Centizen, Inc.

?? ?????????????????? ???????? ???????????????? ???????? ????????????????'?? ???????????????????? ???? ??????????????????! ?? Excitement is in the air at Centizen as we continue to revolutionize the IT staffing and software development landscape! With a legacy of over 20 years, we're proud to lead the way in delivering cutting-edge ???? ???????????????? ?????????????????? ?????? ?????????????? ???????????????? ?????????????????????? ???????????????? that drive real business transformation. ?? Dive into the future with us and see how your business can soar to new heights! ?? ? ?????? ??????????????????: ???????????? ???????? ????????????????: Find the best talent with our competitive ????-????% ??????. We specialize in ????????????, ??????????????, ?????? ????????????????-????-???????? ???????????????? ?????????????????? ???????????? ?????? ??????. ???????????? ???????????????????? ???????? ??????????: Scale your team with remote, ????????-???????? ???? ??????????????????????????, ???????????????? ???? ???????????? ???????? ???? $????,?????? - $????,?????? ??????. ?????? ?????? ?????????????????? ?????? ????????, ?????????????? ???? ???????? ???????? ????????, ?????????????? ?????? ???????????????? ???? ???? ???????????? ???? ??????????. ?? ?????? ????????????????? ?????? ?????????????? ???? ?????????????????? ???? ????????????????, ?????????? ????????????????????????, ?????????????????? ??????????, ???????????????? ????????????????, ???????????? ???????????????? ??????????????????????, ?????? ???????? ??????????????????. ???????????? ??????????????????: Proud partners with leading companies. ?????????????????????????? ??????????????: From ????, ????, ?????????? ??????????????????, ???? ???????? ??????????????, ?????? ?????????? ?????????????????? ???????????? ???? ??????. ???????????????????? ???????? ????????????????: ?????????????????? ?????? ??????????, our flagship solutions, are setting new standards in e-commerce and payroll/workforce management. ?? Let's Innovate Together! ?? Join us in shaping the future of IT solutions. Whether you're looking to ?????????? ???????? ???????? ???????? ??????-?????????? ???? ?????????????????????????? ???? ?????????????? ???????????? ???????????????? ?????????????????????? ????????????????, Centizen is your go-to partner. #Centizen #ITStaffing #SoftwareDevelopment #RemoteWork #SaaS #Innovation #TechTalent #GlobalSolutions

?? Top 23 Key AI Terms & What They Mean for CIOs & Business Leaders Navigating the world of generative AI comes with its own vocabulary. Here’s a quick rundown of the top AI terms every business leader should know for strategic and operational success. ?? Agentic Systems: Autonomous AI agents collaborating on tasks. ?? Alignment: Ensuring AI systems align with company values. ?? Black Box: When a model’s decision-making is hidden. ?? Context Window: Defines how much text or data an AI model can process at once. ?? Distillation: Making smaller, efficient versions of larger models. ?? Embeddings: Data representations that group similar items. ?? Fine-Tuning: Customizing a pre-trained model with specific data. ?? Foundation Models: Large models used as the base for various tasks. ??? Grounding: Providing AI with specific data for accurate responses. ?? Hallucinations: False or misleading answers from AI. ?? Human in the Loop: Adding human oversight to AI outputs. ?? Inference: The process of using trained models for responses. ?? Jailbreaking: Circumventing an AI's safety guardrails. ?? Large Language Model (LLM): Massive models like ChatGPT for complex tasks. ?? Multimodal AI: Models handling various data types (text, images, audio). ?? Prompt: The question or instruction given to an AI. ???? Prompt Engineering: Crafting prompts to get better results. ?? Retrieval Augmented Generation (RAG): Adding data to enhance response accuracy. ?? Responsible AI: Ethical, fair, and transparent AI. ?? Small Language Model: Smaller, cost-effective models for targeted tasks. ?? Synthetic Data: Artificial data for model training. ?? Vector Database: Storing data for fast, context-based AI responses. ??? Zero-Shot Prompting: Using AI without examples for guidance. ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #AI #GenerativeAI #CIO #BusinessTransformation #TechInnovation #AITrends #MachineLearning #DataScience #EnterpriseAI #DigitalTransformation #Centizen #ZenBasket

