really, REALLY repetitive. because machine learning isn’t intelligent or capable of being inspired to create new things independently. no, it’s actually self-reinforcing. it gets caught in loops. "ai” isn’t the future of art, it’s a data analysis machine that’ll start sounding even more like a broken record than it already does the moment its data sets stop having really large amounts of unique things added to it.

[stuarttechnologybob]

What does Automation Testing software do?

Automation Testing Services

Automation Testing and its software is a tool and useful resource that helps to test applications automatically without any major considerations to look into while testing. Instead of having testers manually check every feature or function, automation tools run pre-written test scripts to check if the software works as expected. These tools can simulate user actions, test various inputs, and quickly and accurately check the software's behavior.

The main goal of automation test software is to save time, reduce human error, and increase testing coverage. It is beneficial when you must run the same tests many times, like regression testing or continuous integration setups.

Key Functions of Automation Testing Software -

Automation testing software performs several tasks that help ensure software quality. It checks if the application meets business requirements, validates data processing, tests user interfaces, and monitors performance under different conditions.

These tools can work across multiple browsers, devices, and operating systems. They help catch bugs early in the development process, reducing the cost and time needed to fix them later.

Many automation tools also integrate with other systems like CI/CD pipelines, test management platforms, and reporting dashboards—making the whole testing and development process smoother.

Benefits of Using Automation Testing Software -

Automation test software helps companies speed up testing, increase accuracy, and launch products faster. It reduces the need for repetitive manual testing, freeing testers to focus on more complex tasks.

The software runs tests 24/7 if needed, offers detailed test reports, and allows quick feedback to developers. It also supports better collaboration between QA and development teams, helping improve overall product quality.

While automation helps a lot, it doesn't fully replace manual testing. QA professionals still need to plan tests, review results, and test complex scenarios that automation can't handle, as they both are essential for the process. Automation Test is best for repetitive and everyday tasks like checking login pages, payment forms, or user dashboards and analytics. It's also helpful in regression testing — where old features must be retested after  certain updates or common system upgrades.

Automation Testing software is a must-have tool and essential for modern software development operations as it gives completely transparent and reliable results if opting towards it as it saves time and the efforts of checking manually. It brings speed, reliability, and efficiency to the testing process. Trusted companies like Suma Soft, IBM, Cyntexa, and Cignex offer advanced automation testing solutions that support fast delivery, better performance, and improved software quality for businesses of all sizes.

[theappvault]

Unlock creative insights with AI instantly

What if the next big business idea wasn’t something you “thought of”… but something you unlocked with the right prompt? Introducing Deep Prompt Generator Pro — the tool designed to help creators, solopreneurs, and future founders discover high-impact business ideas with the help of AI.

💡 The business idea behind this very video? Generated using the app. If you’re serious about building something real with ChatGPT or Claude, this is the tool you need to stop wasting time and start creating real results.

📥 Download the App: ✅ Lite Version (Free) → https://bit.ly/DeepPromptGeneratorLite 🔓 Pro Version (Full Access) → https://www.paypal.com/ncp/payment/DH9Z9LENSPPDS

🧠 What Is It? Deep Prompt Generator Pro is a lightweight desktop app built to generate structured, strategic prompts that help you:

✅ Discover profitable niches ✅ Brainstorm startup & side hustle ideas ✅ Find monetization models for content or products ✅ Develop brand hooks, angles, and offers ✅ Unlock creative insights with AI instantly

Whether you’re building a business, launching a new product, or looking for your first real side hustle — this app gives your AI the clarity to deliver brilliant results.

🔐 Features: Works completely offline No API or browser extensions needed Clean UI with categorized prompts One-click copy to paste into ChatGPT or Claude System-locked premium access for security

🧰 Who It’s For: Founders & solopreneurs Content creators Side hustlers AI power users Business coaches & marketers Anyone who’s tired of “mid” AI output

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📣 Final Call to Action: If this tool gave me a business idea worth filming a whole video about, imagine what it could help you discover. Stop guessing — start prompting smarter.

🔔 Subscribe to The App Vault for weekly tools, apps, and automation hacks that deliver real results — fast.🔓 Unlock Your PC's Full Potential with The App Vault Tiny Tools, Massive Results for Productivity Warriors, Creators & Power Users

Welcome to The App Vault – your ultimate source for lightweight desktop applications that deliver enterprise-grade results without bloatware or subscriptions. We specialize in uncovering hidden gem software that transforms how creators, freelancers, students, and tech enthusiasts work. Discover nano-sized utilities with macro impact that optimize workflows, turbocharge productivity, and unlock creative potential.

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[sujitchaulagainblogs]

How to Choose the Best CRM Software for Your Business

Choosing the right CRM software for your business is a big decision — and the right one can make a world of difference. Whether you’re running a small startup or managing a growing company, having an effective CRM (Customer Relationship Management) system helps you keep track of customers, boost sales, and improve overall productivity. Let’s walk through how you can choose the best CRM for your business without getting overwhelmed.

