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FELLOW TUMBLR USERS WHO ARE ALSO WRITERS WHO HATE GENERATIVE AI BUT USE GOOGLE DOCS DESPITE ITS AI SCRAPING AND CONSTANT PUSHING OF GEMINI BECAUSE THEY DON'T KNOW A GOOD, FREE ALTERNATIVE
I NEED TO PUT Y'ALL ON SOMETHING
MEET ELLIPSUS.
IF U WANT AN ALL-AROUND FANTASTIC, COMPLETELY FREE, WEB-BASED GDOCS ALTERNATIVE. USE ELLIPSUS.
SERIOUSLY, IT IS BETTER THAN GOOGLE DOCS IN LITERALLY EVERY WAY.
PROS:
-DRAFTS FEATURE CAN BE USED TO STORE NECESSARY INFORMATION SUCH AS EXCERPTS U PLAN ON PUTTING LATER ON IN WHATEVER UR WRITING, CHARACTER NAMES AND BACKSTORIES, ETC. EVEN IF U AREN'T USING THEM FOR COLLABORATION PURPOSES. I HAVE A DRAFT TO PUT ALL MY AO3 TAGS IN FOR EVERY FIC I WRITE
-THERE'S A TIMER BUILT-IN. WANT TO START CREATING A HABIT OF WRITING FOR A CERTAIN AMOUNT OF TIME EACH DAY? OPEN UP ELLIPSUS, CREATE A NEW DOC, START THE TIMER, AND GO.
-FOCUS MODE. OH MY GOD FOCUS MODE. I USE IT EVERY TIME I PROOFREAD ANYTHING. GETS RID OF THE WHOLE MENU, LEAVING YOU JUST THE TEXT. ICONIC
-THERE'S SO MANY THEMES. LIGHT, DARK, ULTRA DARK (MY PERSONAL FAVORITE), SEPIA, NATURE, THERE'S EVEN PRIDE THEMES CURRENTLY (LIGHT AND DARK). LIFESAVER FOR PEOPLE LIKE ME WHO HAVE SENSORY ISSUES AND HATE WHEN SHIT IS TOO BRIGHT
-WAY BETTER DEFAULT FONT THAN GOOGLE DOCS. I'M SORRY I AM FRANKLY SICK OF ACTING LIKE ARIEL IS NOT ONE OF THE WORST FONTS EVER. ELLIPSUS USES THE GENUINELY GORGEOUS "LITERATA" AS ITS DEFAULT FONT
-COLLABORATION! U CAN COLLABORATE! U CAN SHARE DOCUMENTS, U CAN COLLABORATE IN REAL-TIME JUST LIKE IN GOOGLE DOCS, EVERYTHING.
-GUYS. GUYS THERE'S AN EXPORT TO AO3 OPTION. U CAN CONNECT UR AO3, AND WHEN U'RE FINISHED WRITING, CLICK THAT "EXPORT TO AO3" BUTTON, AND ELLIPSUS WILL COPY UR ENTIRE WORK IN HTML AND OPEN AO3 IN ANOTHER TAB. A FUCKING LIFESAVER
-THERE'S A FOLDER SYSTEM. U CAN CREATE FOLDERS, AND THEN SUB-FOLDERS WITHIN THOSE FOLDERS. GENUINELY AMAZING FOR PEOPLE LIKE ME WHO WRITE A LOT BUT HATE HAVING A CLUTTERED WORKSPACE. I LITERALLY HAVE 140 WORKS ON ELLIPSUS BUT YOU KNOW WHAT MY DASHBOARD SHOWS? MY 8 FOLDERS.
-IT AUTOMATICALLY SHOWS YOUR WORD COUNT. U DON'T HAVE TO DO ANYTHING TO SEE IT EXCEPT SCROLL UP. AMAZING.
-AUTOMATICALLY CREATES AN OUTLINE WHEN U PUT HEADINGS ON YOUR DOCUMENT, ALLOWING FOR EASY NAVIGATION BETWEEN SECTIONS.
-NO GENERATIVE AI. EVER. NO AI SCRAPING, NO AI ASSISTANT SHOVED IN YOUR FACE, NOTHING.
CONS:
-IT'S WEB-BASED, SO NO APP ON MOBILE (ALTHOUGH IT DOES RUN INCREDIBLY WELL ON MOBILE) AND NO DESKTOP APPLICATION. THAT'S IT. THAT'S LITERALLY THE ONLY CON.
MAKE AN ACCOUNT. TRANSFER YOUR STUFF OVER FROM GOOGLE DOCS. USE IT INSTEAD. U WILL NOT REGRET IT
#angel rambles#yes this whole post is in all caps because I LOVE ELLIPSUS SO MUCH#i need everyone to use it i'm not even kidding#anti ai#anti generative ai#ao3 writer#writers of tumblr#writers on tumblr
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Windows 11 and the Last Straw
Bit of a rant coming up. TL;DR I'm tired of Microsoft, so I'm moving to Linux. After Microsoft's announcement of "Recall" and their plans to further push Copilot as some kind of defining feature of the OS, I'm finally done. I feel like that frog in the boiling water analogy, but I'm noticing the bubbles starting to form and it's time to hop out.
The corporate tech sector recently has been such a disaster full of blind bandwagon hopping (NFTs, ethically dubious "AI" datasets trained on artwork scraped off the net, and creative apps trying to incorporate features that feed off of those datasets). Each and every time it feels like insult to injury toward the arts in general. The out of touch CEOs and tech billionaires behind all this don't understand art, they don't value art, and they never will.
Thankfully, I have a choice. I don't have to let Microsoft feature-creep corporate spyware into my PC. I don't have to let them waste space and CPU cycles on a glorified chatbot that wants me to press the "make art" button. I'm moving to Linux, and I've been inadvertently prepping myself to do it for over a decade now.
I like testing out software: operating systems, web apps, anything really, but especially art programs. Over the years, the open-source community has passionately and tirelessly developed projects like Krita, Inkscape, and Blender into powerhouses that can actually compete in their spaces. All for free, for artists who just want to make things. These are people, real human beings, that care about art and creativity. And every step of the way while Microsoft et al began rotting from the inside, FOSS flourished and only got better. They've more than earned trust from me.
I'm not announcing my move to Linux just to be dramatic and stick it to the man (although it does feel cathartic, haha). I'm going to be using Krita, Inkscape, GIMP, and Blender for all my art once I make the leap, and I'm going to share my experiences here! Maybe it'll help other artists in the long run! I'm honestly excited about it. I worked on the most recent page of Everblue entirely in Krita, and it was a dream how well it worked for me.
Addendum: I'm aware that Microsoft says things like, "Copilot is optional," "Recall is offline, it doesn't upload or harvest your data," "You can turn all these things off." Uh-huh. All that is only true until it isn't. One day Microsoft will take the user's choice away like they've done so many times before. Fool me once, etc.
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Your All-in-One AI Web Agent: Save $200+ a Month, Unleash Limitless Possibilities!
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.
• Automate visiting 100,000+ websites, gathering data, filling forms, and navigating like a human.
• 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.