??????-???????????? ????????????????: ?????????? ?????????????? ???????? ?????? ?????????????????? ???????? ???????? In the tech world, we often rely on structured, step-by-step paths to solve problems. But what if a bit of flexible thinking could open doors we didn’t know existed? Here’s how small shifts in perspective can lead to big improvements in your career and life: ?? ???? ???????????? ?????? ?????????????????? – Instead of just ticking off tasks, think about the impact of each action. Stay flexible, and be open to finding new ways to reach your goals. ?? ?????? ???????????????? ???????? ??????????????-?????????????? – Challenges don’t always have one solution. Look for ideas in other fields and don’t be afraid to consider “unusual” options. ?? ?????????????? ?????????????????? ?????????? – Non-linear thinkers see connections between ideas that seem unrelated. Try linking insights from different projects, teams, or industries for new solutions. ?? ?????? ???????????????? ???? ???????????? – Setbacks aren’t failures; they’re lessons. Use them to strengthen your approach and prepare for future challenges. ?? ???????? ???????? ???? ?????? ?????????? – Tech is always changing. Being open-minded helps you adapt and spot opportunities others might miss. ?? ?????????????? ?????????????????? – Take time to think about what’s working and what isn’t. Reflection helps us make smarter choices and achieve long-term success. ??????-???????????? ???????????????? ??????’?? ?????????? ???????????? ??????????????????—????’?? ?????????? ???????????? ?????????????????????? ?????? ???????????????????? ???? ?????? ?????? ???? ???????? ?????? ????????. Embrace these small shifts, and watch how they lead to unexpected opportunities! #Innovation #TechCareers #Leadership #GrowthMindset #NonlinearThinking

?? ?????????? ?????????????? ?????????? ???????????? ???? ,??????????????’ ?????????????? – ?????????????? ???????????????????? ?????? ??????????! A malware campaign known as "perfctl" has infected millions of Linux servers over the past 3-4 years, exploiting misconfigurations and leveraging rootkits, cryptominers, and proxyjacking tools. Here’s what every IT pro and security enthusiast needs to know: ?????? ????????????: ???????????????????? ??????????????????????????????????:?Perfctl scans for 20,000+ misconfigurations and vulnerabilities to gain access to servers. ???????????????????? ??????????????: Employs shell scripts and hidden payloads to avoid detection and set up cryptomining and proxyjacking. ?????????????? ???????????????????????? & ????????????????: Uses names of legitimate processes like httpd to avoid detection and modifies tools like top and crontab to stay hidden. ???????????????? ?????? ???????????? ????????????: Perfctl's backdoor enables attackers to control infected systems, using Tor for secure C2 communication. ???????????????????? ???? ???????????????????? (????????):? File hashes, domain names, IPs, and tools like system behavior monitoring, log analysis, and network traffic inspection can help detect and respond to this threat. The Aqua Security report shares detection strategies and IoCs to help safeguard Linux systems from this persistent threat. ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #Cybersecurity #LinuxSecurity #MalwareAlert #ITSecurity #Cryptomining #Infosec #Linux #Malware #PerfctlMalware #ThreatDetection #ITSecurity #Cryptomining #Infosec #DataSecurity #NetworkSecurity #CloudSecurity #AquaSecurity #Rootkits #Proxyjacking #SysAdmin #Centizen #ZenBasket

