What are the key challenges in training an LLM?

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Answer

Key challenges in training an LLM include the need for vast computational resources and large datasets. Ensuring data quality and diversity is crucial to avoid biases and improve model performance. Training also requires significant time and expertise in fine-tuning hyperparameters and architectures. Additionally, balancing model complexity with efficiency and managing ethical concerns, such as data privacy and bias, are ongoing challenges that require careful consideration throughout the training process.

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    By Andrei Daniel P.

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    10 years of experience

My name is Andrei Daniel P. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: API Development, Custom PHP, Laravel, Application Performance Monitoring Software, New Relic, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Reggio Emilia real estate portal for listings valuations, and ads, Italian site for fast access to local government services and payments, Production ready Docker Compose stack for Laravel with Traefik, Monitoring and Observability setup and maintenance for Saas project, Monitoring and Observability setup and maintenance for Saas project, etc.. I am based in Rio Saliceto, Italy. I've successfully completed 15 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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Profile of Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims
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Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims

Mateo S.

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Mateo S. | SoftaimsMember Since 2020
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My name is Mateo S. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, AI Chatbot, AI Bot, AI Development, LLM Prompt, etc.. I hold a degree in Bachelor of Arts (BA). Some of the notable projects I've worked on include: Airbus - Machine Learning & Communication App, Sky News - News Platform, VERN' University - Desktop and Mobile App UX/UI Design, Huuk - Product design, iOS & Android app, Rita Ora - Website Design & Development, etc.. I am based in Rijeka, Croatia. I've successfully completed 10 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 Lucio Ricardo M., Lead Backend Engineer - Python, LLM and API Integration at Softaims
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Lucio Ricardo M., Lead Backend Engineer - Python, LLM and API Integration at Softaims

Lucio Ricardo M.

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Cuernavaca
Lucio Ricardo M. | SoftaimsMember Since 2018
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LLM Prompt EngineeringPythonBack-End DevelopmentBot DevelopmentNode.jsWeb ScrapingSQLFlaskDjangoAPI IntegrationFull-Stack DevelopmentSeleniumBioinformaticsPHPChatGPTBackendFullstack

My name is Lucio Ricardo M. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, Back-End Development, LLM Prompt Engineering, Bot Development, node.js, etc.. I hold a degree in Master of Science (MS), Engineer's degree. Some of the notable projects I’ve worked on include: AI Travel Advisor, Network analyzer app, Django sample page. I am based in Cuernavaca, Mexico. I've successfully completed 3 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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7 years
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IBM
Profile of Rishi Raj B., Lead Software Engineer - AI, Automation and LLM Platforms at Softaims
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Rishi Raj B., Lead Software Engineer - AI, Automation and LLM Platforms at Softaims

Rishi Raj B.

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Agra
Rishi Raj B. | SoftaimsMember Since 2012
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LLM PromptAI Agent DevelopmentAI DevelopmentAI Platformn8nClaudeVector DatabaseHugging FaceAutomated WorkflowLangChainPineconeComputer VisionPythonOpenAI APIAmazon CodeWhispererOpenAI CodexAider

My name is Rishi Raj B. and I have over 13 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, AI Development, AI Platform, LLM Prompt, n8n, etc.. I hold a degree in , Master of Computer Applications (MCA), Bachelor's degree. Some of the notable projects I've worked on include: AI-driven Customer Support Agents (Voice/Chat), HealthCare (FHIR) System - Infrastructure Setup, Automation using IaC, Securing Web Application via VPC, Firewalls, Subnets, ACLs, Automation of SAML Authentication for AWS/GCP via Okta using IaC, SAML-SSO Authentication System using Cognito/Okta/Pulumi, etc.. I am based in Agra, 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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13 years
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Profile of Vipin S., Software Engineer - Cloud, AI and Backend Platforms at Softaims
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Vipin S., Software Engineer - Cloud, AI and Backend Platforms at Softaims

Vipin S.

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Delhi
Vipin S. | SoftaimsMember Since 2022
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LLM Prompt EngineeringSQLPythonPySparkFlaskGoogle Cloud PlatformLangchainGenerative AIRetrieval Augmented GenerationNatural Language ProcessingFastAPIVector DatabaseMicrosoft 365 CopilotDialogflowConversational AI

My name is Vipin S. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: SQL, Python, PySpark, Flask, Google Cloud Platform, etc.. I hold a degree in Bachelor's degree, Bachelor of Technology (BTech). Some of the notable projects I’ve worked on include: AI Ad Generator, AI-Powered Virtual Agents using Copilot Studio, Integrating Generative AI into Customer Support, Automated Release Notes Generation and Storage System, Code Analysis, etc.. I am based in Delhi, India. I've successfully completed 6 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 Uttam A., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Uttam A., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Uttam A.