Why Your Business Needs a CRM

A CRM isn’t just a tool — it’s your business’s central hub for managing relationships. If you’re still relying on spreadsheets or scattered notes, you’re probably losing time (and leads). A good CRM helps you:

Keep customer data organized in one place

Track leads, sales, and follow-ups

Automate routine tasks

Get insights into sales performance

Improve customer service

The goal is simple: work smarter, not harder. And with an affordable CRM that fits your needs, you’ll see faster growth and smoother processes.

Define Your Business Goals

Before diving into features, figure out what you actually need. Ask yourself:

Are you trying to increase sales or improve customer service?

Do you need better lead tracking or marketing automation?

How big is your team, and how tech-savvy are they?

What’s your budget?

Knowing your goals upfront keeps you from wasting time on CRMs that might be packed with unnecessary features — or worse, missing key ones.

Must-Have Features to Look For

When comparing CRM options, focus on features that truly matter for your business. Here are some essentials:

Contact Management – Store customer details, interactions, and notes all in one place.

Lead Tracking – Follow leads through the sales funnel and never miss a follow-up.

Sales Pipeline Management – Visualize where your deals stand and what needs attention.

Automation – Save time by automating emails, reminders, and data entry.

Customization – Adjust fields, workflows, and dashboards to match your process.

Third-Party Integrations – Ensure your CRM connects with other software you rely on, like email marketing tools or accounting systems.

Reports & Analytics – Gain insights into sales, performance, and customer behavior.

User-Friendly Interface – If your team finds it clunky or confusing, they won’t use it.

Budget Matters — But Value Matters More

A CRM doesn’t have to cost a fortune. Plenty of affordable CRM options offer robust features without the hefty price tag. The key is balancing cost with value. Don’t just chase the cheapest option — pick a CRM that supports your business growth.

Take LeadHeed, for example. It’s an affordable CRM designed to give businesses the tools they need — like lead management, sales tracking, and automation — without stretching your budget. It’s a smart pick if you want to grow efficiently without overpaying for features you won’t use.

Test Before You Commit

Most CRMs offer a free trial — and you should absolutely use it. A CRM might look great on paper, but it’s a different story when you’re actually using it. During your trial period, focus on:

How easy it is to set up and start using

Whether it integrates with your existing tools

How fast you can access and update customer information

If your team finds it helpful (or frustrating)

A trial gives you a real feel for whether the CRM is a good fit — before you commit to a paid plan.

Think About Long-Term Growth

Your business might be small now, but what about next year? Choose a CRM that grows with you. Look for flexible pricing plans, scalable features, and the ability to add more users or advanced functions down the line.

It’s better to pick a CRM that can expand with your business than to go through the hassle of switching systems later.

Check Customer Support

Even the best software can hit a snag — and when that happens, you’ll want reliable support. Look for a CRM that offers responsive customer service, whether that’s live chat, email, or phone. A system is only as good as the help you get when you need it.

Read Reviews and Compare

Don’t just rely on the CRM’s website. Read reviews from other businesses — especially ones similar to yours. Sites like G2, Capterra, and Trustpilot offer honest insights into what works (and what doesn’t). Comparing multiple CRMs ensures you make a well-rounded decision.

The Bottom Line

Choosing the best CRM software for your business doesn’t have to be complicated. By understanding your goals, focusing on essential features, and keeping scalability and budget in mind, you’ll find a CRM that fits like a glove.

If you’re looking for an affordable CRM Software that checks all the right boxes — without cutting corners — LeadHeed is worth exploring. It’s built to help businesses like yours manage leads, automate tasks, and gain valuable insights while staying within budget.

The right CRM can transform how you run your business. Take the time to find the one that supports your growth, keeps your team organized, and helps you deliver an even better experience to your customers.

[niotechone]

Cloud Computing: Definition, Benefits, Types, and Real-World Applications

In the fast-changing digital world, companies require software that matches their specific ways of working, aims and what their customers require. That’s when you need custom software development services. Custom software is made just for your organization, so it is more flexible, scalable and efficient than generic software.

What does Custom Software Development mean?

Custom software development means making, deploying and maintaining software that is tailored to a specific user, company or task. It designs custom Software Development Services: Solutions Made Just for Your Business to meet specific business needs, which off-the-shelf software usually cannot do.

The main advantages of custom software development are listed below.

1. Personalized Fit

Custom software is built to address the specific needs of your business. Everything is designed to fit your workflow, whether you need it for customers, internal tasks or industry-specific functions.

2. Scalability

When your business expands, your software can also expand. You can add more features, users and integrations as needed without being bound by strict licensing rules.

3. Increased Efficiency

Use tools that are designed to work well with your processes. Custom software usually automates tasks, cuts down on repetition and helps people work more efficiently.

4. Better Integration

Many companies rely on different tools and platforms. You can have custom software made to work smoothly with your CRMs, ERPs and third-party APIs.

5. Improved Security

You can set up security measures more effectively in a custom solution. It is particularly important for industries that handle confidential information, such as finance, healthcare or legal services.

Types of Custom Software Solutions That Are Popular

CRM Systems

Inventory and Order Management

Custom-made ERP Solutions

Mobile and Web Apps

eCommerce Platforms

AI and Data Analytics Tools

SaaS Products

The Process of Custom Development

Requirement Analysis

Being aware of your business goals, what users require and the difficulties you face in running the business.