?? ?????? ?????? ?????????? ?????? ?????? ????-???????????? ?????????????? ?????????????????????? ?????????? As AI transforms industries, the demands on product development teams are evolving rapidly. Staying ahead requires a blend of technical expertise, creative problem-solving, and ethical responsibility. ????????'?? ???????? ?????????? ????-???????????? ???????? ?????????? ???? ???????????? ???? ??????????’?? ?????????????????????? ??????????????????: ????/???? ?????????????? – Proficiency in algorithms and frameworks like Python, TensorFlow, and PyTorch. ???????? ?????????????????????? – Expertise in managing data pipelines and ensuring data accessibility. ??????????-???????????????? ???????????? – UX/UI skills to create intuitive, user-friendly AI experiences. ??????????-???????????????????????? ?????????????????????????? – Seamless communication between engineers, data scientists, and product managers. ?????????????? & ???????????????????? ???????????????? – Adopting a learning mindset and staying updated with the latest AI advancements. ?????????????? ???? & ???????????????????? – Building AI systems with transparency, fairness, and compliance with regulations. ???????????????? ??????????????-?????????????? – Finding innovative solutions to overcome technical challenges and scale products. The future belongs to teams that can combine these skills. Are you ready? #AI #ProductDevelopment #MachineLearning #AIInnovation #Leadership #TechTeams #Skills

?? ??????-?????????? ???? ???? ???????????????? ?????? ???????? ?????? ???????? – ?????? ????’?? ?????????????? ?????????????????? ???????? ???????? ???????? ??????????????! As companies race to implement AI, many projects lack clear objectives or real value, with 36% of IT pros saying these efforts are more about showing off to stakeholders than delivering business impact. ?????? ??????????????????: ?????????????? ??????????????:? 36% of AI projects aim to impress, not create value. ?????????? ????????: AI illiteracy among executives leads to misaligned projects. ???????? ????????????????:Rushed AI projects often ignore simpler solutions, risking data exposure and damaging trust. ???????? ??????????????????????????:?Misdirected AI efforts hurt morale, waste resources, and fail to deliver transformative potential. ?????????????????? & ????????????????:AI projects should align with real business goals, guided by a roadmap and leadership that values measurable impact. ????????????????????, ?????? ??????????:Testing AI can be valuable, but only if projects align with genuine business objectives. ???? ?????????????????????? ???? ??????????????????????:? Companies need to embrace, educate, and strategically invest in AI—or risk falling behind. ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #AI #DigitalTransformation #BusinessStrategy #ITLeadership #AIInnovation #BusinessValue #TechTrends #FutureOfWork #Technology #Centizen #ZenBasket

?? ?????????????????? ???????????????????? ???????? ????????.????: ????????-????????, ??????-?????? ??????????????????????????? ?? WebSockets enable persistent, two-way communication channels between client and server, perfect for applications needing real-time updates (think live chats, games, and streaming apps). This post dives into WebSockets under the hood using a simple JavaScript setup with Node.js and vanilla JavaScript in the browser. ?? ?????? ????????????????????: ???????? ?????? ?????????????????????? A network protocol allowing two-way client-server communication over HTTP. ????????.???? ???????? ????????????: Use the ws module to set up a basic echo server for WebSocket connections. ????????????-???????? ??????????????????????: Build a simple HTML + JavaScript client to send and receive messages. ???????????? ?????????????? ??????:? Decode binary messages by adding a check in Node's message handler. ????????-???????? ????????????????????????:? Ideal for interactive applications needing constant updates. ????????????????, ??????????????????????, ?????????? ????????????????: Key considerations for production-level WebSocket implementations. ?? This hands-on approach keeps WebSocket usage simple and lets you focus on how real-time updates work! ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #WebSockets #Nodejs #JavaScript #RealTimeUpdates #Programming #FullStackDevelopment #WebDevelopment #SoftwareEngineering #BackendDevelopment #FrontendDevelopment #NetworkProtocol #TechTutorial #LiveUpdates #TwoWayCommunication #Centizen #ZenBasket