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Grindr’s AI wingman, currently in beta testing with around 10,000 users, arrives at a pivotal moment for the software company. With its iconic notification chirp and ominous mask logo, the app is known culturally as a digital bathhouse for gay and bisexual men to swap nudes and meet with nearby users for sex, but Grindr CEO George Arison sees the addition of a generative AI assistant and machine intelligence tools as an opportunity for expansion.
“This is not just a hookup product anymore,” he says. “There's obviously no question that it started out as a hookup product, but the fact that it's become a lot more over time is something people don't fully appreciate.” Grindr’s product road map for 2025 spotlights multiple AI features aimed at current power users, like chat summaries, as well as dating and travel-focused tools.
Whether users want them or not, it’s all part of a continuing barrage of AI features being added by developers to most dating apps, from Hinge deciding whether profile answers are a slog using AI, to Tinder soon rolling out AI-powered matches. Wanting to better understand how AI fits into Grindr's future, I experimented with a beta version of Grindr's AI wingman for this hands-on report.
First Impressions of Grindr’s AI Wingman
In interviews over the past few months, Arison has laid out a consistent vision for Grindr’s AI wingman as the ultimate dating tool—a digital helper that can write witty responses for users as they chat with matches, help pick guys worth messaging, and even plan the perfect night out.
“It's been surprisingly flirtatious,” he says about the chatbot. “Which is good.”
Once enabled, the AI wingman appeared as another faceless Grindr profile in my message inbox. Despite grand visions for the tool, the current iteration I tested was a simple, text-only chatbot tuned for queer audiences.
First, I wanted to test the chatbot’s limits. Unlike the more prudish outputs from OpenAI’s ChatGPT and Anthropic’s Claude, Grindr’s AI wingman was willing to be direct. I asked it to share fisting tips for beginners, and after stating that fisting is not for newcomers, the AI wingman encouraged me to start slow, use tons of lube, explore smaller toys first, and always have a safe word ready to go. “Most importantly, do your research and maybe chat with experienced folks in the community,” the bot said. ChatGPT flagged similar questions as going against its guidelines, and Claude refused to even broach the subject.
Although the wingman was down to talk through other kinks—like watersports and pup play—with a focus on education, the app rebuked my advances for any kind of erotic role-play. “How about we keep things playful but PG-13?” said Grindr’s AI wingman. “I’d be happy to chat about dating tips, flirting strategies, or fun ways to spice up your profile instead.” The bot also refused to explore kinks based on race or religion, warning me that these are likely harmful forms of fetishization.
Processing data through Amazon Web Service’s Bedrock system, the chatbot does include some details scraped from the web, but it can’t go out and find new information in real time. Since the current version doesn't actively search the internet for answers, the wingman provided more general advice than specifics when asked to plan a date for me in San Francisco. “How about checking out a local queer-owned restaurant or bar?” it said. “Or maybe plan a picnic in a park and people-watch together?” Pressed for specifics, the AI wingman did name a few relevant locations for date nights in the city but couldn’t provide operating hours. In this instance, posing a similar question to ChatGPT produced a better date night itinerary, thanks to that chatbot’s ability to search the open web.
Despite my lingering skepticism about the wingman tool potentially being more of an AI fad than the actual future of dating, I do see immediate value in a chatbot that can help users come to terms with their sexuality and start the coming out process. Many Grindr users, including myself, become users of the app before telling anyone about their desires, and a kind, encouraging chatbot would have been more helpful to me than the “Am I Gay?” quiz I resorted to as a teenager.
Out With the Bugs, In With the AI
When he took the top job at Grindr before the company’s public listing in 2022, Arison prioritized zapping bugs and fixing app glitches over new feature releases. “We got a lot of bugs out of the way last year,” he says. “Until now, we didn't really have an opportunity to be able to build a lot of new features.”
Despite getting investors hot and bothered, it’s hard to tell how daily Grindr users will respond to this new injection of AI into the app. While some may embrace the suggested matches and the more personalized experience, generative AI is now more culturally polarizing than ever as people complain about its oversaturation, lack of usefulness, and invasion of privacy. Grindr users will be presented with the option to allow their sensitive data, such as the contents of their conversations and precise location, to be used to train the company’s AI tools. Users can go into their account’s privacy settings to opt out if they change their mind.
Arison is convinced in-app conversations reveal a more authentic version of users than what's filled out on any profile, and the next generation of recommendations will be stronger by focusing on that data. “It's one thing what you say in your profile,” he says. “But, it's another thing what you say in your messages—how real that might be.” Though on apps like Grindr, where the conversations often contain explicit, intimate details, some users will be uncomfortable with an AI model reading their private chats to learn more about them, choosing to avoid those features.
Potentially, one of the most helpful AI tools for overly active Grindr users who are open to their data being processed by AI models could be the chat summaries recapping recent interactions with some talking points thrown in to keep conversations going.
“It's really about reminding you what type of connection you might have had with this user, and what might be good topics that could be worth picking back up on,” says A. J. Balance, Grindr’s chief product officer.
Then there’s the model’s ability to highlight the profiles of users it thinks you’re most compatible with. Say you’ve matched with another user and chatted a bit, but that’s as far as things went in the app. Grindr’s AI model will be able to summarize details about that conversation and, using what it has learned about you both, highlight those profiles as part of an “A-List” and offer some ways to rekindle the connection, widening the door you’ve already opened.
“This ‘A-List’ product actually goes through your inbox with folks you've spoken with, pulls out the folks where you've had some good connections,” Balance says. “And it uses that summary to remind you why it could be good to pick back up the conversation.”
Slow Roll
As a gaybie, my first interactions on Grindr were liberating and constricting at the same time. It was the first time I saw casual racism, like “No fats. No fems. No Asians,” blasted across multiple online profiles. And even at my fittest, there always seemed to be some headless torso more in shape than me right around the corner and ready to mock my belly. Based on past experiences, AI features that could detect addiction to the app and encourage healthier habits and boundaries would be a welcome addition.
While Grindr’s other, AI-focused tools are planned for more immediate releases throughout this year, the app’s generative AI assistant isn’t projected to have a complete rollout until 2027. Arison doesn’t want to rush a full release to Grindr’s millions of global users. “These are also expensive products to run,” he says. “So, we want to be kind of careful with that as well.” Innovations in generative AI, like DeepSeek’s R1 model, may eventually reduce the cost to run it on the backend.
Will he be able to navigate adding these experimental, and sometimes controversial, AI tools to the app as part of a push to become more welcoming for users looking to find long-term relationships or queer travel advice, in addition to hookups? For now, Arison appears optimistic, albeit cautious. “We don't expect all of these things to take off,” he says. “Some of them will and some won't.”
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I blocked this guy for spreading misinformation, but I want to address the points they made so people don't buy into this shit.
"Have you really never heard of a denoiser?" Glaze and Nightshade cannot be defeated by denoisers. Please see the paper I link in #2. This point is amazingly easy to debunk, and I'm not sure why people are still championing it. Both programs work by changing what the software "sees." Denoising can blur these artifacts, but it does not fundamentally get rid of them.