Design & Architecture

Designing a software architecture that can grow, is safe and fits your requirements.

Development & Testing

Writing code that is easy to maintain and testing for errors, speed and compatibility.

Deployment and Support

Making the software available and offering support and updates over time.

What Makes Niotechone a Good Choice?

Our team at Niotechone focuses on providing custom software that helps businesses grow. Our team of experts works with you throughout the process, from the initial idea to the final deployment, to make sure the product is what you require.

Successful experience in various industries

Agile development is the process used.

Support after the launch and options for scaling

Affordable rates and different ways to work together

Final Thoughts

Creating custom software is not only about making an app; it’s about building a tool that helps your business grow. A customized solution can give you the advantage you require in the busy digital market, no matter if you are a startup or an enterprise.

[machine-saint]

in Hillel Wayne's Crossover Project, he interviewed a set of people who had both done software engineering and "traditional" (mech, chemical, civic) engineering. the overall conclusion is that the broad sentiment that software engineering is in a state of fallen grace compared to "real" engineers is false, and both disciplines have things to learn from each other.

i think most of the things SWEs have to learn will be unsurprising: respect your project, do more planning, and so on. but the two he brought up for what traditional engineers can learn from SWEs are surprising:

a culture of openness, of conferences that aren't organized by academics or companies but simply for the love of the thing. he mentions that he presented this at a SWE conference, but if he was a traditional engineer he'd have nowhere to present it. there's no community.

version control and tooling, like the ability to run automated test suites and block the build if they fail. "Some other fields have proto-VCS, things with a fraction of the power and versatility of git, and the rest are still saving files as form-draft-3.docx."

[3handshakepvt]

What is Cybersecurity? Types, Uses, and Safety Tips

What is Cyber security?

Cyber security, also known as information security, is the practice of protecting computers, servers, networks, and data from cyberattacks. With the increasing reliance on technology in personal, professional, and business environments, the importance of cyber security has grown significantly. It helps protect sensitive data, ensures the integrity of systems, and prevents unauthorized access to confidential information.

For businesses in Jaipur, cyber security services play a crucial role in safeguarding digital assets. Whether you're an e-commerce platform, an IT company, or a local enterprise, implementing strong cyber security in Jaipur can help mitigate risks like hacking, phishing, and ransomware attacks.

Types of Cyber security

Cyber security is a vast domain that covers several specialized areas. Understanding these types can help individuals and organizations choose the right protection measures.

1. Network Security

Network security focuses on protecting the network infrastructure from unauthorized access, data breaches, and other threats. Tools like firewalls, virtual private networks (VPNs), and intrusion detection systems are commonly used. In Jaipur, many businesses invest in cyber security services in Jaipur to ensure their networks remain secure.

2. Information Security

This type of cyber security involves protecting data from unauthorized access, ensuring its confidentiality and integrity. Companies offering cyber security in Jaipur often emphasize securing sensitive customer and business information, adhering to global data protection standards.

3. Application Security

Application security addresses vulnerabilities in software and apps to prevent exploitation by cybercriminals. Regular updates, secure coding practices, and application testing are vital components.

4. Cloud Security

As more businesses move to cloud-based solutions, securing cloud environments has become essential. Cyber security providers in Jaipur specialize in offering services like data encryption and multi-factor authentication to ensure cloud data is safe.

5. Endpoint Security

Endpoint security protects devices such as laptops, desktops, and mobile phones from cyber threats. It is especially critical for remote work setups, where devices may be more vulnerable. Cyber security services in Jaipur provide solutions like antivirus software and mobile device management to secure endpoints.

6. IoT Security

With the rise of Internet of Things (IoT) devices, ensuring the security of connected devices has become crucial. Businesses in Jaipur use cyber security in Jaipur to secure smart devices like industrial sensors and home automation systems.

Uses of Cyber security

Cyber security is indispensable in various domains. From individual users to large organizations, its applications are widespread and critical.

1. Protection Against Cyber Threats

One of the primary uses of cyber security is to safeguard systems and data from threats like malware, ransomware, and phishing. Businesses in Jaipur often rely on cyber security Jaipur solutions to ensure they are prepared for evolving threats.

2. Ensuring Data Privacy

For industries like finance and healthcare, data privacy is non-negotiable. Cyber security measures help organizations comply with laws and protect sensitive customer information. Cyber security services in Jaipur ensure businesses meet data protection standards.

3. Business Continuity

Cyber security is essential for ensuring business continuity during and after cyberattacks. Jaipur businesses invest in robust cyber security services in Jaipur to avoid downtime and minimize financial losses.

4. Securing Financial Transactions

Cyber security ensures the safety of online transactions, a critical aspect for e-commerce platforms and fintech companies in Jaipur. Solutions like secure payment gateways and fraud detection tools are widely implemented.

5. Enhancing Customer Trust

By investing in cyber security in Jaipur, businesses build trust with their customers, demonstrating a commitment to safeguarding their data and transactions.

