Sadman Kabir Soumik
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  • Memory Systems in Agentic AI: Procedural, Semantic, and Episodic Memory

    calendar Aug 12, 2026 · 19 min read · artificial intelligence agentic ai system design  ·
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    Memory Systems in Agentic AI: Procedural, Semantic, and Episodic Memory

    Large Language Models are good at understanding text and generating answers. But there is an important problem. By default, an LLM does not truly remember everything that …

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  • How vLLM Works for Serving Large Language Models

    calendar May 15, 2026 · 17 min read · artificial intelligence large language models software engineering system design  ·
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    How vLLM Works for Serving Large Language Models

    You have downloaded an open source Large Language Model. Maybe it is Llama, Qwen, Gemma, or another model. You load it on an NVIDIA GPU and send a prompt: 1What is the …

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  • How to Make LLM Inference Faster

    calendar Apr 12, 2026 · 11 min read · artificial intelligence large language models system design  ·
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    How to Make LLM Inference Faster

    Running a Large Language Model is easy. Running it fast, at scale, and without wasting expensive GPUs is much harder. Imagine you deploy an open source LLM on an NVIDIA …

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  • Building Multi Agent AI Systems: From Orchestration to Production

    calendar Jan 15, 2026 · 27 min read · artificial intelligence agentic ai system design  ·
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    Building Multi Agent AI Systems: From Orchestration to Production

    Building one AI agent is relatively easy. You give an LLM some instructions, connect a few tools, and let it perform a task. For example: 1User 2 ↓ 3Agent 4 ↓ 5LLM 6 ↓ …

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  • Types of LLM Architectures

    calendar Mar 18, 2025 · 6 min read · machine learning data science artificial-intelligence nlp system-design  ·
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    Types of LLM Architectures

    Let's first break it down: what exactly are large language models (LLMs), why do we call them 'large,' and how are they different from other types of language models? An …

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  • Building an MLOps Pipeline with Apache Airflow (Part 1)

    calendar Feb 17, 2023 · 7 min read · machine learning MLOps Airflow  ·
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    Building an MLOps Pipeline with Apache Airflow (Part 1)

    Author: Sadman Kabir Soumik Let's first understand what's MLOps. What is MLOps? MLOps (Machine Learning Operations) is a set of practices and tools used to manage the …

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  • Core Concepts of System Design in Software Engineering

    calendar Jul 20, 2022 · 15 min read · system design software engineering  ·
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    Core Concepts of System Design in Software Engineering

    What is System Design in Software Engineering? System design in software engineering is defining the structure, components, connections, and information for a system that …

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  • How to Automate and Schedule GCP VM Instance

    calendar Feb 12, 2022 · 5 min read · cloud google cloud automation  ·
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    How to Automate and Schedule GCP VM Instance

    Suppose you have a script in the Google Cloud’s VM Instance that needs to run every day/week/month at a particular time ( e.g., a data pipeline for Machine Learning model …

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  • How to design a large scale software system that supports millions of users.

    calendar Mar 12, 2021 · 9 min read · software engineering system design  ·
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    How to design a large scale software system that supports millions of users.

    Start With A Simple Architecture To begin building an app, we will start from the beginning. We will create a basic app with some users. The easiest way to do this is to …

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  • Comparing REST API and gRPC - Choosing the Right Web API

    calendar Apr 10, 2020 · 3 min read · system design software engineering  ·
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    Comparing REST API and gRPC - Choosing the Right Web API

    REST (Representational State Transfer) and gRPC are two different techniques for creating web APIs (Application Programming Interfaces). What is REST API? A popular …

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  • Understanding Dependency Injection - Real-World Examples and Advantages

    calendar Feb 10, 2018 · 3 min read · programming algorithm python software engineering  ·
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    Understanding Dependency Injection - Real-World Examples and Advantages

    Dependency injection is a design pattern that is widely used in software development to promote good software design and make code more flexible and easier to test. In …

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SK Soumik

Artificial intelligence | Data Science

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