How does generative AI work?

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Answer

Generative AI works by using machine learning algorithms to analyze and learn from existing data, then generate new data with similar characteristics. It primarily involves models like GANs and VAEs. GANs consist of two neural networks, a generator and a discriminator, that work against each other to improve the quality of the generated data. VAEs, on the other hand, encode input data into a compressed form and then decode it back, allowing for the generation of new, similar data. This process enables the creation of novel and realistic outputs.

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    By Oleksandr K.

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My name is Oleksandr K. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: JavaScript, Stable Diffusion, Cloud Architecture, PyTorch, TensorFlow, etc.. I hold a degree in Master of Computer Applications (MCA), . Some of the notable projects I've worked on include: Generative AI Backend for architectrender.com, Generative AI backend for Architecture redesign app, Generative AI Backend for logodiffusion.com, Stable Diffusion SAAS. I am based in Vinnitsya, Ukraine. I've successfully completed 4 projects while developing at Softaims.

My expertise lies in deeply understanding and optimizing solution performance. I have a proven ability to profile systems, analyze data access methods, and implement caching strategies that dramatically reduce latency and improve responsiveness under load. I turn slow systems into high-speed performers.

I focus on writing highly efficient, clean, and well-documented code that minimizes resource consumption without sacrificing functionality. This dedication to efficiency is how I contribute measurable value to Softaims' clients by reducing infrastructure costs and improving user satisfaction.

I approach every project with a critical eye for potential bottlenecks, proactively designing systems that are efficient from the ground up. I am committed to delivering software that sets the standard for speed and reliability.

Previously worked at:Agile Engine

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Profile of Harsh Vardhan M., Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Harsh Vardhan M., Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Harsh Vardhan M.

India

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Harsh Vardhan M. | SoftaimsMember Since 2022
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My name is Harsh Vardhan M. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Python, TensorFlow, Chatbot Development, AI Model Training, LLM Prompt Engineering, etc.. I hold a degree in Bachelor of Technology (BTech), Master of Technology (MTech). Some of the notable projects I've worked on include: GlowNowX with AI-Revolutionize Your Skincare with Glownowx, AI Enabled conversational Bot integrated with Salesforce, WhatsApp Bot for OEM Part Manufacturer and Dealer in Botswana, Learning Bot Creation Using LLMs, Vehicle Defect Detection for Bajaj Allianz, etc.. I am based in Greater Noida, India. I've successfully completed 18 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Profile of Sudhir K., Junior Software Engineer - AI, Generative AI and Chatbot Platforms at Softaims
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Sudhir K., Junior Software Engineer - AI, Generative AI and Chatbot Platforms at Softaims

Sudhir K.

India

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My name is Sudhir K. and I have over 0 years of experience in the tech industry. I specialize in the following technologies: Generative AI, Generative AI Prompt, Generative Model, Chatbot Prompt, Chatbot, etc.. I hold a degree in Master of Computer Applications (MCA), Bachelor of Computer Applications. Some of the notable projects I've worked on include: AI Voice & Chat Assistant Development using Retell AI, Automating Calendar Events in Zoho CRM Using Zapier + Webhooks, Build an AI-Powered News Monitoring System with ChatGPT + n8n, Botpress Chatbot Optimization for WordPress Site, AI Chatbot & Workflow Automation, etc.. I am based in Mohali, India. I've successfully completed 7 projects while developing at Softaims. I thrive on project diversity, possessing the adaptability to seamlessly transition between different technical stacks, industries, and team structures. This wide-ranging experience allows me to bring unique perspectives and proven solutions from one domain to another, significantly enhancing the problem-solving process. I quickly become proficient in new technologies as required, focusing on delivering immediate, high-quality value. At Softaims, I leverage this adaptability to ensure project continuity and success, regardless of the evolving technical landscape. My work philosophy centers on being a resilient and resourceful team member. I prioritize finding pragmatic, scalable solutions that not only meet the current needs but also provide a flexible foundation for future development and changes.

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Profile of Mohammad Suhel S., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Mohammad Suhel S., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Mohammad Suhel S.

India

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My name is Mohammad Suhel S. and I have over 14 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, AI Chatbot, Chatbot Development, Generative AI, Retrieval Augmented Generation, etc.. I hold a degree in Bachelor of Engineering (BEng), . Some of the notable projects I've worked on include: AI-Powered Patient Engagement Platform for Dental Clinics, AI Powered Voice Agent for Real Estate Lead Qualification With CRM, Credit repair cloud platform Consumerlaw with ai integration, Mental Health Assessment Platform, QR-Based Digital Menu with Order & Kitchen Management System, etc.. I am based in Indore, India. I've successfully completed 30 projects while developing at Softaims. My passion is building solutions that are not only technically sound but also deliver an exceptional user experience (UX). I constantly advocate for user-centered design principles, ensuring that the final product is intuitive, accessible, and solves real user problems effectively. I bridge the gap between technical possibilities and the overall product vision. Working within the Softaims team, I contribute by bringing a perspective that integrates business goals with technical constraints, resulting in solutions that are both practical and innovative. I have a strong track record of rapidly prototyping and iterating based on feedback to drive optimal solution fit. I'm committed to contributing to a positive and collaborative team environment, sharing knowledge, and helping colleagues grow their skills, all while pushing the boundaries of what's possible in solution development.