Cyber security in Jaipur

Jaipur is emerging as a hub for businesses and IT companies, which has increased the demand for reliable cyber security solutions. Cyber security services in Jaipur cater to diverse industries, including retail, healthcare, education, and finance.

Local providers of cyber security Jaipur solutions offer tailored services like:

Vulnerability Assessments: Identifying potential security risks in systems and networks.

Penetration Testing: Simulating attacks to uncover weaknesses and improve defenses.

Managed Security Services: Continuous monitoring and management of security operations.

Many IT firms prioritize cyber security services in Jaipur to ensure compliance with global standards and protect their operations from sophisticated cyber threats.

Safety Tips for Staying Secure Online

With the rising number of cyberattacks, individuals and businesses must adopt proactive measures to stay secure. Here are some practical tips that integrate cyber security in Jaipur into daily practices.

1. Use Strong Passwords

Ensure passwords are long, unique, and a mix of letters, numbers, and symbols. Avoid reusing passwords for multiple accounts. Cyber security experts in Jaipur recommend using password managers for added security.

2. Enable Two-Factor Authentication (2FA)

Adding an extra layer of security through 2FA significantly reduces the risk of unauthorized access. Many cyber security services in Jaipur emphasize implementing this measure for critical accounts.

3. Regular Software Updates

Outdated software can be a gateway for attackers. Keep operating systems, antivirus tools, and applications updated to close security loopholes. Businesses in Jaipur frequently rely on cyber security Jaipur providers to manage system updates.

4. Be Cautious with Emails

Phishing emails are a common attack vector. Avoid clicking on suspicious links or downloading unknown attachments. Cyber security in Jaipur often involves training employees to recognize and report phishing attempts.

5. Invest in Reliable Cyber security Services

Partnering with trusted cyber security services in Jaipur ensures robust protection against advanced threats. From endpoint protection to cloud security, these services help safeguard your digital assets.

6. Avoid Public Wi-Fi for Sensitive Transactions

Public Wi-Fi networks are vulnerable to attacks. Use a VPN when accessing sensitive accounts or conducting financial transactions. Cyber security Jaipur experts often provide VPN solutions to businesses and individuals.

7. Backup Your Data Regularly

Regularly backing up data ensures that critical information is not lost during cyber incidents. Cyber security providers in Jaipur recommend automated backup solutions to minimize risks.

Why Choose Cyber Security Services in Jaipur?

The vibrant business ecosystem in Jaipur has led to a growing need for specialized cyber security services. Local providers like 3Handshake understand the unique challenges faced by businesses in the region and offer customized solutions.

Some reasons to choose cyber security Jaipur services from like 3Handshake include:

Cost-Effective Solutions: Tailored to fit the budgets of small and medium-sized businesses.

Local Expertise: Providers have an in-depth understanding of regional cyber threats.

24/7 Support: Many companies offer round-the-clock monitoring and support to handle emergencies.

For businesses in Jaipur, investing in cyber security services in Jaipur is not just about compliance; it's about ensuring long-term success in a competitive digital landscape.

[almondenterprise]

Best Practices for Safe and Efficient LV Electrical Installations in 2025

Introduction

Low Voltage (LV) electrical installations are the backbone of safe and reliable power distribution in residential, commercial, and industrial settings. In 2025, as energy demands rise and smart technologies evolve, following best practices in LV installations is more important than ever to ensure safety, efficiency, and compliance.

This blog outlines the latest best practices for designing, installing, and maintaining LV electrical systems according to international standards and industry trends.

What Is an LV Electrical Installation?

LV (Low Voltage) refers to electrical systems that operate at voltages up to 1000V AC or 1500V DC. These installations include:

· Electrical panels and switchboards

· Distribution circuits

· Lighting systems

· Sockets and fixed appliances

· Motor control systems

Proper LV installation ensures that power is distributed safely and efficiently without risk of fire, equipment failure, or personnel injury.

Why Best Practices Matter in 2025

In the age of smart buildings, renewable integration, and digital energy management, the quality of your LV installation affects:

· Operational reliability

· Energy efficiency

· System lifespan

· User safety

· Regulatory compliance

Failing to adhere to best practices can result in costly downtime, legal penalties, and even life-threatening hazards.

Top Best Practices for Safe and Efficient LV Electrical Installations

1. Conduct Detailed Load Analysis

Before starting any LV installation, carry out a comprehensive load assessment to determine the power requirements, load types, and future expansion needs. This ensures:

· Proper cable sizing

· Correct protection device selection

· Optimized system capacity

Use load flow software tools and factor in diversity and demand coefficients for accuracy.

2. Follow International Standards (IEC, NEC)

Compliance with recognized standards ensures installations meet safety and performance benchmarks. Key references include:

· IEC 60364 for LV electrical installations

· NEC (NFPA 70) for code-compliant wiring in the U.S.

· ISO 50001 for energy management integration

Also, refer to local electrical regulations where applicable.

3. Use Certified, High-Quality Components

Always use LV components from certified manufacturers — this includes:

· Circuit breakers (MCCBs/MCBs)

· Residual current devices (RCDs)

· Surge protection devices (SPDs)

· Busbars, cables, and enclosures

Poor-quality components may not withstand fault conditions, leading to short circuits, fires, or system failure.

