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 Sandeep K., Junior Full-Stack Engineer - AI, Web and Generative AI Platforms at Softaims
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Sandeep K., Junior Full-Stack Engineer - AI, Web and Generative AI Platforms at Softaims

Sandeep K.

India

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Charkhi Dadri
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My name is Sandeep K. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Web Application, NodeJS Framework, Python, Generative AI, Prompt Engineering, 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: Social Media Analysis Tool for Ethnicity, Sentiment, and Age Insights, AI-Powered Knowledge Assistant with RAG, All-in-One Versatile Reservation System for Seamless Bookings, IoT-Based Livestock Management System for Real-Time Monitoring. I am based in Charkhi Dadri, India. I've successfully completed 4 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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Pablo V., Lead Software Engineer - AI, Full-Stack and Generative AI Platforms at Softaims

Pablo V.

Spain

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My name is Pablo V. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: JavaScript, Python, Data Scraping, Automation, ChatGPT, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Voice Agent powered lead generation and classification MVP, AI Agent powered RAG app to improve document insights retrieval, Automated job lead generation and management system, Chrome extension for real estate agency, Award-winning WhatsApp chatbot for Seville subway, etc.. I am based in Madrid, Spain. I've successfully completed 7 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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Profile of Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims
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Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims

Asif C.

United States

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San Francisco
Asif C. | SoftaimsMember Since 2021
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My name is Asif C. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Machine Learning, Natural Language Processing, AI Chatbot, Retrieval Augmented Generation, etc.. I hold a degree in , Master of Computer Science (MSCS). Some of the notable projects I've worked on include: Chatbot Builder with AI Agents, AI Resume Parser, BitPay Crypto Payment Integration Website, I UX designer for a SaaS Product Website ✦ Libry, Flood Restoration Booking Website, etc.. I am based in San Francisco, United States. I've successfully completed 13 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 Vishal J., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Vishal J., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Vishal J.

India

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Indore
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My name is Vishal J. and I have over 15 years of experience in the tech industry. I specialize in the following technologies: ElevenLabs, n8n, Make.com, AI Agent Development, AI Chatbot, etc.. I hold a degree in Bachelor of Computer Applications, Master of Computer Applications (MCA). Some of the notable projects I've worked on include: AI-Powered Health Tracking & Insight Generation System, AI-Powered Legal Document Assistant for Macomb Law Group, Loyalty Stamps & QR Code Redemption, Safe & Complaint, Island daily deal, etc.. I am based in Indore, India. I've successfully completed 28 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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Profile of Gaurav M., Senior Full-Stack Engineer - PHP, Node.js and Generative AI Platforms at Softaims
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Gaurav M., Senior Full-Stack Engineer - PHP, Node.js and Generative AI Platforms at Softaims

Gaurav M.

India

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Pathankot
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My name is Gaurav M. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: PHP, API Integration, Website Migration, Responsive Design, Node.js, etc.. I hold a degree in Bachelor of Science in Information Technology. Some of the notable projects I've worked on include: Crowdfunding Website for Animals, Custom Plugin Development, Developing a website for 'Financial Services', Custom Plugin Development, AirBnB Integration - UI/UX optimization. I am based in Pathankot, India. I've successfully completed 5 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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Sourish B., Lead Data Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Sourish B.

United Kingdom

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My name is Sourish B. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Machine Learning, Data Science, Machine Learning Model, etc.. I hold a degree in Bachelor of Technology (BTech). Some of the notable projects I've worked on include: Social Media Trend prediction for Online retail store, Competitor analysis strategy optimization, DARPA and Social Mind research, Cost modelling for Marketing Expenditure, Insurance under writer and broker location relationship, etc.. I am based in London, United Kingdom. I've successfully completed 10 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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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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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 Bharat K., Software Engineer - AI, Data Engineering and Generative AI Platforms at Softaims
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Bharat K., Software Engineer - AI, Data Engineering and Generative AI Platforms at Softaims

Bharat K.

India

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Timezone: UTC+05:30UTC+05:30
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Indore
Bharat K. | SoftaimsMember Since 2023
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My name is Bharat K. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Data Science, Python, Machine Learning, Deep Learning, TensorFlow, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Chatbot with LLM, Automated Recruitment System, ETL - Veeva Vault Data Migration. I am based in Indore, India. I've successfully completed 3 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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2 years
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$56
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UpcomingVerse Tech Labs
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Softaims
Sanjeev K., Lead Data Scientist - AI, Machine Learning and Generative AI Platforms at Softaims

Sanjeev K.

India

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Bengaluru
Sanjeev K. | SoftaimsMember Since 2013
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Data ScienceComputer VisionNatural Language ProcessingMachine LearningDeep Neural NetworkConvolutional Neural NetworkNeural NetworkArtificial IntelligenceGenerative AIChatbot DevelopmentPrompt EngineeringRetrieval Augmented GenerationMachine Learning ModelMultimodal Large Language ModelLarge Language ModelGoogle CloudLLMFirebase StudioRocket NewKiro

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 AliHasnain L., Lead Software Engineer - AI, Generative AI and AI Platforms at Softaims
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Softaims
AliHasnain L., Lead Software Engineer - AI, Generative AI and AI Platforms at Softaims

AliHasnain L.

India

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Ahmdedabad
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Generative AIArtificial IntelligenceAI Agent DevelopmentOpenAI APILLM Prompt EngineeringRetrieval Augmented GenerationAI ChatbotChatGPTLarge Language ModelAI ConsultingAutomationStartup ConsultingNatural Language ProcessingLangChainAI DevelopmentLLMdevloMakeXplayscape

My name is AliHasnain L. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Generative AI, Artificial Intelligence, AI Agent Development, OpenAI API, LLM Prompt Engineering, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: AI Voice Agent for Real Estate Lead Qualification & Scheduling, Lessonbook AI: AI personal Tutor Agent, Chtrbx: Create custom ChatGPT chatbots, N8N AI AGENT For Business Communications, AI powered Code Assistant and Advance Data Analysis. I am based in Ahmdedabad, India. I've successfully completed 5 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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Fahm Technologies

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