What are the limitations of LLMs?

The question is about llm

Answer

The limitations of LLMs include their dependency on large datasets and computational resources, potential biases, and lack of true understanding. While LLMs excel in pattern recognition, they might struggle with tasks requiring deep reasoning or domain-specific knowledge. Biases in training data can lead to biased outputs, and their performance may vary across languages. Additionally, LLMs can generate plausible but incorrect information, necessitating human oversight and continuous refinement to ensure reliability and accuracy.

About the Author

  • Author icon

    By Andrei Daniel P.

  • ✓ Verified Expert
  • Experience icon

    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.

Previously worked at:Reply S.p.A.

Hire Remote Llm Developers

Profile of Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims
View full profile
Softaims
Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims

Mateo S.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+01:00UTC+01:00
Country: CroatiaCroatia
Rijeka
Mateo S. | SoftaimsMember Since 2020
View and Hire Arrow Icon
LLMLLM PromptLLM Prompt EngineeringAI Agent DevelopmentAI ChatbotAI BotAI DevelopmentChatbotChatbot DevelopmentLarge Language ModelChatGPTOpenAI CodexAiderZed AI

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.

Show More
Experience
5 years
Availability
As Needed - Open to Offers
Hourly Rate
$70
Rating
Previous Company
BrightDock LLC
Profile of Mitesh P., Lead Software Engineer - AI, Machine Learning and LLM Platforms at Softaims
View full profile
Softaims
Mitesh P., Lead Software Engineer - AI, Machine Learning and LLM Platforms at Softaims

Mitesh P.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Indore
Mitesh P. | SoftaimsMember Since 2015
View and Hire Arrow Icon
LLM Prompt EngineeringChatGPTStable DiffusionAI ChatbotHugging FacePyTorchTensorFlowLangChainMachine LearningVector DatabasePineconeTensorFlow StackChatGPT PromptMidjourney PromptAI Speech-to-Text

My name is Mitesh P. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: ChatGPT, Stable Diffusion, AI Chatbot, Hugging Face, PyTorch, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: AI chatbot, Image generation using stable diffusion model, Hippocrates AI Health & Medical Advisor chatbot, ChatGPT Clone, GPT3 + Dalle 2: Create video content in minutes using generative AI, etc.. I am based in Indore, India. I've successfully completed 9 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.

Show More
Experience
1 Year
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
Infosys Technologies
Profile of Muntazir F., Senior Backend Engineer - Cloud, DevOps and AI Platforms at Softaims
View full profile
Softaims
Muntazir F., Senior Backend Engineer - Cloud, DevOps and AI Platforms at Softaims

Muntazir F.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC-05:00UTC-05:00
Country: CanadaCanada
Toronto
Muntazir F. | SoftaimsMember Since 2019
View and Hire Arrow Icon
LLMPythonKubernetesMicroserviceCI/CDSoftware Architecture & DesignInfrastructure as CodeTerraformAPI DevelopmentDevOpsCI/CD PlatformMLOpsML AutomationMachine LearningGraph Neural NetworkLarge Language Model

My name is Muntazir F. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Python, Kubernetes, Microservice, CI/CD, Software Architecture & Design, etc.. I hold a degree in Master of Engineering (MEng), Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: RedHat Certified Specialist in Containers & Kubernetes, Clarpse - polyglot code analysis tool, Production Ready LLM Inferencing on Kubernetes, Modern MLOps template for machine learning projects, Masters Thesis: "Towards Automating Code Reviews", etc.. I am based in Toronto, Canada. I've successfully completed 8 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.

Show More
Experience
6 years
Availability
As Needed - Open to Offers
Hourly Rate
$75
Rating
Previous Company
HADII Technology
Profile of Raza R., Junior Software Engineer - AI, Web and Mobile Platforms at Softaims
View full profile
Softaims
Raza R., Junior Software Engineer - AI, Web and Mobile Platforms at Softaims

Raza R.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC-06:00UTC-06:00
Country: CanadaCanada
Regina
Raza R. | SoftaimsMember Since 2025
View and Hire Arrow Icon
LLMPythonReactReact NativeDjangoArtificial IntelligenceAI ChatbotRESTful APIAI App DevelopmentLangChainBot DevelopmentLarge Language ModelAI Agent DevelopmentAI PlatformDockerGenerative AICodevCodeGeeXAskCodi

My name is Raza R. and I have over 0 years of experience in the tech industry. I specialize in the following technologies: Python, React, React Native, Django, Artificial Intelligence, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: Finance - AI SaaS, AI Shorts Generation + Automated Posting, LoopHook - E-commerce, OuraRing - Health Metrics, Ivote Live, etc.. I am based in Regina, Canada. I've successfully completed 10 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.