4. Ensure Proper Cable Management and Sizing

Correct cable selection and layout are critical:

· Size cables based on current capacity, voltage drop, and ambient temperature

· Use LSZH (Low Smoke Zero Halogen) cables for fire safety

· Label and route cables cleanly using trays, ducts, and tie-downs

Improper cable management is a leading cause of overheating and system inefficiency.

5. Install Proper Earthing and Grounding Systems

An effective earthing system protects against:

· Electric shock

· Equipment damage

· Lightning surges

Use TT, TN, or IT systems as per the application and ensure resistance values are within acceptable limits (e.g., <1 ohm for sensitive equipment).

6. Use Protection Coordination and Selectivity

Install protective devices in a coordinated hierarchy to ensure:

· Quick isolation of faults

· Minimal disruption to unaffected areas

· Avoidance of cascading tripping

Selectivity between breakers and fuses enhances safety and ensures continuity of service.

7. Integrate Smart Monitoring and Control

Modern LV installations benefit from IoT-enabled devices and energy monitoring software. This helps with:

· Real-time energy usage tracking

· Predictive maintenance alerts

· Power quality monitoring

· Remote switching and control

Smart LV systems are increasingly used in data centers, green buildings, and industrial automation setups.

8. Conduct Periodic Testing and Maintenance

Post-installation, regular inspection and testing ensure sustained safety and performance. Best practices include:

· Thermal imaging to detect overheating

· Insulation resistance testing

· RCD trip time checks

· Earth loop impedance measurement

Document all tests and create a preventive maintenance schedule based on manufacturer recommendations and operating conditions.

Common Mistakes to Avoid

· Overloading circuits without upgrading breakers

· Skipping grounding in temporary setups

· Using outdated wiring diagrams

· Mixing incompatible components

· Neglecting ventilation in panel enclosures

Conclusion

Safe and efficient LV electrical installations in 2025 require more than just technical knowledge — they demand a proactive approach that combines regulatory compliance, technology integration, and quality workmanship. By following these best practices, contractors and facility managers can minimize risks, optimize performance, and build future-ready electrical systems.

Whether you’re designing a commercial building, upgrading an industrial site, or installing a smart home system, investing in safe LV practices today is the smartest move for tomorrow.

Connect With Us

Whether you’re a project engineer, contractor, facility manager, or developer — Almond Enterprise is ready to support your next electrical challenge with confidence and capability.

🔗 Visit: www.almondenterprise.com 📞 Contact: sales.almond@almondenterprise.com | +974 33858416

[refermegroup]

Build the Future of Tech: Enroll in the Leading DevOps Course Online Today

In a global economy where speed, security, and scalability are parameters of success, DevOps has emerged as the pulsating core of contemporary IT operations. Businesses are not recruiting either developers or sysadmins anymore—employers need DevOps individuals who can seamlessly integrate both worlds.

If you're willing to accelerate your career and become irreplaceable in the tech world, then now is the ideal time to sign up for Devops Course Online. And ReferMe Group's AWS DevOps Course is the one to take you there—quicker.

Why DevOps? Why Now?

The need for DevOps professionals is growing like crazy. As per current industry reports, job titles such as DevOps Engineer, Cloud Architect, and Site Reliability Engineer are among the best-paying and safest careers in technology today.

Why? Because DevOps helps businesses to:

Deploy faster using continuous integration and delivery (CI/CD)

Boost reliability and uptime

Automate everything-from infrastructure to testing

Scale apps with ease on cloud platforms like AWS

And individuals who develop these skills are rapidly becoming the pillars of today's tech teams.

Why Learn a DevOps Online?

Learning DevOps online provides more than convenience—it provides liberation. As a full-time professional, student, or career changer, online learning allows you:

✅    To learn at your own pace

✅   To access world-class instructors anywhere

✅   To develop real-world, project-based skills

✅   To prepare for globally recognized certifications

✅ J To join a growing network of DevOps learners and mentors

It’s professional-grade training—without the classroom limitations.

What Makes ReferMe Group’s DevOps Course Stand Out?

The AWS DevOps Course from ReferMe Group isn’t just a course—it’s a career accelerator. Here's what sets it apart:

Hands-On Labs & Projects: You’ll work on live AWS environments and build end-to-end DevOps pipelines using tools like Jenkins, Docker, Terraform, Git, Kubernetes, and more.

Training from Experts: Learn from experienced industry experts who have used DevOps at scale.

Resume-Reinforcing Certifications: Train to clear AWS and DevOps certification exams confidently.

Career Guidance: From resume creation to interview preparation, we prepare you for jobs, not course completion.

Lifetime Access: Come back to the content anytime with future upgrades covered.

Who Should Take This Course?

This DevOps course is ideal for:

Software Developers looking to move into deployment and automation

IT Professionals who want to upskill in cloud infrastructure

System Admins transitioning to new-age DevOps careers

Career changers entering the high-demand cloud and DevOps space

Students and recent graduates seeking a future-proof skill set

No experience in DevOps? No worries. We take you from the basics to advanced tools.

