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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    10 years of experience

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 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.

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Timezone: UTC-04:00UTC-04:00
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Sanjay K. | SoftaimsMember Since 2014
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AI Agent DevelopmentChatbot DevelopmentAI ChatbotChatGPT API IntegrationOpenAI APIGenerative AIRetrieval Augmented GenerationLLM Prompt EngineeringLangChainElevenLabsAutomationMake.comAI Model IntegrationReal EstateReal Estate Project Management Software

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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Profile of Mishab P., Senior Data Scientist - AI, Cloud and Generative AI Platforms at Softaims
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Mishab P., Senior Data Scientist - AI, Cloud and Generative AI Platforms at Softaims

Mishab P.

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My name is Mishab P. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Data Science, Machine Learning, Microsoft Power BI, Python, Kusto Query Language, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I've worked on include: Dynamic Power BI Dashboard for Microsoft Task Planner Integration, AI based Virtual Assistant for Business, AI Powered Invoice Data Extractor, Automated Bank Transaction Analytics using Power BI, PrivateGPT to Chat with PDF locally!, etc.. I am based in Malappuram, India. I've successfully completed 11 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 Surmukh S., Lead Software Engineer - AI, Web and Generative AI Platforms at Softaims
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Surmukh S., Lead Software Engineer - AI, Web and Generative AI Platforms at Softaims

Surmukh S.

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Surmukh S. | SoftaimsMember Since 2016
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My name is Surmukh S. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Python, Chatbot, AI Bot, ChatGPT, Artificial Intelligence, etc.. I hold a degree in Master of Computer Applications (MCA). Some of the notable projects I've worked on include: Elyments The Social App, Hrexia (Orthorexia) - Health App, Prism A Project Management App, Artha, We sell Restaurants, etc.. I am based in Mohali, India. I've successfully completed 10 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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

Sudhir K.

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Generative AIGenerative AI PromptGenerative ModelChatbot PromptChatbotAI ChatbotAI Agent DevelopmentOpenAI APIChatGPTChatGPT API

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

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My name is Volodymyr K. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: ChatGPT, Python, LangChain, AI Chatbot, Chatbot Integration, etc.. I hold a degree in Master of Computer Applications (MCA). Some of the notable projects I've worked on include: AI/RAG Document Search for Industry-Specific Use Cases, Personal AI Assistant for Emotional Support and Coaching, AI-Powered Risk Assessment for Insurance Reports, LLM-Based Legal Document Search & Analysis, AI Agents for Recruiting Agencies, etc.. I am based in Cluj-Napoca, Romania. I've successfully completed 14 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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Dmytrii M., Junior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

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My name is Dmytrii M. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Machine Learning, Python, Vertex AI, Stable Diffusion, etc.. I hold a degree in , Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: Vindfall Fallen Trees, High-Precision Dental X-Ray Annotation for AI, Chat with Document & Web Search. I am based in Avdiivka, Ukraine. I've successfully completed 3 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 Maninder S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Maninder S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Maninder S.

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My name is Maninder S. and I have over 13 years of experience in the tech industry. I specialize in the following technologies: LangChain, Python, AI App Development, AI Agent Development, Generative AI, etc.. I hold a degree in High School, Bachelors. Some of the notable projects I’ve worked on include: Web Development for a Healthtech Company, AI-Based Platform Engineering for IoT Startup, K’ept Health Wellness for Beauty care, Development Of An Intuitive Cloud Based EFX Platform, WooHoo: Home AI Assistant And Enterprise AI Assistant, etc.. I am based in Hyderabad, India. I've successfully completed 16 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Maria L., Junior Frontend Engineer - Web, WordPress and Generative AI Platforms at Softaims

Maria L.

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Maria L. | SoftaimsMember Since 2023
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ElementorWeb DevelopmentWordPressCMS DevelopmentLanding PageWebsiteCSSFigmaWeb DesignWordPress ThemeFront-End DevelopmentTechnical SEOGenerative AIResponsive DesignWordPress DevelopmentFrontendTailwindcss

My name is Maria L. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Elementor, Web Development, WordPress, CMS Development, Landing Page, etc.. I hold a degree in Other, Other, Other, Other, , , , Other. Some of the notable projects I’ve worked on include: Figma to Elementor🌍 Figma to Wordpress, Divi to Elementor, Figma to Elementor Pro, Figma to Elementor, Figma to Elementor Pro Wordpress, etc.. I am based in Warsaw, Poland. I've successfully completed 15 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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

Binod K.

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Deoghar
Binod K. | SoftaimsMember Since 2013
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AI Agent DevelopmentAI ConsultingAI DevelopmentAI Product ManagementAI Model IntegrationAI ImplementationOpenAI APIChatGPTGenerative AIGenerative AI SoftwareGenerative Modeln8nv0BASE44Cursor

My name is Binod K. and I have over 12 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, AI Consulting, AI Development, AI Product Management, AI Model Integration, etc.. I hold a degree in Master of Computer Applications (MCA), Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: AI-Powered Hotel Booking Website, CRM Agent, Skill Assessment Agent, AgentsArchitects.ai, FenceSoft.ai, etc.. I am based in Deoghar, India. I've successfully completed 30 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I'm motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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AgentsArchitects.ai
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David G., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

David G.

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David G. | SoftaimsMember Since 2018
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My name is David G. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, R, Tesseract OCR, Computer Vision, Deep Learning, etc.. I hold a degree in Master's degree, Master of Business Administration (MBA). Some of the notable projects I’ve worked on include: Portfolio App, AI Voice Agent, Langchain, LangGraph, LangSmith RAG, Multi-Agent systems, MCP integration, Chatbot RAG n8n, etc.. I am based in Barcelona, Spain. I've successfully completed 36 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I’m motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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7 years
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Amadeus IT Group

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