"White knighting for amoral techbro apps." This was a very early techbro attack on Glaze to try to convince people it was another way to steal data. As I said in an earlier post, it does use a dataset to enable it to add artifacts to your work. It is essentially using AI against itself, and it is effective. There's a whole peer-reviewed paper on how it works. I've posted it before, but if you missed it, you can read it here: https://arxiv.org/abs/2310.13828 (and unlike Generative AI apps, this paper explains exactly how the technology works.)
"Wasting resources." The point is to make the machines unusable, which ultimately will reduce the stress on our infrastructure. If the datasets no longer work, the use of them decreases. Unfortunately, the inability for people to adequately protect their work has led to massive electricity-wasting farms for generative AI, just like what happened with NFTs and cryptocurrency. If enough people inject unusable data in the the systems, the systems themselves become unusable, and the use decreases.
"My artistic vanity." I'm not a good artist. But my artwork HAS been scraped and used. I don't know why I have to keep saying this to make my anger and pain valid, but a few months back, all my artwork was revenge-scraped and stuffed into Midjourney. The person who did it also stripped my name from it, so I am not even able to HOPE to have it removed. I have nothing left to lose. I want to make those motherfuckers pay.
"The google thing only defeats weak watermarks." This is true. But a "strong" watermark must be completely different on each work you post, and also must cover most of the work. This is easily researched. I don't know about you, but I don't have time to make a new watermark on each piece I post, and I also don't want it to cover most of the artwork. Just so you know, the watermark detector works by looking for the same pattern on multiple works by the same person. If you use the same watermark on each piece, it doesn't matter how strong you think it is. It's removable. If you have the time to do it, then yes, this is effective. But it needs to be complex and different on each piece.
Next, I've seen a couple posts going around today stating that you can't even have an account on Glaze because they're closed.
They're not. But to prevent techbros from making accounts, you have to message the team so they can make sure you aren't using AI in your work. The instructions are here: https://glaze.cs.uchicago.edu/webinvite.html
Nightshade is not available on the web yet, but Glaze is. Nightshade will be soon, and they are planning a combo web app that will both Glaze and Nightshade your work.
In the meantime, if you want someone to Nightshade your work for you, please let me know. I have offered this before, and I will offer it again. Email me at [email protected] with your artwork, and let me know you'd like me to Nightshade it for you. There will always be some artifacts, but I will work with you until you are happy with the result.
Lastly, I know my messages are working because I keep getting people spreading misinformation that these things don't work. Please know that I have done the research, I do have a personal stake in this (because hundreds of my pieces are part of Midjourney now) and I am only posting this because I truly believe this is the way to fight back against plagiarism machines.
I don't know why people are so angry when I post about them. I know people don't all have access, which is why I'm offering my resources to help. I know this is a new technology, which is why I read through the boring scientific paper myself so I can validate the claims.
This is the last post I'll make on the matter. If you want to ask questions, fine, but I don't really have the mental capacity to argue with everyone anymore, and I'm not going to.
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My Book Review
"If you're not paying for it, you're the product."
Your Face Belongs to Us is a terrifying yet interesting journey through the world of invasive surveillance, artificial intelligence, facial recognition, and biometric data collection by way of the birth and rise of a company called Clearview AI — a software used by law enforcement and government agencies in the US yet banned in various countries. A database of 75 million images per day.
The writing is easy flowing investigative journalism, but the information (as expected) is...chile 👀. Lawsuits and court cases to boot. This book reads somewhat like one of my favorite books of all-time, How Music Got Free by Stephen Witt (my review's here), in which it delves into the history from birth to present while learning the key players along the way.
Here's an excerpt that keeps you seated for this wild ride:
“I was in a hotel room in Switzerland, six months pregnant, when I got the email. It was the end of a long day and I was tired but the email gave me a jolt. My source had unearthed a legal memo marked “Privileged & Confidential” in which a lawyer for Clearview had said that the company had scraped billions of photos from the public web, including social media sites such as Facebook, Instagram, and LinkedIn, to create a revolutionary app. Give Clearview a photo of a random person on the street, and it would spit back all the places on the internet where it had spotted their face, potentially revealing not just their name but other personal details about their life. The company was selling this superpower to police departments around the country but trying to keep its existence a secret.”
#your face belongs to us#kashmir hill#thechanelmuse reviews#book recommendations#articifial intelligence#facial recognition#hoan ton that#clearview ai
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Exploring the Expansive Horizon of Selenium in Software Testing and Automation
In the dynamic and ever-transforming realm of software testing and automation, Selenium stands as an invincible powerhouse, continually evolving and expanding its horizons. Beyond being a mere tool, Selenium has matured into a comprehensive and multifaceted framework, solidifying its position as the industry's touchstone for web application testing. Its pervasive influence and indispensable role in the landscape of software quality assurance cannot be overstated.
Selenium's journey from a simple automation tool to a complex ecosystem has been nothing short of remarkable. With each new iteration and enhancement, it has consistently adapted to meet the evolving needs of software developers and testers worldwide. Its adaptability and extensibility have enabled it to stay ahead of the curve in a field where change is the only constant. In this blog, we embark on a thorough exploration of Selenium's expansive capabilities, shedding light on its multifaceted nature and its indispensable position within the constantly shifting landscape of software testing and quality assurance.
1. Web Application Testing: Selenium's claim to fame lies in its prowess in automating web testing. As web applications proliferate, the demand for skilled Selenium professionals escalates. Selenium's ability to conduct functional and regression testing makes it the preferred choice for ensuring the quality and reliability of web applications, a domain where excellence is non-negotiable.
2. Cross-Browser Testing: In a world of diverse web browsers, compatibility is paramount. Selenium's cross-browser testing capabilities are instrumental in validating that web applications perform seamlessly across Chrome, Firefox, Safari, Edge, and more. It ensures a consistent and user-friendly experience, regardless of the chosen browser.
3. Mobile Application Testing: Selenium's reach extends to mobile app testing through the integration of Appium, a mobile automation tool. This expansion widens the scope of Selenium to encompass the mobile application domain, enabling testers to automate testing across iOS and Android platforms with the same dexterity.
4. Integration with Continuous Integration (CI) and Continuous Delivery (CD): Selenium seamlessly integrates into CI/CD pipelines, a pivotal component of modern software development. Automated tests are executed automatically upon code changes, providing swift feedback to development teams and safeguarding against the introduction of defects.
5. Data-Driven Testing: Selenium empowers testers with data-driven testing capabilities. Testers can execute the same test with multiple sets of data, facilitating comprehensive assessment of application performance under various scenarios. This approach enhances test coverage and identifies potential issues more effectively.
6. Parallel Testing: The ability to run tests in parallel is a game-changer, particularly in Agile and DevOps environments where rapid feedback is paramount. Selenium's parallel testing capability accelerates the testing process, ensuring that it does not become a bottleneck in the development pipeline.
7. Web Scraping: Selenium's utility extends beyond testing; it can be harnessed for web scraping. This versatility allows users to extract data from websites for diverse purposes, including data analysis, market research, and competitive intelligence.
8. Robotic Process Automation: Selenium transcends testing and enters the realm of Robotic Process Automation (RPA). It can be employed to automate repetitive and rule-based tasks on web applications, streamlining processes, and reducing manual effort.