Final Thoughts: Your DevOps Journey Starts Here

As businesses continue to move to the cloud and automate their pipelines, DevOps engineers are no longer a nicety—they're a necessity. Investing in a high-quality DevOps course online provides you with the skills, certification, and confidence to compete and succeed in today's tech industry.

Start building your future today.

Join ReferMe Group's AWS DevOps Course today and become the architect of tomorrow's technology.

[shalu620]

Why Python Will Thrive: Future Trends and Applications

Python has already made a significant impact in the tech world, and its trajectory for the future is even more promising. From its simplicity and versatility to its widespread use in cutting-edge technologies, Python is expected to continue thriving in the coming years. Considering the kind support of Python Course in Chennai Whatever your level of experience or reason for switching from another programming language, learning Python gets much more fun.

Let's explore why Python will remain at the forefront of software development and what trends and applications will contribute to its ongoing dominance.

1. Artificial Intelligence and Machine Learning

Python is already the go-to language for AI and machine learning, and its role in these fields is set to expand further. With powerful libraries such as TensorFlow, PyTorch, and Scikit-learn, Python simplifies the development of machine learning models and artificial intelligence applications. As more industries integrate AI for automation, personalization, and predictive analytics, Python will remain a core language for developing intelligent systems.

2. Data Science and Big Data

Data science is one of the most significant areas where Python has excelled. Libraries like Pandas, NumPy, and Matplotlib make data manipulation and visualization simple and efficient. As companies and organizations continue to generate and analyze vast amounts of data, Python’s ability to process, clean, and visualize big data will only become more critical. Additionally, Python’s compatibility with big data platforms like Hadoop and Apache Spark ensures that it will remain a major player in data-driven decision-making.

3. Web Development

Python’s role in web development is growing thanks to frameworks like Django and Flask, which provide robust, scalable, and secure solutions for building web applications. With the increasing demand for interactive websites and APIs, Python is well-positioned to continue serving as a top language for backend development. Its integration with cloud computing platforms will also fuel its growth in building modern web applications that scale efficiently.

4. Automation and Scripting

Automation is another area where Python excels. Developers use Python to automate tasks ranging from system administration to testing and deployment. With the rise of DevOps practices and the growing demand for workflow automation, Python’s role in streamlining repetitive processes will continue to grow. Businesses across industries will rely on Python to boost productivity, reduce errors, and optimize performance. With the aid of Best Online Training & Placement Programs, which offer comprehensive training and job placement support to anyone looking to develop their talents, it’s easier to learn this tool and advance your career.

5. Cybersecurity and Ethical Hacking

With cyber threats becoming increasingly sophisticated, cybersecurity is a critical concern for businesses worldwide. Python is widely used for penetration testing, vulnerability scanning, and threat detection due to its simplicity and effectiveness. Libraries like Scapy and PyCrypto make Python an excellent choice for ethical hacking and security professionals. As the need for robust cybersecurity measures increases, Python’s role in safeguarding digital assets will continue to thrive.

6. Internet of Things (IoT)

Python’s compatibility with microcontrollers and embedded systems makes it a strong contender in the growing field of IoT. Frameworks like MicroPython and CircuitPython enable developers to build IoT applications efficiently, whether for home automation, smart cities, or industrial systems. As the number of connected devices continues to rise, Python will remain a dominant language for creating scalable and reliable IoT solutions.

7. Cloud Computing and Serverless Architectures

The rise of cloud computing and serverless architectures has created new opportunities for Python. Cloud platforms like AWS, Google Cloud, and Microsoft Azure all support Python, allowing developers to build scalable and cost-efficient applications. With its flexibility and integration capabilities, Python is perfectly suited for developing cloud-based applications, serverless functions, and microservices.

8. Gaming and Virtual Reality

Python has long been used in game development, with libraries such as Pygame offering simple tools to create 2D games. However, as gaming and virtual reality (VR) technologies evolve, Python’s role in developing immersive experiences will grow. The language’s ease of use and integration with game engines will make it a popular choice for building gaming platforms, VR applications, and simulations.

9. Expanding Job Market

As Python’s applications continue to grow, so does the demand for Python developers. From startups to tech giants like Google, Facebook, and Amazon, companies across industries are seeking professionals who are proficient in Python. The increasing adoption of Python in various fields, including data science, AI, cybersecurity, and cloud computing, ensures a thriving job market for Python developers in the future.

10. Constant Evolution and Community Support

Python’s open-source nature means that it’s constantly evolving with new libraries, frameworks, and features. Its vibrant community of developers contributes to its growth and ensures that Python stays relevant to emerging trends and technologies. Whether it’s a new tool for AI or a breakthrough in web development, Python’s community is always working to improve the language and make it more efficient for developers.

Conclusion

Python’s future is bright, with its presence continuing to grow in AI, data science, automation, web development, and beyond. As industries become increasingly data-driven, automated, and connected, Python’s simplicity, versatility, and strong community support make it an ideal choice for developers. Whether you are a beginner looking to start your coding journey or a seasoned professional exploring new career opportunities, learning Python offers long-term benefits in a rapidly evolving tech landscape.

