What are the limitations of LLMs?

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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.

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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.

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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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Wahid A., Software Engineer - AI, Generative AI and LLM Platforms at Softaims

Wahid A.

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My name is Wahid A. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Retrieval Augmented Generation, Large Language Model, LangChain, FastAPI, LLM Prompt Engineering, etc.. I hold a degree in Bachelor of Computer Applications, Bachelor's degree. Some of the notable projects I've worked on include: Clause-Level Legal RAG Pipeline with Zero-Hallucination Workflow, Custom AI chatbot with multiple LLMs and vector DBs for business use, ChatBot, Diabetes, Heart Disease. I am based in Ludhiana, India. I've successfully completed 5 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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Madan L., Lead Software Engineer - AI, Cloud and Full-Stack Platforms at Softaims

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My name is Madan L. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Python, Full-Stack Development, Generative AI, Large Language Model, etc.. I hold a degree in Master of Computer Applications (MCA). Some of the notable projects I've worked on include: Various Real Estate webscraping, Ebay Product scraping, Worldwide Restaurants scraping, max7p - Python Developer (Web Scraping Expert), Ruby on Rails Developer (ROR Developer)- Web Scraping Expert, etc.. I am based in Mohali, India. I've successfully completed 37 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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Phat V., Senior Data Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims

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Weipeng Z., Senior Software Engineer - AI, Data Science and Generative AI Platforms at Softaims

Weipeng Z.

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Profile of Kirtikumar A., Lead Mobile Engineer - React Native, DevOps and AI Platforms at Softaims
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Kirtikumar A., Lead Mobile Engineer - React Native, DevOps and AI Platforms at Softaims

Kirtikumar A.

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Kirtikumar A. | SoftaimsMember Since 2012
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Profile of Ashutosh K., Software Engineer - AI, Data Science and Cloud Platforms at Softaims
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Ashutosh K., Software Engineer - AI, Data Science and Cloud Platforms at Softaims

Ashutosh K.

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My name is Ashutosh K. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Data Science, Python, Tableau, Machine Learning, Natural Language Processing, etc.. I hold a degree in Master of Computer Applications (MCA). Some of the notable projects I've worked on include: Skycap, Wagstaff, Slate FS, HCode Media, FoxAlliance, etc.. I am based in Munich, Germany. I've successfully completed 10 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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