9. Community and Support: Selenium boasts an active and vibrant community of developers and testers. This community actively contributes to Selenium's growth, ensuring that it remains up-to-date with emerging technologies and industry trends. This collective effort further broadens Selenium's scope.
10. Career Opportunities: With the widespread adoption of Selenium in the software industry, there is a burgeoning demand for Selenium professionals. Mastery of Selenium opens doors to a plethora of career opportunities in software testing, automation, and quality assurance.
In conclusion, Selenium's scope is expansive and continuously evolving, encompassing web and mobile application testing, CI/CD integration, data-driven testing, web scraping, RPA, and more. To harness the full potential of Selenium and thrive in the dynamic field of software quality assurance, consider enrolling in training and certification programs. ACTE Technologies, a renowned institution, offers comprehensive Selenium training and certification courses. Their seasoned instructors and industry-focused curriculum are designed to equip you with the skills and knowledge needed to excel in Selenium testing and automation. Explore ACTE Technologies to elevate your Selenium skills and stay at the forefront of the software testing and automation domain, where excellence is the ultimate benchmark of success.
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I Will Code C++, C, Java, Python Bot Script SQL Database Programming Project Developer
Introduction
In today’s rapidly evolving digital landscape, businesses and individuals require tailored software solutions to automate tasks, manage data, and build intelligent systems. Whether you're developing a high-performance application in Cpp, an automation bot in Python, or a robust SQL-backed system, having an experienced developer can significantly impact your project’s success. I offer comprehensive programming services across multiple languages including C++, C, Java, Python, along with bot scripting and SQL database development.
Programming Services Overview
C++ and C Development
C and C++ are foundational languages used in system-level programming, game development, embedded systems, and performance-critical applications.
What I Offer:
Desktop applications (Windows/Linux)
Embedded systems and firmware
Performance optimization and memory management
Algorithm development and implementation
Custom data structures and low-level system control
Use Case Example: Creating a real-time financial data parser in C++ for high-frequency trading.
Java Application Development
Java is a widely-used object-oriented language suitable for cross-platform applications, Android apps, and enterprise systems.
What I Offer:
Java GUI desktop apps (JavaFX/Swing)
Web backend systems (Spring Boot)
Android application development
RESTful API development
Multi-threaded server applications
Use Case Example: Building a Java-based inventory management system with MySQL integration.
Python Scripting and Bot Development
Python is ideal for automation, AI/ML, scripting, and rapid development.
What I Offer:
Automation scripts (file processing, web scraping, Excel/CSV processing)
Custom bots (Telegram, Discord, trading bots)
API integrations (REST, WebSocket)
Flask/Django web apps
Data analysis and visualization
Use Case Example: A Python bot that automatically scrapes competitor prices and updates an internal database in real time.
SQL Database Design and Development
Every application needs a solid database. I specialize in designing optimized, scalable, and secure SQL databases.
What I Offer:
Relational database design (MySQL, PostgreSQL, SQLite)
Stored procedures and triggers
Complex query optimization
Data migration and transformation
Integration with front-end/back-end applications
Use Case Example: Designing a normalized PostgreSQL database for an e-commerce platform with 10,000+ daily transactions.
Why Hire Me as a Full-Stack Developer?
Cross-Language Expertise
I bridge the gap between low-level and high-level programming. Whether it’s memory-efficient code in C or rapid prototyping in Python, I choose the right language for the job.
Scalable and Maintainable Code
I write clean, well-documented, modular code that’s easy to scale and maintain, reducing future costs and technical debt.
Security and Performance
Security best practices (such as input validation, encryption, and safe API design) are integrated from the start. I also focus on optimizing code performance at every layer.
End-to-End Development
From front-end UIs to back-end logic and database architecture, I can manage entire projects or collaborate on specific components.
Tools and Technologies I Work With
Languages: C, C++, Java, Python, SQL Frameworks: Spring Boot, Django, Flask Databases: MySQL, PostgreSQL, SQLite Tools: Git, Docker, VSCode, IntelliJ IDEA APIs: REST, WebSocket, Telegram, Discord, OpenAI, Firebase Platforms: Windows, Linux, Android
Example Projects I Can Develop
Custom Bots
Telegram bots for customer support or notifications
Discord moderation and music bots
Stock or crypto trading bots using API integrations
Web Scrapers and Automators
Data scraping from websites and conversion to Excel/CSV
Job scraping and automated email alerts
Task automation for system admins
Full-Fledged Software Systems
Point of sale (POS) systems
School or hospital management apps
CRM dashboards with analytics
Game Development Utilities
C++ physics engines or scripting tools
Java-based mini-games or game launchers
Python game bots (for automation or AI testing)
FAQs
Q1: What languages do you specialize in the most? A: I have professional experience in C++, C, Java, Python, and SQL. My choice depends on the project’s requirements.
Q2: Can you help fix bugs in existing projects? A: Yes, I offer bug fixing, code reviews, and performance optimization for existing codebases.
Q3: Do you offer documentation and source code? A: Absolutely. Every project is delivered with clean, well-commented source code and optional documentation if needed.
Q4: What’s your typical delivery time? A: It depends on the complexity, but I provide clear timelines after evaluating the scope. Small scripts: 1–3 days; full apps: 1–3 weeks.
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Best Python Course in Jalandhar
Learn Python with the Best Python Course in Jalandhar – Techcadd In today’s digital era, programming has become a crucial skill, and Python is one of the most popular and beginner-friendly programming languages in the world. Whether you're a student, working professional, or job seeker, learning Python can open doors to a wide range of career opportunities in fields like web development, data science, automation, artificial intelligence, and more. If you’re looking for the best Python course in Jalandhar, Techcadd offers a practical, career-focused training program designed to help you master Python from the ground up.
Why Choose Python? Python is known for its simplicity and it is beginner friendly language and it has powerful libraries. It is widely used by companies like Google, Instagram, Netflix, and Facebook for everything from backend development to machine learning. Python has a clean syntax, which makes it easy for beginners to learn, yet it’s powerful enough for advanced developers to build complex applications.
Python finds its applications in a wide range of fields, including:
Web Development (using Django, Flask)
Data Science and Machine Learning
Scripting and Automation
Game Development
App Development
Due to its high demand, learning Python can significantly boost your career and earning potential.
Why Techcadd Offers the Best Python Course in Jalandhar Techcadd is a trusted name in Jalandhar when it comes to quality IT and digital training. The institute is known for its hands-on, practical approach to teaching, and its Python course in Jalandhar is no exception. Here’s why Techcadd stands out:
1. Beginner to Advanced Curriculum The course starts from the very basics of Python – including variables, loops, conditionals, and functions – and gradually moves into advanced concepts like object-oriented programming (OOP), file handling, modules, and working with databases. Students also get exposure to real-world applications like web scraping, automation, and basic data analysis.
2. Project-Based Learning Techcadd focuses on practical learning through real-time projects. Students create Python programs and scripts that solve real-world problems. These projects help build a strong portfolio and boost confidence for job interviews.
3. Experienced Trainers The course is led by industry professionals who have years of experience in software development and teaching. They provide personalized guidance and clear explanations that help students learn efficiently.
4. Affordable & Flexible Techcadd’s Python course in Jalandhar is both affordable and flexible, with weekend and evening batches available for students and working professionals.