[reazreviewzone]

AdMotion Review: Create Trending and High Conversion Movie-Style Video In 1-Click by [Arifianto Rahardi]

Welcome to my Honest Review AdMotion Review. The current world depends on video marketing social media video marketing, and running ads. The content creator and marketer compete with each other. How to promote their video, how to instant viral media, and how unique to each other. Recently launched a powerful software to help you create a cinematic video in any language, thumbnail design, create intro video, marketing video, run ads, animation, and you forget about expensive production costs, endless editing hours, and outdated video-making methods- AdMotion Create any video in 3 simple steps. TURN NORMAL VIDEO INTO HIGH-QUALITY CINEMATIC VIDEO WITHOUT HAND-FREE.

What is AdMotion? AdMotion is a high-converting video creator app that creates cinematic videos in any language like Bollywood- just 3 simple steps without any skill and monthly fees, the AdMotion works automatically and generates Ordinary Videos into Stunning, High-Converting Cinematic Commercials Video Effortlessly in a Few Seconds. AdMotion is easy to use for your favorite social media, Video Marketing, Affiliate Marketing, Run Ads, Design Thumbnail, Intro Video, and Ready-Made templates, and does not require complicated downloads, or frustrating installations- just make seamless, professional-quality videos from your Canva Free Account in a few seconds. I believe it! You forget 100% about expensive production costs, endless editing hours, and outdated video-making methods and start a new journey with AdMotion. Grab attention, engage your audience, skyrocket your results, transform Marketing, and create cinematic video and animation start everything with AdMoton,

Overview – AdMotion Review First, a customer optimizes the products quality or benefits the site. Who is the person who built the app? Discount price: why build the app? And who is the best choice for it? Everything. That is an ideal customers quality. Don`t worry; I covered the part for an ideal person. I think you are an idealistic reader.

Read more here>>

Author/vendor – Arifianto Rahardi Product –AdMotion Launce date – 9/03/25 Official website – VISITE HERE Front-end price - $19 Business – ok Instantly Create Text Into High-Quality 4k HD Video Watch/ Create Video – Any Language Social Media Marketing – Number One passive income – ok Recurring System – OK Payment – ONE Time Local Business – High Recommend Money-Back – 30 Days Money-Back Guarantee Funnel/Tool – Automated & Done-For-You Support – Effective Niche – Any Niche of your choice

How does AdMotion Work? AdMotion review works in 3 simple steps. Set it unique to other apps. Use simple steps to generate thousands of profits every single day.

Stpe-1 Sing Up, Login & Choose Template:- The First Sing-Up & Login your Canva account and choose the template you want.

Step-2 Customize & Rebrand:- After Choosing the right template quickly upload and rebrand, replacing the video, pictures, and text to your choice.

Step-3 Publish & sell:- After a customized process ready to use your favorite social media, business, and more you want.

Why Unique AdMotion to Other App? AdMotion app has some wonderful parts that make it unique to other apps worldwide. Every time you feel cinematic videos test and grow your audience day by day, and dominate your business win competition with each other.

How can AdMotion Help You? Different software has different quality. The same AdMotion has some effective different quality. 1- Cinematic style: AdMotion automatically generates cinematic animation like Bollywood cinema that surprises any customer for a few moments.

2- Promote Video Ads: It is too easy to promote video ads. The app makes realistic videos of hypersonic quality.

3- Intro Animation Effect: This is amazing. AdMotion creates automatic intro VIDEO human-like. So the agency wants to choose a template only.

4- Outro Animation: Create a realistic and cinematic outro in a few seconds.

5- Third Animation: That is too popular for your young generation. The generation demands software that makes a video hero worldwide.

6- Call Out Animation: Users can easily promote a country, office, project, agency, and any video they want. AdMotion gives all free templates.

7- Square Video Animation: Every social media does not allow uploading all-size videos. The social media company fixed a few sizes. Don`t worry you promote square video easily.

8- Vertical Video Animation: TikTok, Instagram, Facebook short video and YouTube Short video allow vertical video. To promote an easily vertical video and grab money in your bank account.

9- Thumbnail Design: There are thousands of free templates. Log in, choose, and promote then profit.

Key Highlight – AdMotion There is an awesome key feature that helps make profits, grow an audience, and promote video seamlessly. The feature converts your audience to more leads. AdMotion Review is the world's first revolutionary software that gives you high-quality content and designs.

Why AdMotions is a Breakthrough? The video and graphic agency wants to buy software that helps them with high-speed internet, improved video compression methods, and the widespread availability of powerful computing devices. As a result, the agency built an app that provides lower costs and more production for content providers and distributors for entrepreneurs. The app provides the audience with user-friendly tools high-quality effects, and content, including professional-grade software like Adobe Premiere Pro and After Effects. Every video's quality is cinematic like a Bollywood movie. Does not require monthly fees and subscriptions. If the app doesnt work qualityful or doesn`t provide cinematic video then he money back in 30 days -announced to audience Arifianto Rahardi. The agency gives a PLR license to the audience. An audience can create unlimited video and design. Who is AdMotion's Best Choice? Every person can use the app to promote everything. The agency needs to unlock the app and the app works in 3 simple steps generate video, design, thumbnail, data upload, File upload & export, and promote any product easily with AdMotion. Now who is the best choice for it:

Digital Marker: Make your audience with awesome, high-quality unique video animations then convert lead generation to the sales page.

