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 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.

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Timezone: UTC+05:30UTC+05:30
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Indore
Mohammad Suhel S. | SoftaimsMember Since 2011
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AI Agent DevelopmentAI ChatbotChatbot DevelopmentGenerative AIRetrieval Augmented GenerationAI Model IntegrationAutomationElevenLabsLLM Prompt EngineeringMake.comn8nAI DevelopmentChatGPT APIFull-Stack DevelopmentLangChainChariotHeybossasim

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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Profile of Rajinder M., Lead Backend Engineer - AWS, Generative AI and E-commerce Platforms at Softaims
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Rajinder M., Lead Backend Engineer - AWS, Generative AI and E-commerce Platforms at Softaims

Rajinder M.

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Jawalamukhi
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My name is Rajinder M. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: MySQL, Stripe, CSS, Python, Wix, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: N8N Project (Episode Title Optimizer), N8N Project- new Content Generation Workspace Creation, N8N (Automated Email Workflow with Google Sheets, AI, and Gmail), Automated Invoice Generation with QuickBooks via n8n, Sugar Level Checker Python, etc.. I am based in Jawalamukhi, India. I've successfully completed 7 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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Aviox Technologies
Profile of Abhik M., Software Engineer - AI, Generative AI and Computer Vision Platforms at Softaims
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Abhik M., Software Engineer - AI, Generative AI and Computer Vision Platforms at Softaims

Abhik M.

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Timezone: UTC+05:30UTC+05:30
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Kharagpur
Abhik M. | SoftaimsMember Since 2023
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Computer VisionDeep LearningObject DetectionMedical ImagingStable DiffusionGenerative AILarge Language ModelRetrieval Augmented GenerationChatGPTChatbotLangChainAI Agent DevelopmentLLM PromptVector DatabaseVector EmbeddingLLM

My name is Abhik M. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, Object Detection, Medical Imaging, Stable Diffusion, etc.. I hold a degree in Bachelor's degree, Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: Realtime RAG Agent, AI Friends: Say Hi to Voice Agents, Teams Chatbot: Azure Bot, Multi-Agent Bot: SQL Agent, AI-Agent for Resturant Reservation, etc.. I am based in Kharagpur, India. I've successfully completed 32 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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2 years
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PRM Fincon
Profile of Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Klimentiy B.

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Klimentiy B. | SoftaimsMember Since 2013
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Natural Language GenerationMachine LearningChatbotNatural Language ProcessingChatGPTGenerative AIInformation RetrievalArtificial IntelligenceAI ChatbotSearch TooldevloMakeXplayscape

My name is Klimentiy B. and I have over 12 years of experience in the tech industry. I specialize in the following technologies: Natural Language Generation, Machine Learning, Chatbot, Natural Language Processing, ChatGPT, etc.. I hold a degree in Master of Information Technology (MIT). Some of the notable projects I've worked on include: Enterprise AI Assistant for Complex Supply Chain Ops, Real-Time Voice AI Agent for Customer Order Management, Autonomous On-Chain AI Agent, Revolutionizing Sustainable Innovation with Gen AI and Traditional NLP, NLP for Sustainable Transformation Startup, etc.. I am based in Buenos Aires, Argentina. 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 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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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 Ahmed S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Ahmed S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Ahmed S.

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Machine LearningDeep LearningComputer VisionLarge Language ModelGenerative AIAI Agent DevelopmentAutomationML AutomationAI DevelopmentAI Model IntegrationPrompt EngineeringOpenAI APIAmazon BedrockArtificial IntelligencePythonHeybossasimEZsite

My name is Ahmed S. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Deep Learning, Computer Vision, Large Language Model, Generative AI, etc.. I hold a degree in Bachelor of Engineering (BEng), Master's degree. Some of the notable projects I've worked on include: AWS-Powered Facial Recognition Web Application, AI Visibility Analyzer (https://www.visibilityreport.ai/), AI-Powered Survey Platform for Personalized Customer Feedback, AI Advertisement Content Classification System, AI-Powered Influencer & Market Intelligence System, etc.. I am based in Toronto, Canada. I've successfully completed 15 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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9 years
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Sanjeev K., Lead Data Scientist - AI, Machine Learning and Generative AI Platforms at Softaims

Sanjeev K.

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My name is Sanjeev K. and I have over 12 years of experience in the tech industry. I specialize in the following technologies: Data Science, Computer Vision, Natural Language Processing, Machine Learning, Deep Neural Network, etc.. I hold a degree in Master of Technology (MTech), Bachelor of Technology (BTech). Some of the notable projects I’ve worked on include: MLOps Consultation: Automating ML Workflows for Production, Planet Scale Data Analytics, Grant unstoppable powers to Large Language Models. I am based in Bengaluru, India. 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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12 years
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Fractal Analytics
Profile of Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Ebenge U.

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Timezone: UTC+02:00UTC+02:00
Country: FranceFrance
Bezons
Ebenge U. | SoftaimsMember Since 2022
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My name is Ebenge U. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Model Optimization, Machine Learning Model, Machine Learning, Natural Language Processing, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS), Doctor of Philosophy (PhD), Master of Computer Science (MSCS). Some of the notable projects I've worked on include: OpenAI Experience - LangChain Developer, OpenAI Experience - Prompt Engineer, OpenAI Experience - Prompt Engineer. I am based in Bezons, France. 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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3 years
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Musiversal
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.

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Timezone: UTC+05:30UTC+05:30
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Mohali
Sudhir K. | SoftaimsMember Since 2025
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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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1 Year
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Profile of Rohit S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Rohit S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Rohit S.

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Chandigarh
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Deep Neural NetworkTensorFlowPythonNatural Language ProcessingDeep LearningComputer VisionPyTorchChatbotMachine LearningAutomatic Speech RecognitionLLM Prompt EngineeringGPT ChatbotLlama 3Generative AILangChain

My name is Rohit S. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: Deep Neural Network, TensorFlow, Python, Natural Language Processing, Deep Learning, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: RAG Chatbot using n8n, Google Drive, Gemini & Pinecone, FutureWise.AI Career Tool, LegalLens AI – Intelligent Document Insight and Q&A Platform, Website maker Agentic AI LLM application, Object Tracking., etc.. I am based in Chandigarh, India. I've successfully completed 14 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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