5. Placement Support After course completion, students receive placement assistance, resume building tips, and interview preparation to help them land jobs in the IT industry.
Who Should Join? College students looking to learn coding
Individuals from non-tech backgrounds looking to transition into the technology industry
Independent professionals looking to provide automation solutions or Python-powered services
Anyone passionate about learning programming
🔗 Enroll Today If you’re serious about learning Python and building a successful tech career, don’t wait. Join the best Python course in Jalandhar at Techcadd and take the first step toward your future.
Click here to explore the full course: https://techcadd.com/best-web-development-course-in-jalandhar.php
#python#programming#python course#coding#pythonprogramming#pythoncode#pythonforbeginners#learnpython
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Why Modern Businesses Prefer Python Software Development Services
In today’s technology-driven economy, software development is no longer just a support function—it’s a strategic driver of innovation, efficiency, and revenue growth. And among the many programming languages powering this digital evolution, Python has emerged as a clear favorite.
From machine learning models to cloud-native applications, businesses across industries are choosing Python software development services to build high-performance digital products. But what makes Python so popular, and why are companies turning to service providers like CloudAstra for expert development?
This article explores the benefits of Python, the business use cases it powers, and how to find the right development partner to unlock its full potential.
1. Why Python Is a Top Choice for Modern Software Projects
Python’s syntax is clean, concise, and beginner-friendly—yet powerful enough for enterprise-level use. It’s consistently ranked among the top programming languages in the world for several key reasons:
Versatility: Python can be used for web apps, APIs, automation, data science, machine learning, IoT, and more.
Extensive Libraries: Tools like Django, FastAPI, Pandas, NumPy, and TensorFlow allow developers to build complex features quickly.
Community Support: With one of the largest open-source communities, Python ensures easy access to documentation, plugins, and continuous updates.
Cross-platform Compatibility: Python-based software runs smoothly across platforms and devices, making deployment faster and simpler.
The result? Faster time to market, lower development costs, and scalable codebases—all through efficient Python software development services.
2. Use Cases That Are Perfect for Python
Python isn’t just a tech trend—it’s a business enabler. Companies across healthcare, finance, education, and eCommerce are choosing Python software development services for:
Custom Web Applications Build high-performance apps using Django or Flask that scale with your user base.
API & Microservices Development Use Python frameworks like FastAPI to build lightweight, secure, and high-speed APIs.
Data Analysis & Visualization Integrate powerful data processing capabilities into dashboards and analytics tools.
AI & Machine Learning With libraries like Scikit-learn, TensorFlow, and PyTorch, Python is the go-to language for intelligent features and automation.
Process Automation Automate internal workflows, web scraping, testing pipelines, and backend processes effortlessly.
Whether you're a startup validating an MVP or an enterprise building a cloud-based SaaS platform, Python software development services provide the technical flexibility you need.
3. Why Outsource Python Development?
Building in-house teams can be costly, especially when you need specialized skills or rapid delivery. Outsourcing to a trusted partner allows you to:
Access pre-vetted developers with Python expertise
Scale up or down based on your project needs
Save time on hiring, onboarding, and training
Focus on product strategy while your tech stack is handled by pros
This is why many companies prefer working with external teams like CloudAstra, who offer full-cycle Python software development services tailored to your business goals.
4. What Sets CloudAstra Apart?
At CloudAstra, our team delivers production-grade Python software for global startups, SMBs, and enterprises. Here’s what makes us different:
Backend Specialists: We use Django, FastAPI, Flask, and SQLAlchemy to build secure, scalable, and maintainable systems.
Frontend Integration: Our Python solutions integrate seamlessly with React, Vue.js, and Next.js for end-to-end applications.
DevOps Ready: CI/CD pipelines, Docker containers, Kubernetes clusters—we handle full infrastructure and deployment.
Cloud Native: AWS, GCP, or Azure—we architect cloud-ready apps from day one.
Whether you’re building a new product or modernizing legacy systems, our Python software development services provide the architecture, execution, and post-launch support you need to succeed.
5. How to Choose the Right Python Development Partner
Here’s a checklist to help you identify the right vendor:
Proven track record with Python projects Transparent pricing and project scope End-to-end support—from architecture to deployment Code quality assurance, testing, and DevOps automation Flexible engagement models (fixed cost, hourly, dedicated teams)
CloudAstra meets all of these criteria—and goes further by embedding business strategy into every project phase. We're not just developers—we're your partners in growth.
6. Final Thoughts
Python is more than a programming language—it's the engine behind modern business software. Choosing the right Python software development services can help you launch faster, scale confidently, and innovate without limits.
If you’re ready to build a secure, scalable, and smart digital product, CloudAstra’s Python development services are here to help. Book a consultation with our team and let’s bring your vision to life.
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Captcha Solver: What It Is and How It Works
CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) is a common online security tool used to block bots and verify that a user is human. While useful for cybersecurity, CAPTCHAs can be frustrating and time-consuming—especially for people with disabilities, or when they appear too frequently. This is where Captcha Solver come in, offering solutions that can bypass or automate CAPTCHA challenges.
What is a Captcha Solver?
A Captcha Solver is a tool, software, or service that automatically solves CAPTCHA challenges—such as identifying objects in images, typing distorted text, or checking a box labeled “I’m not a robot.” These solvers are used for different purposes, both legitimate and illegitimate.
There are two main types:
Automated Captcha Solvers – These use AI, OCR (optical character recognition), and machine learning to analyze and solve CAPTCHAs without human intervention.
Human-Based Captcha Solvers – These services outsource CAPTCHA solving to real people (often paid workers) who solve them in real time.
How Do Captcha Solvers Work?
Captcha Solvers typically work through one of the following methods:
AI and Image Recognition: For image-based CAPTCHAs (e.g., “Click all squares with traffic lights”), AI algorithms are trained to recognize and respond correctly.
OCR for Text-Based CAPTCHAs: For CAPTCHAs that involve reading distorted text, OCR software can interpret and convert the images into readable text.
Browser Extensions and Bots: Some solvers are embedded into bots or browser extensions that automatically detect and bypass CAPTCHA fields.
API Integration: Many commercial solvers offer APIs that developers can plug into scripts or apps, allowing automated CAPTCHA resolution.
Legitimate Uses of Captcha Solvers
Not all uses of CAPTCHA solvers are unethical. Legitimate scenarios include:
Accessibility: People with visual or motor impairments may use CAPTCHA solvers to access websites and services.
Testing Automation: Developers and QA testers use solvers during automated testing of web applications that include CAPTCHA barriers.
Data Collection: Companies that collect public data (like for SEO or research) may use solvers to streamline the process while complying with terms of use.
Risks and Ethical Concerns
However, CAPTCHA solvers are also used for unethical or illegal activities, such as:
Spam Bots: Bypassing CAPTCHA to post spam on forums, social media, or comment sections.
Credential Stuffing: Automating login attempts with stolen credentials.
Web Scraping Violations: Bypassing site protections to extract large amounts of data without permission.
Using CAPTCHA solvers against a site's terms of service can lead to IP bans, legal consequences, or security breaches.