Show More
Experience
1 Year
Availability
Less than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
Must XP Studio
Profile of Sagar T., Senior Backend Engineer - AI, Machine Learning and NLP Platforms at Softaims
View full profile
Softaims
Sagar T., Senior Backend Engineer - AI, Machine Learning and NLP Platforms at Softaims

Sagar T.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Velapur
Sagar T. | SoftaimsMember Since 2020
View and Hire Arrow Icon
LLM Prompt EngineeringPythonpandasTensorFlowNatural Language ProcessingClassificationMachine LearningOpenCVFlaskBERTGPT-3FastAPIRESTful APILangChain

My name is Sagar T. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Python, pandas, TensorFlow, Natural Language Processing, Classification, etc.. I hold a degree in , . Some of the notable projects I've worked on include: AI-Powered Automated Video Content Creation, Admin Dashboard to manage AWS data. postgresql and EC2 services, Agentic workflow with N8N, RAG chatbot with AWS Bedrock, Hybrid Search and RAG chatbot with chromadb, etc.. I am based in Velapur, India. I've successfully completed 7 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.

Show More
Experience
5 years
Availability
As Needed - Open to Offers
Hourly Rate
$30
Rating
Previous Company
Arya.ai
Profile of Mehar A., Lead Software Engineer - AI, Cloud and Mobile Platforms at Softaims
View full profile
Softaims
Mehar A., Lead Software Engineer - AI, Cloud and Mobile Platforms at Softaims

Mehar A.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Mohali
Mehar A. | SoftaimsMember Since 2017
View and Hire Arrow Icon
LLM Prompt EngineeringArtificial IntelligenceAWS DevelopmentFHIRCloud DevelopmentNode.jsReact NativeReactPythonDockerAI ChatbotMachine LearningArtificial Neural NetworkAI ImplementationMachine Learning ModelApp DevelopmentAppsNextjsSoftgen AIwebsim AiChariot

My name is Mehar A. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, AWS Development, FHIR, Cloud Development, node.js, etc.. I hold a degree in Master of Computer Applications (M.C.A.), Bachelor of Applied Science (B.A.Sc.). Some of the notable projects I’ve worked on include: Voxxil, RSAFE, YPI yachts for yachts Sale and Purchase, BlazeForms: Dynamic Form Builder, FTQ360: Construction Inspection & Punchlist Software, etc.. I am based in Mohali, India. 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.

Show More
Experience
8 years
Availability
Full-time
Hourly Rate
$25
Rating
Previous Company
Amazon India
Profile of Pavlo V., Software Engineer - AI, Python and Machine Learning Platforms at Softaims
View full profile
Softaims
Pavlo V., Software Engineer - AI, Python and Machine Learning Platforms at Softaims

Pavlo V.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: UkraineUkraine
Dnipro
Pavlo V. | SoftaimsMember Since 2025
View and Hire Arrow Icon
LLMArtificial IntelligenceAI App DevelopmentMachine LearningHealthcareVibeLarge Language ModelOpenCVOpenAI APIPythonFastAPIPineconeAI Text-to-SpeechElevenLabsGStreamerNext.jsWindsurfFirebase StudioRocket New

My name is Pavlo V. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, AI App Development, Machine Learning, Healthcare, Vibe, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I’ve worked on include: AI Voice Detector, Resume Trick, vapor, modern squarespace website, Real Estate Wordpress Web Site Development, etc.. I am based in Dnipro, Ukraine. I've successfully completed 30 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.