Affiliate Marker: Promote product or service by creating unlimited cinematic videos and animation to get the best-converting sales.

eCommerce Store Owner: Create unlimited video or animation for product promotion.

Advertisers: Eyecatching videos grab new and valuable audiences easily.

Freelancer: Freelancers would demand money from clients to create movie-style videos and designs.

Social worker: instantly viral every video and grow audience in a few months- follow only 3 simple steps.

Home Business: A mother can create her world with AdMotion easily and earn massive income from large companies.

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AdMotion`s Positive & Negative site

Positive site: -Instant create thumbnail -High-quality cinematic video -Valuable outro video -Real animation of intro video -Image, music, file video unlimited export and import -Customize any design or thumbnail -Promote any product in any language -Provide PLR-free license -World-class effective support -30-day money-back guarantee -Humanlike and real-like video creation.

Negative site: -Depend on internet connection -Everyday post on your site -Make unique ideas.

OTO, Funnel & Bonus

Front-End Price: $14 - $24

OTO 1 Price: $27

OTO 2 Price: $47

OTO 3 Price: $54

Cinematic Movie Style Animation Templates (Worth $750) Promo Video Ads Animation Templates (Worth $750) Intro Opener Animation Templates (Worth $450) Outro Animation Templates (Worth $450) Lower Third Animation Templates (Worth $375) Call Out Animation Templates (Worth $375) Square Post Animation Templates (Worth $750) Vertical Post Animation Templates (Worth $750) Thumbnail Designs (Worth $500) YouTube Channel Designs (Worth $500)

Frequently Asked Questions (FAQ)

Are images and videos included? Yes, They have done all templates. You use this template of your choice.

How to get the app? First log in, select the template, and promote the video on social media.

Is there any passive income system? Yes, the agency gives us the utmost priority for recurring and passive income.

Are there monthly fees? No, one-time payment and auto-update are all features.

Affiliate disclaimer

Thank you for perusing my genuine audit. My fair conclusion is shared within the survey.

An affiliate disclaimer may be an explanation to advise gatherings of people that a company or person may gain a commission or other emolument on the off chance that they buy items or administrations through joins on their site, web journal, social media, or different stages. This disclaimer is basic for keeping up straightforwardness and complying with legitimate requirements, such as those set by the Government Exchange Commission (FTC) within the Joined Together States. It guarantees perusers or watchers know of any potential predisposition or budgetary motivating force behind proposals.

Ordinarily, the disclaimer is set noticeably at the start or conclusion of substance and clearly states the nature of the partner relationship. For illustration, "This post may contain partner joins, meaning I win a commission if you buy through my joins at no additional taken a toll." This builds belief with the group of onlookers while ensuring the substance

[midgeos]

Freelancer Pro AI Honest Review (with Discount)

If you're looking to streamline your freelancing business, boost productivity, and land more clients, Get Freelancer Pro AI is a game-changer.

This tool is designed to help freelancers automate tasks, create professional proposals, and manage projects efficiently. Here's my honest review after testing it out:

What is GetFreelancerPro AI?

GetFreelancerPro AI is an AI-powered software tailored for freelancers. It helps you:

Automate client communication with AI-generated responses.

Create winning proposals in minutes.

Track projects and deadlines effortlessly.

Generate invoices and contracts with ease.

It’s perfect for freelancers in any niche, whether you're a writer, designer, developer, or consultant.

Key Features

AI Proposal Generator: Craft professional, customized proposals in seconds.

Client Management: Organize client details, project requirements, and deadlines in one place.

Automated Invoicing: Create and send invoices with just a few clicks.

Task Automation: Save time by automating repetitive tasks like follow-ups and reminders.

Templates Library: Access pre-built templates for proposals, contracts, and emails.

Pros

User-Friendly Interface: Even if you're not tech-savvy, the platform is easy to navigate.

Time-Saving: Automating tasks frees up hours to focus on actual work.

Affordable Pricing: With the discount link (GetFreelancerPro AI Discount), it’s a steal for the value it provides.

Versatile: Works for freelancers across various industries.

Cons

Learning Curve: While it’s user-friendly, mastering all features might take a little time.

Internet Dependency: Being a cloud-based tool, you’ll need a stable internet connection.

Who is it For?

GetFreelancerPro AI is ideal for:

New freelancers who want to start strong.

Experienced freelancers looking to scale their business.

Anyone tired of manual, time-consuming tasks.

Final Verdict

GetFreelancerPro AI is a must-have tool for freelancers who want to work smarter, not harder. It simplifies the administrative side of freelancing, allowing you to focus on what you do best—delivering quality work to clients.

Don’t miss out on the discount! Use this link to grab it at a lower price:

👉 GetFreelancerPro AI Discount

If you’re serious about growing your freelancing career, this tool is worth every penny. Highly recommended!

Disclaimer: This is an honest review based on my experience. I may earn a commission if you purchase through the provided link.