Conclusion
Captcha Solver are a double-edged sword. They offer convenience and accessibility in some cases but can also enable abuse and automation for malicious purposes. As AI continues to evolve, so will CAPTCHA and its solvers—sparking an ongoing cat-and-mouse game between cyber defense and those trying to bypass it. For ethical users, it’s crucial to use these tools responsibly and only where permitted.
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From Classroom to Code: Real-World Projects Every Computer Science Student Should Try

One of the best colleges in Jaipur, which is Arya College of Engineering & I.T. They transitioning from theoretical learning to hands-on coding is a crucial step in a computer science education. Real-world projects bridge this gap, enabling students to apply classroom concepts, build portfolios, and develop industry-ready skills. Here are impactful project ideas across various domains that every computer science student should consider:
Web Development
Personal Portfolio Website: Design and deploy a website to showcase your skills, projects, and resume. This project teaches HTML, CSS, JavaScript, and optionally frameworks like React or Bootstrap, and helps you understand web hosting and deployment.
E-Commerce Platform: Build a basic online store with product listings, shopping carts, and payment integration. This project introduces backend development, database management, and user authentication.
Mobile App Development
Recipe Finder App: Develop a mobile app that lets users search for recipes based on ingredients they have. This project covers UI/UX design, API integration, and mobile programming languages like Java (Android) or Swift (iOS).
Personal Finance Tracker: Create an app to help users manage expenses, budgets, and savings, integrating features like OCR for receipt scanning.
Data Science and Analytics
Social Media Trends Analysis Tool: Analyze data from platforms like Twitter or Instagram to identify trends and visualize user behavior. This project involves data scraping, natural language processing, and data visualization.
Stock Market Prediction Tool: Use historical stock data and machine learning algorithms to predict future trends, applying regression, classification, and data visualization techniques.
Artificial Intelligence and Machine Learning
Face Detection System: Implement a system that recognizes faces in images or video streams using OpenCV and Python. This project explores computer vision and deep learning.
Spam Filtering: Build a model to classify messages as spam or not using natural language processing and machine learning.
Cybersecurity
Virtual Private Network (VPN): Develop a simple VPN to understand network protocols and encryption. This project enhances your knowledge of cybersecurity fundamentals and system administration.
Intrusion Detection System (IDS): Create a tool to monitor network traffic and detect suspicious activities, requiring network programming and data analysis skills.
Collaborative and Cloud-Based Applications
Real-Time Collaborative Code Editor: Build a web-based editor where multiple users can code together in real time, using technologies like WebSocket, React, Node.js, and MongoDB. This project demonstrates real-time synchronization and operational transformation.
IoT and Automation
Smart Home Automation System: Design a system to control home devices (lights, thermostats, cameras) remotely, integrating hardware, software, and cloud services.
Attendance System with Facial Recognition: Automate attendance tracking using facial recognition and deploy it with hardware like Raspberry Pi.
Other Noteworthy Projects
Chatbots: Develop conversational agents for customer support or entertainment, leveraging natural language processing and AI.
Weather Forecasting App: Create a user-friendly app displaying real-time weather data and forecasts, using APIs and data visualization.
Game Development: Build a simple 2D or 3D game using Unity or Unreal Engine to combine programming with creativity.
Tips for Maximizing Project Impact
Align With Interests: Choose projects that resonate with your career goals or personal passions for sustained motivation.
Emphasize Teamwork: Collaborate with peers to enhance communication and project management skills.
Focus on Real-World Problems: Address genuine challenges to make your projects more relevant and impressive to employers.
Document and Present: Maintain clear documentation and present your work effectively to demonstrate professionalism and technical depth.
Conclusion
Engaging in real-world projects is the cornerstone of a robust computer science education. These experiences not only reinforce theoretical knowledge but also cultivate practical abilities, creativity, and confidence, preparing students for the demands of the tech industry.
Source: Click here
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Beyond the Books: Real-World Coding Projects for Aspiring Developers
One of the best colleges in Jaipur, which is Arya College of Engineering & I.T. They transitioning from theoretical learning to hands-on coding is a crucial step in a computer science education. Real-world projects bridge this gap, enabling students to apply classroom concepts, build portfolios, and develop industry-ready skills. Here are impactful project ideas across various domains that every computer science student should consider:
Web Development
Personal Portfolio Website: Design and deploy a website to showcase your skills, projects, and resume. This project teaches HTML, CSS, JavaScript, and optionally frameworks like React or Bootstrap, and helps you understand web hosting and deployment.
E-Commerce Platform: Build a basic online store with product listings, shopping carts, and payment integration. This project introduces backend development, database management, and user authentication.
Mobile App Development
Recipe Finder App: Develop a mobile app that lets users search for recipes based on ingredients they have. This project covers UI/UX design, API integration, and mobile programming languages like Java (Android) or Swift (iOS).
Personal Finance Tracker: Create an app to help users manage expenses, budgets, and savings, integrating features like OCR for receipt scanning.
Data Science and Analytics
Social Media Trends Analysis Tool: Analyze data from platforms like Twitter or Instagram to identify trends and visualize user behavior. This project involves data scraping, natural language processing, and data visualization.
Stock Market Prediction Tool: Use historical stock data and machine learning algorithms to predict future trends, applying regression, classification, and data visualization techniques.
Artificial Intelligence and Machine Learning
Face Detection System: Implement a system that recognizes faces in images or video streams using OpenCV and Python. This project explores computer vision and deep learning.
Spam Filtering: Build a model to classify messages as spam or not using natural language processing and machine learning.
Cybersecurity
Virtual Private Network (VPN): Develop a simple VPN to understand network protocols and encryption. This project enhances your knowledge of cybersecurity fundamentals and system administration.
Intrusion Detection System (IDS): Create a tool to monitor network traffic and detect suspicious activities, requiring network programming and data analysis skills.
Collaborative and Cloud-Based Applications
Real-Time Collaborative Code Editor: Build a web-based editor where multiple users can code together in real time, using technologies like WebSocket, React, Node.js, and MongoDB. This project demonstrates real-time synchronization and operational transformation.
IoT and Automation
Smart Home Automation System: Design a system to control home devices (lights, thermostats, cameras) remotely, integrating hardware, software, and cloud services.
Attendance System with Facial Recognition: Automate attendance tracking using facial recognition and deploy it with hardware like Raspberry Pi.
Other Noteworthy Projects
Chatbots: Develop conversational agents for customer support or entertainment, leveraging natural language processing and AI.
Weather Forecasting App: Create a user-friendly app displaying real-time weather data and forecasts, using APIs and data visualization.
Game Development: Build a simple 2D or 3D game using Unity or Unreal Engine to combine programming with creativity.
Tips for Maximizing Project Impact
Align With Interests: Choose projects that resonate with your career goals or personal passions for sustained motivation.
Emphasize Teamwork: Collaborate with peers to enhance communication and project management skills.
Focus on Real-World Problems: Address genuine challenges to make your projects more relevant and impressive to employers.
Document and Present: Maintain clear documentation and present your work effectively to demonstrate professionalism and technical depth.
Conclusion
Engaging in real-world projects is the cornerstone of a robust computer science education. These experiences not only reinforce theoretical knowledge but also cultivate practical abilities, creativity, and confidence, preparing students for the demands of the tech industry.