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My name is Uttam A. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: Dashboard, Machine Learning, Elasticsearch, Python, node.js, etc.. I hold a degree in Bachelor of Technology (BTech). Some of the notable projects I’ve worked on include: AI-driven analysis tool using Langchain for a leading real estate firm, Data from CRM via Zapier to Google Sheets (Dynamic) to PowerBI, Data Management, ETL, and Data Automation, Data Studio Dashboard with a data pipeline tool, CRM (Monday.com, Make.com) to Data Warehouse to Klipfolio Dashboard, etc.. I am based in New Delhi, India. I've successfully completed 63 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 Nivesh K., Senior Full-Stack Engineer - Node.js, React and AI Platforms at Softaims
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Nivesh K., Senior Full-Stack Engineer - Node.js, React and AI Platforms at Softaims

Nivesh K.

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Mandi
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My name is Nivesh K. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Node.js, Angular, React, TypeScript, JavaScript, etc.. I hold a degree in Master of Computer Science (MSCS), Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: HFM (Niroggi), Invozio(Invoice system), Deal Grinders, New Shoprocker. I am based in Mandi, India. 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.

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Profile of Andrii A., Software Engineer - Frontend, AI and Web Development at Softaims
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Andrii A., Software Engineer - Frontend, AI and Web Development at Softaims

Andrii A.

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Country: UkraineUkraine
Uzhhorod
Andrii A. | SoftaimsMember Since 2025
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My name is Andrii A. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: React, Next.js, Supabase, Laravel, JavaScript, etc.. I hold a degree in , Bachelor's degree. Some of the notable projects I’ve worked on include: FlightScribe CMS, Restaurant Website and Booking AI Bot - React.js, OpenAI, Langchain, Social Media Platform - Next.js, shadcn/ui, Tailwind CSS and Supabase, MoveEase - React.js, Tailwind CSS, Next.js, shadcn/ui. I am based in Uzhhorod, Ukraine. I've successfully completed 4 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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2 years
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DataArt
Profile of Muhammad R., Junior Software Engineer - AI, Python and Machine Learning Platforms at Softaims
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Softaims
Muhammad R., Junior Software Engineer - AI, Python and Machine Learning Platforms at Softaims

Muhammad R.

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Timezone: UTC+01:00UTC+01:00
Country: United KingdomUnited Kingdom
London
Muhammad R. | SoftaimsMember Since 2024
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LLM Prompt EngineeringPythonChatGPTChatGPT API IntegrationArtificial IntelligenceMachine LearningNatural Language ProcessingAI Agent Developmentn8nLangchainAI Model DevelopmentAgent GPTAI BotAI ComplianceAI ChatbotCreateCreatrGlide

My name is Muhammad R. and I have over 1 years of experience in the tech industry. I specialize in the following technologies: Python, ChatGPT, ChatGPT API Integration, Artificial Intelligence, Machine Learning, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Career-Aligned LMS with Assessments & Student Analytics, Social Learning LMS – Inspired by Open Learning with Peer Interaction, Interactive AI-Enhanced LMS with Parent-Teacher Collaboration. I am based in London, United Kingdom. I've successfully completed 3 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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1 year
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$40
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Darktrace
Profile of Josh Khovick F., Software Engineer - Frontend, Cloud and AI Platforms at Softaims
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Softaims
Josh Khovick F., Software Engineer - Frontend, Cloud and AI Platforms at Softaims

Josh Khovick F.

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Timezone: UTC+08:00UTC+08:00
Country: PhilippinesPhilippines
Imus
Josh Khovick F. | SoftaimsMember Since 2025
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LLMTypeScriptNext.jsReactReact NativeTailwind CSSLarge Language ModelSupabaseMongoDBPostgreSQLDevOpsCloud EngineeringYOLOTensorFlowNode.jsExpressJSTailwindcssNextjs

My name is Josh Khovick F. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: TypeScript, Next.js, React, React Native, Tailwind CSS, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Business Admin Dashboard, OpenSpace - Room Reservation System, ASL Alphabet Recognition Using YOLOv11: A Vision-Based System, Perps Bot, Pitaka - Mobile Banking App, etc.. I am based in Imus, Philippines. I've successfully completed 6 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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Experience
2 years
Availability
Full-time
Hourly Rate
$25
Rating
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Accenture
Profile of Shivam S., Junior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims
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Softaims
Shivam S., Junior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims

Shivam S.

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Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Basti
Shivam S. | SoftaimsMember Since 2023
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LLM Prompt EngineeringMachine LearningDeep LearningNatural Language ProcessingTransformer ModelLangChainPyTorchMLOpsTensorFlow

My name is Shivam S. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Deep Learning, Natural Language Processing, LLM Prompt Engineering, Transformer Model, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: AI-Wealth Management, HR Email Classification and Extraction System, Text-To-SQL, Speech to Text, Document Extraction. I am based in Basti, India. I've successfully completed 5 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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Less than 30 hrs/week
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Hobasa India Pvt Ltd

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