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Ygor A., Senior Software Engineer - AI, Web and Generative AI Platforms at Softaims

Ygor A.

Brazil

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Saleem K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Saleem K.

United States

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My name is Saleem K. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Natural Language Processing, Machine Learning, LLM Prompt Engineering, etc.. I hold a degree in . Some of the notable projects I've worked on include: Setter Al - AI Sale Pipeline, Estimaitor - PreConAI, Mathology - AI-powered EdTech, BookKeepa - AI Powered Financial Management, Chef Qailo - AI-powered Cooking Assistant, etc.. I am based in Orlando, United States. I've successfully completed 15 projects while developing at Softaims. I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve. My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules. I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

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Profile of Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims
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Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims

Viktor G.

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My name is Viktor G. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Figma, User Interface Design, User Experience Design, UI/UX Prototyping, UX & UI, etc.. I hold a degree in , , Bachelor's degree. Some of the notable projects I’ve worked on include: Consumer Participation Platform, Food Delivery App, Dashboard, InterviewPro: Revolutionizing Job Interview Preparation AI-Driven, Crypto Trade Mobile app, etc.. I am based in Skopje, North Macedonia. I've successfully completed 6 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Profile of Krupali S., Software Engineer - AI, Generative AI and NLP Platforms at Softaims
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Krupali S., Software Engineer - AI, Generative AI and NLP Platforms at Softaims

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India

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My name is Krupali S. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, OCR Software, Retrieval Augmented Generation, OCR Algorithm, Prompt Engineering, etc.. I hold a degree in Bachelor of Science in Information Technology. Some of the notable projects I've worked on include: RAG-Powered AI Assistant: File Search, Document Chat & Multi-File QA, Data extraction from legal contracts for database building, Accurate OCR Solutions, Automated OCR Data Extraction for Belgium Passport and ID Documents, EEG Signal Processing Machine Learning for Epilepsy Detection MATLAB, etc.. I am based in Surat, India. I've successfully completed 7 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Profile of Istvan O., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Istvan O., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Istvan O.

Serbia

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St.Moravica
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My name is Istvan O. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Chatbot, Artificial Intelligence, Biotechnology, Information Security, etc.. I hold a degree in Master's degree, . Some of the notable projects I've worked on include: AI chatbot dev, AI Research, Image processing Computer Vision, Support, Programming for Heads As stockholm. I am based in St.Moravica, Serbia. I've successfully completed 3 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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Profile of Sanjay K., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Sanjay K., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Sanjay K.

Canada

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Toronto
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My name is Sanjay K. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, Chatbot Development, AI Chatbot, ChatGPT API Integration, OpenAI API, etc.. I hold a degree in Master of Computer Applications (MCA), Master of Business Administration (MBA). Some of the notable projects I've worked on include: AI Agent for Trip Planning (Multi-Agent, Kaiban.js, LangChain), AI Agent VoiceBot/VoiceCall for law firms & Immigration services leads, AI Agent VoiceBot/VoiceCall for Loan Approval, Chatbot integration with HubSpot through Zapier, HR Chatbot with LangChain & OpenAI/ChatGPT, etc.. I am based in Toronto, Canada. I've successfully completed 7 projects while developing at Softaims. My expertise lies in deeply understanding and optimizing solution performance. I have a proven ability to profile systems, analyze data access methods, and implement caching strategies that dramatically reduce latency and improve responsiveness under load. I turn slow systems into high-speed performers. I focus on writing highly efficient, clean, and well-documented code that minimizes resource consumption without sacrificing functionality. This dedication to efficiency is how I contribute measurable value to Softaims' clients by reducing infrastructure costs and improving user satisfaction. I approach every project with a critical eye for potential bottlenecks, proactively designing systems that are efficient from the ground up. I am committed to delivering software that sets the standard for speed and reliability.

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Raj J., Junior Mobile Engineer - AI, React Native and Generative AI Platforms at Softaims

Raj J.

India

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Surat
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My name is Raj J. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Python, MongoDB, React Native, React, AI Implementation, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Full-Stack Mobile App Development with React Native, Node.js & NestJS, CallMentor Pro – AI Sales Call Analysis & Coaching SaaS, AI Dating App. I am based in Surat, India. I've successfully completed 3 projects while developing at Softaims. I approach every technical challenge with a mindset geared toward engineering excellence and robust solution architecture. I thrive on translating complex business requirements into elegant, efficient, and maintainable outputs. My expertise lies in diagnosing and optimizing system performance, ensuring that the deliverables are fast, reliable, and future-proof. The core of my work involves adopting best practices and a disciplined methodology, focusing on meticulous planning and thorough verification. I believe that sustainable solution development requires discipline and a deep commitment to quality from inception to deployment. At Softaims, I leverage these skills daily to build resilient systems that stand the test of time. I am dedicated to making a tangible difference in client success. I prioritize clear communication and transparency throughout the development lifecycle to ensure every deliverable exceeds expectations.

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