?? ???????????? ?????? ???????? ?????????????????? ???? ???????? ?????????????? ???????????????? ???????????????? ???????? ????????????????'?? ???????????????? ?????????? ?????????????????? ?? Is your business ready to take its machine learning initiatives to the next level? At Centizen, we offer end-to-end MLOps services that streamline workflows, enhance security, and provide scalable solutions for businesses of all sizes. ?????? ?????????? ?????????????????? ??????????????: ?? ?????????? ???????????????? ?????????????????????? – Build a robust ML framework ?? ?????????????????? ???? ???????????????? ???????????????????????? – Efficient model training & deployment ?? ???? & ?????????????? ?????????????????????? – Seamless data management ?? ???????????????????? ?????????? ???????????????? ?????????????????? – Keep models up-to-date ?? ???? ???????????????????? & ???????????????????? – Stay ethical and compliant ?? ???? ???????????????????? & ?????????????????????????? – Ensure peak performance ?? ???????????????????? ???????????????????? – Optimize every outcome ?? ???????????????? ???????????????????? – Grow your ML as your business scales ?? ???????????? ?????????????? & ?????????????????????? – Solutions that fit your needs Let Centizen help you maximize your machine learning efforts with expert MLOps services. ?? Ready to get started? Reach out today! #MLOps #MachineLearning #AI #DataOps #Centizen #Innovation #Technology #BigData #BusinessTransformation #Automation

?? Python 3.13 Update: True Multithreading & More! ?? ?? Python 3.13 Free-Threaded Build: True multithreading without the GIL—finally here! ?? End of Life Standard Libraries Removed: Housecleaning! Explore modern replacements. ?? Anaconda for Data Science: Premier Python distribution for ML and data science. ?? Generative AI Projects in Python: Try building with Llama2, Streamlit, LangChain & more. ?? PyInstrument 5.0 Flamegraphs: Visual code profiling now in your hands. ?? PyTraceToIX: Debug in lambdas, list comprehensions, and method chains. ?? VS Code Web Visual Editor: Live HTML edits, no extra tools needed. ?? Bonus: Retro computing fans—check out the revival of the MacIvory Lisp Machine! ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #Python #DataScience #AI #Python3_13 #NoGIL #Anaconda #CodeProfiling #Python #PythonUpdates #Python3_13 #NoGIL #Multithreading #DataScience #MachineLearning #GenerativeAI #Anaconda #CodeProfiling #VSCode #AI #TechNews #Developers #Programming #OpenSource #RetroComputing

?? Phishing Alert! Attackers are advancing their tactics by using ASCII-based QR codes and local blob URLs to evade detection in phishing emails. This new approach bypasses security filters, making it harder to catch rogue links. ???????? ???? ????????: ?????????? ???? ??????????:?Attackers use ASCII and Unicode in place of image-based QR codes. This approach fools OCR security measures by creating QR codes with special HTML characters. ???????? ????????: Instead of external links, attackers are deploying phishing pages directly in the browser memory, making them tough for detection tools to identify. Stay vigilant and ensure your security protocols are up-to-date. These tactics are gaining traction fast and targeting known services to build trust with unsuspecting users. ?????? ????????????: ??????????-?????????? ???? ??????????: Prevents detection by OCR; built with HTML characters. ???????? ????????:Loads phishing pages in-browser, bypassing URL-based security checks. ???????????? ???????????????????????????? Capital One, DHL, Chase, Air Canada, payroll services. ?????????????????? ????????????????????:? Variability in characters, entities, and encoding complicates automated defenses. Being aware of these tactics can help keep you and your data safe! ?????? ????????????????: ????????????????: We offer contract, contract to hire, direct hire, remote global hiring, SOW projects and managed services. https://lnkd.in/g6bddCHa ???????????? ????????????: We offer U.S. companies the opportunity to hire IT professionals from our India-based talent network. https://lnkd.in/gN2A4c-Y ???????????? ???????????????? ??????????????????????: We offer Web/Mobile Development, UI/UX Design, QA & Automation, API Integration, DevOps services and Product Development. https://lnkd.in/dcKsvxAu ?????? ????????????????: ?????????????????? :An E-commerce platform to sell your products online to a large user base with custom features. https://getzenbasket.com/ ?????????? ??????????????: An automated payroll application that helps companies in India process their employees' payroll. https://lnkd.in/gvDg-Uds ?????????? ??????????????????: Simplifying all HR processes and maximizing productivity by automating routine tasks. https://lnkd.in/grcEACXM #CyberSecurity #PhishingAlert #TechTrends #InformationSecurity #NetworkSecurity #ComputerNetworks #NetworkLayer #Firewall #Technology #ThreatIntel #Centizen #ZenBasket