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Application Security in 2025: Trends, Threats, and How EDSPL Stays Ahead

Introduction: The Evolution of Application Security
In 2025, the digital ecosystem is more complex, interconnected, and vulnerable than ever before. With businesses relying heavily on applications—web-based, cloud-native, and mobile—the need for robust application security has shifted from a technical necessity to a business imperative. It’s no longer just about protecting code; it’s about safeguarding business continuity, brand trust, and customer confidence.
At EDSPL, we understand this shift deeply. Our approach to application security isn’t just reactive—it’s proactive, adaptive, and future-ready.
Section 1: What Makes Application Security Crucial in 2025?
1.1 Applications Are the New Perimeter
In today’s hyper-connected world, traditional network security boundaries have dissolved. Applications now form the first line of defense. From customer-facing portals to backend APIs, every interaction point becomes a potential attack surface.
1.2 Compliance and Privacy Regulations Have Tightened
Regulations like GDPR, DPDP Bill (India), and PCI DSS 4.0 require organizations to ensure airtight application security. Non-compliance leads not just to penalties but to reputational damage that’s hard to reverse.
1.3 The Rise of AI-Powered Attacks
In 2025, threat actors are leveraging AI to identify vulnerabilities, mimic legitimate behavior, and exploit applications with alarming precision.
1.4 DevSecOps Is Now a Norm
Security is now baked into every phase of development. The shift-left approach means security testing starts from the first line of code—not after deployment.
Section 2: Major Application Security Threats in 2025
2.1 API Exploits and Abuse
With the API economy booming, attackers are now targeting APIs to manipulate data, gain unauthorized access, or trigger business logic flaws.
2.2 Supply Chain Attacks
Third-party libraries and open-source components are essential—but also risky. Attackers are compromising dependencies to infiltrate the software supply chain.
2.3 Zero-Day Vulnerabilities
In 2025, zero-day attacks are increasingly commoditized. Exploits are now available in underground markets almost as soon as the vulnerabilities are discovered.
2.4 Business Logic Attacks
Sophisticated attackers are bypassing technical safeguards and targeting the logic of the application—like checkout manipulation or data scraping—exploiting how the app is intended to function.
2.5 Credential Stuffing & Session Hijacking
Stolen credentials, combined with automation tools, allow attackers to bypass login systems and hijack user sessions, especially in SaaS and mobile apps.
Section 3: Key Trends Shaping Application Security in 2025
3.1 Shift-Left and DevSecOps Integration
Security now begins in the IDE. Tools like SAST, DAST, and SCA are being embedded into the CI/CD pipeline.
3.2 Runtime Protection with RASP
Runtime Application Self-Protection (RASP) enables applications to detect and block threats in real-time.
3.3 Cloud Security with CNAPP
With the rise of containers, cloud security platforms like CNAPP are essential to protect applications deployed across multi-cloud environments.
3.4 Zero Trust for Applications
Zero Trust Architecture is now being applied at the application layer—verifying every user, request, and transaction regardless of origin or trust level.
3.5 AI-Augmented Security Testing
AI tools now simulate sophisticated attacks, discover hidden vulnerabilities, and prioritize issues based on business risk.
Section 4: How EDSPL Secures Applications Better Than Anyone Else
At EDSPL, application security is not a product—it’s a philosophy. Here's how we approach it differently:
4.1 Holistic Security from Code to Cloud
Whether it’s a legacy application or a modern microservice, our security framework protects it at every layer—code, infrastructure, API, and user interaction.
We integrate secure development into our core Services.
4.2 Tailored Security Architecture for Each Client
From healthcare apps to fintech platforms, EDSPL creates custom security frameworks. We even align your tech with your Background Vision for better digital growth.
4.3 API Shielding with Rate Limiting and Access Controls
OAuth2, schema validation, and other controls protect your APIs.
4.4 Advanced Testing Methodologies
Includes VAPT, SAST, DAST, and Red Teaming—all part of our managed services.
4.5 Integration with SIEM and SOC
We plug apps into our Security Operations Center and log correlation tools to monitor 24/7.
Section 5: How EDSPL Stays Future-Ready
5.1 Threat Intelligence and Training
From bug bounty testing to managed and maintenance services, we ensure every app remains resilient.
5.2 AI-Powered Risk Modelling
We proactively simulate attack patterns using AI tools to find weaknesses early.
5.3 End-to-End Visibility
Our integrated dashboards cover everything—from routing to compute, storage, and backup.
Section 6: Case Study – Real World Impact
A client’s exposed dev API resulted in a breach. Within 48 hours:
We audited the app
Secured its API gateways
Hardened data center switching
Integrated CI/CD with our SOC
Since then, their app has passed all compliance audits.
Section 7: The EDSPL Advantage
🛡 24x7 SOC
🔒 Encrypted Endpoints
⚙️ Customizable Mobility and Switching
📊 Transparent reporting
🤝 Seamless support—just Reach Us or Get In Touch
Conclusion
Application Security in 2025 demands more than vigilance—it requires vision. With EDSPL, you get both.
Don’t wait for a breach. Fortify now.
📞 Call: +91-9873117177 📧 Email: [email protected] 🌐 www.edspl.net
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Top Programming Languages to Learn for Freelancing in India

The gig economy in India is blazing a trail and so is the demand for skilled programmers and developers. Among the biggest plus points for freelancing work is huge flexibility, independence, and money-making potential, which makes many techies go for it as a career option. However, with the endless list of languages available to choose from, which ones should you master to thrive as a freelance developer in India?
Deciding on the language is of paramount importance because at the end of the day, it needs to get you clients, lucrative projects that pay well, and the foundation for your complete freelance career. Here is a list of some of the top programming languages to learn for freelancing in India along with their market demand, types of projects, and earning potential.
Why Freelance Programming is a Smart Career Choice
Let's lay out really fast the benefits of freelance programmer in India before the languages:
Flexibility: Work from any place, on the hours you choose, and with the workload of your preference.
Diverse Projects: Different industries and technologies put your skills to test.
Increased Earning Potential: When most people make the shift toward freelancing, they rapidly find that the rates offered often surpass customary salaries-with growing experience.
Skill Growth: New learning keeps on taking place in terms of new technology and problem-solving.
Autonomy: Your own person and the evolution of your brand.
Top Programming Languages for Freelancing in India:
Python:
Why it's great for freelancing: Python's versatility is its superpower. It's used for web development (Django, Flask), data science, machine learning, AI, scripting, automation, and even basic game development. This wide range of applications means a vast pool of freelance projects. Clients often seek Python developers for data analysis, building custom scripts, or developing backend APIs.
Freelance Project Examples: Data cleaning scripts, AI model integration, web scraping, custom automation tools, backend for web/mobile apps.
JavaScript (with Frameworks like React, Angular, Node.js):
Why it's great for freelancing: JavaScript is indispensable for web development. As the language of the internet, it allows you to build interactive front-end interfaces (React, Angular, Vue.js) and powerful back-end servers (Node.js). Full-stack JavaScript developers are in exceptionally high demand.