Show More
Experience
2 years
Availability
Full-time
Hourly Rate
$25
Rating
Previous Company
DataArt
Profile of Marco R., Senior Backend Engineer - Python, Data Science and AI Platforms at Softaims
View full profile
Softaims
Marco R., Senior Backend Engineer - Python, Data Science and AI Platforms at Softaims

Marco R.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+01:00UTC+01:00
Country: PortugalPortugal
Lisbon
Marco R. | SoftaimsMember Since 2019
View and Hire Arrow Icon
LLMPythonFlaskPlotlyTechnical WritingWeb ScrapingData ScienceData VisualizationData AnalysisRetrieval Augmented GenerationOpenAI APIAnalytics DashboardHugging FacePostgreSQLNatural Language ProcessingLarge Language Model

My name is Marco R. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Python, Flask, Plotly, Technical Writing, Web Scraping, etc.. I hold a degree in Master of Engineering (MEng), Other, . Some of the notable projects I’ve worked on include: Dad Half Dev, 🥇First Place in a Data Science Hackathon, 🥈Second Place on Transport Risk Mitigation ML Challenge, 🥉 Third place on Dubai Real Estate Sales Forecasting ML Challenge. I am based in Lisbon, Portugal. I've successfully completed 4 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.

Show More
Experience
6 years
Availability
Full-time
Hourly Rate
$40
Rating
Previous Company
DefinedCrowd
Profile of Nitu A., Software Engineer - AI, Python and Web Development at Softaims
View full profile
Softaims
Nitu A., Software Engineer - AI, Python and Web Development at Softaims

Nitu A.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Indore
Nitu A. | SoftaimsMember Since 2022
View and Hire Arrow Icon
LLMLarge Language ModelZapierMake.comGPT-4ChatbotPythonn8nGenerative AIAI Agent DevelopmentGoogle Apps ScriptFastAPIPineconeWeb DevelopmentLangChainHugging Face

My name is Nitu A. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Large Language Model, Zapier, Make.com, GPT-4, Chatbot, etc.. I hold a degree in Bachelor of Technology (BTech). Some of the notable projects I've worked on include: AI-Enabled Patient Appointment Confirmation and Rescheduling Bot, WhatsApp Real Estate Transaction Assistant Bot, Implementing Simple AI Functionality in Laravel Code, AI Lesson Plan Generator, Whatsapp - Agentic AI Chatbot, etc.. I am based in Indore, India. 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.

Show More
Experience
3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
VKAPS IT Solutions Pvt. Ltd.
Profile of Serge R., Lead Software Engineer - AI, Cloud and Performance Optimization at Softaims
View full profile
Softaims
Serge R., Lead Software Engineer - AI, Cloud and Performance Optimization at Softaims

Serge R.

llm

Verified BadgeVerified Expert in Engineering
Timezone: UTC+01:00UTC+01:00
Country: PolandPoland
Poznan
Serge R. | SoftaimsMember Since 2009
View and Hire Arrow Icon
LLMPythonLinuxC++Performance OptimizationSQLDatabaseCUDAMultithreaded ProgrammingArtificial IntelligenceLarge Language ModelTransformer ModelXGBoostGPT-3PyTorchChatGPTCreatrGlideLazy AI

My name is Serge R. and I have over 16 years of experience in the tech industry. I specialize in the following technologies: Python, Linux, C++, Performance Optimization, SQL, etc.. I hold a degree in Bachelors, Masters. Some of the notable projects I've worked on include: OpenAI Experience, LLVM/Clang contributions, ProbQA interactive recommendation engine for games, Automatic Inference of Software Architecture from Source Code. I am based in Poznan, Poland. I've successfully completed 4 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.

Show More
Experience
16 years
Availability
More than 30 hrs/week
Hourly Rate
$250
Rating
Previous Company
Different Confidential Customers

Want to hire?

Hire llm Arrow Icon

Developers who got their wings at:

  • Intel Logo
    Intel Logo
  • Netflix Logo
    Netflix Logo
  • Lego Logo
    Lego Logo
  • Adidas Logo
    Adidas Logo
  • Samsung Logo
    Samsung Logo
  • Google Logo
    Google Logo
  • Uber Logo
    Uber Logo
  • Apple Logo
    Apple Logo
  • Pfizer Logo
    Pfizer Logo

Testimonials

Working with Softaims allowed us to quickly onboard highly skilled engineers who integrated seamlessly with our team. The experience was smooth and the results exceeded our expectations.

The Softaims platform gave us access to developers who immediately added value. Their expertise and professionalism made the entire process seamless.

Ready-to-interview vetted Llm developers are waiting for your request

Hire Llm Developer Arrow Icon
Hire Llm Developer
Hire Llm Developer