Freelance Project Examples: Interactive websites, single-page applications (SPAs), e-commerce platforms, custom web tools, APIs.
PHP (with Frameworks like Laravel, WordPress):
Why it's great for freelancing: While newer languages emerge, PHP continues to power a significant portion of the web, including WordPress – which dominates the CMS market. Knowledge of PHP, especially with frameworks like Laravel or Symfony, opens up a massive market for website development, customization, and maintenance.
Freelance Project Examples: WordPress theme/plugin development, custom CMS solutions, e-commerce site development, existing website maintenance.
Java:
Why it's great for freelancing: Java is a powerhouse for enterprise-level applications, Android mobile app development, and large-scale backend systems. Many established businesses and startups require Java expertise for robust, scalable solutions.
Freelance Project Examples: Android app development, enterprise software development, backend API development, migration projects.
SQL (Structured Query Language):
Why it's great for freelancing: While not a full-fledged programming language for building applications, SQL is the language of databases, and almost every application relies on one. Freelancers proficient in SQL can offer services in database design, optimization, data extraction, and reporting. It often complements other languages.
Freelance Project Examples: Database design and optimization, custom report generation, data migration, data cleaning for analytics projects.
Swift/Kotlin (for Mobile Development):
Why it's great for freelancing: With the explosive growth of smartphone usage, mobile app development remains a goldmine for freelancers. Swift is for iOS (Apple) apps, and Kotlin is primarily for Android. Specializing in one or both can carve out a lucrative niche.
Freelance Project Examples: Custom mobile applications for businesses, utility apps, game development, app maintenance and updates.
How to Choose Your First Freelance Language:
Consider Your Interests: What kind of projects excite you? Web, mobile, data, or something else?
Research Market Demand: Look at popular freelance platforms (Upwork, Fiverr, Freelancer.in) for the types of projects most requested in India.
Start with a Beginner-Friendly Language: Python or JavaScript is an excellent start due to their immense resources and helpful communities.
Focus on a Niche: Instead of trying to learn everything, go extremely deep on one or two languages within a domain (e.g., Python for data science, JavaScript for MERN stack development).
To be a successful freelance programmer in India, technical skills have to be combined with powerful communication, project management, and self-discipline. By mastering either one or all of these top programming languages, you will be set to seize exciting opportunities and project yourself as an independent professional in the ever-evolving digital domain.
Contact us
Location: Bopal & Iskcon-Ambli in Ahmedabad, Gujarat
Call now on +91 9825618292
Visit Our Website: http://tccicomputercoaching.com/
#Freelance Programming#Freelance India#Programming Languages#Coding for Freelancers#Learn to Code#Python#JavaScript#Java#PHP#SQL#Mobile Development#Freelance Developer#TCCI Computer Coaching
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The Role of Web Application Firewalls (WAFs) in Security

Hey there, website owners and tech enthusiasts! If you’re running a website, keeping it safe from hackers is probably high on your list. One tool that’s a game-changer difference in web security is a Web Application Firewall, or WAF. As someone who’s seen the internet’s wild side, I’m here to explain what WAFs do, why they’re awesome, and how they protect your site. Let’s keep it simple and friendly with, backed by practical tips for 2025.
What Is a Web Application Firewall?
A WAF is like a security guard standing between your website and the internet, checking every visitor before they get in. It filters and monitors traffic to block harmful stuff—like malicious code or sneaky attacks��while letting legit users through. Unlike regular firewalls that focus on network-level threats, WAFs zero in on web application vulnerabilities, like those pesky form submissions or URL tricks. A 2024 OWASP report says 60% of web apps face attacks a WAF can stop, making them a must-have.
For example, a Bhubaneswar online store might use a WAF to protect its checkout page from hackers trying to steal card details. A website design and development company in India often sets up WAFs to keep client sites secure and trustworthy.
Why WAFs Are a Big Deal
Hackers love targeting websites because they’re often packed with user data, like emails or payment info. A WAF stops common attacks, like SQL injection (where attackers mess with your database), Cross-Site Scripting (XSS), and DDoS (flooding your site to crash it). A 2024 Verizon Data Breach Report found 35% of breaches hit web apps, and WAFs could’ve prevented half of them.
Without a WAF, a Bhubaneswar blog could lose readers if hackers deface it, or an e-commerce site might leak customer data, tanking its reputation. Plus, India’s Digital Personal Data Protection Act (DPDPA) demands strong security, so WAFs help you stay legal. For businesses, partnering with a website design and development company in India ensures a WAF is part of your security plan.
How WAFs Work
Think of a WAF as a super-smart bouncer. It checks every request to your website—like a login or search—against a set of rules. If something looks fishy, like code in a comment field, it blocks it. WAFs can be hardware, software, or cloud-based, with cloud options like Cloudflare being popular for their ease. A 2024 Gartner study says 70% of businesses now use cloud WAFs for flexibility.
WAFs use:
Rule-based filtering: Pre-set rules catch known attack patterns, like SQL injection.
Behavioral analysis: Spotting odd behavior, like 1,000 login attempts in a minute.
Machine learning: Learning new threats over time to stay sharp.
For instance, a Bhubaneswar travel site might use a WAF to block a bot trying to scrape its booking form, keeping real users safe.
Practical Ways to Use WAFs
Ready to add a WAF to your site? Here’s a straightforward plan to make it work, based on what pros do.
1. Choose the Right WAF
Pick a WAF that fits your needs. Cloud-based WAFs like AWS WAF or Sucuri are great for small businesses because they’re easy to set up and affordable. Larger sites might need custom solutions. A 2024 TechRadar review says Cloudflare’s WAF is top-rated for its balance of cost and power.
2. Set Up Strong Rules
Configure your WAF with rules to catch common attacks. Most providers offer default settings for XSS or SQL injection. A website design and development company in India can fine-tune these rules to match your site’s traffic, like blocking suspicious IPs targeting your Bhubaneswar audience.
3. Monitor and Tweak
WAFs aren’t set-it-and-forget-it. Check logs to see what’s being blocked and adjust rules to avoid false positives (like blocking real users). A 2024 Snyk study says 65% of WAFs need weekly tweaks to stay effective. Tools like AWS WAF include dashboards for easy monitoring.
4. Combine with Other Security
A WAF is awesome, but it’s not a solo act. Use HTTPS for encryption, keep software updated, and scan for vulnerabilities with tools like OWASP ZAP. A 2024 Synopsys report found layered security cuts breach risks by 50%.
5. Test Regularly
Run penetration tests to see if your WAF holds up. Hire a security pro or use tools like Burp Suite to simulate attacks. A 2024 Patchstack study says 20% of sites fail without regular testing.
Why This Matters in 2025
India’s online population hit 900 million in 2024, per Statista, and cyberattacks are spiking. WAFs are a frontline defense, protecting your site and users from costly breaches. For Bhubaneswar businesses, a secure site builds trust and keeps customers coming back. With cybercrime costs projected to hit $10.5 trillion globally by 2025, per Cybersecurity Ventures, WAFs are a smart investment.Ready to secure your site? Pick a WAF, set strong rules, monitor traffic, layer your security, and test often. If you need help, a website design and development company in India get you started. Keep hackers out, and let your website thrive safely!
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