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MCP-TOOLKIt

Text-to-SQL Agent with Docker MCP and Model Runner | Smarter and Safer

Posted by By Vishesh Sharma November 12, 2025
A containerized approach to natural language database queries with built-in safety and auditability Author: Vishesh Sharma and Karan Singh Date: November 12th, 2025 Core The original Text-to-SQL setup worked but…
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Docker containerization, SQL database, and LLM model runner like Ollama in a AI pipeline

Text-to-SQL Service Agent with Docker and LLM model runner

Posted by By Vishesh Sharma October 27, 2025
A containerized approach to natural language database queries with built-in safety and auditability Author: Vishesh Sharma Date: October 27th, 2025 CORE IDEA This project shows how natural English questions can…
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Docker Model Runner & LLMs for AI Keyword Extraction: A Reproducible Benchmark

Docker Model Runner & LLMs for AI Keyword Extraction: A Reproducible Benchmark

Posted by By Mohammed Aminoor Rahman October 15, 2025
Core Idea This project solves the challenge of comparing traditional NLP methods against modern LLMs by creating a fully containerized, one-command experiment using Docker Compose. Quantitative analysis of the results…
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Running Local LLMs with Docker Model Runner: A Deep Dive with Full Observability and Sample Application

Running Local LLMs with Docker Model Runner: A Deep Dive with Full Observability and Sample Application

Posted by By Karan Singh May 6, 2025
  Introduction   In this blog post, we’ll explore how developers and teams can speed up development, debugging, and performance analysis of AI-powered applications by running models locally—using tools like…
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How to Use AI to Troubleshoot Your Kubernetes Cluster

How to Use AI to Troubleshoot Your Kubernetes Cluster

Posted by By Meetsimar Kaur November 13, 2024
  Kubernetes, the open-source platform for managing containerized workloads and services, has become the go-to for orchestrating large-scale applications. However, managing a Kubernetes cluster can be complex, and troubleshooting issues…
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KRS Docker Extension Now Available in Docker Desktop

KRS Docker Extension Now Available in Docker Desktop

Posted by By Karan Singh October 31, 2024
An AI-Powered Tool to Simplify Kubernetes Cluster Management Did you find it difficult to manage your Kubernetes Cluster?  Managing the Kubernetes cluster can feel overwhelming sometimes, especially if you are…
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Redpanda

How to deploy a REAL-TIME Sentiment Classifier for financial news with Redpanda Connect and PyTorch

Posted by By Karan Singh October 9, 2024
Every second is worth a million dollars in today's fast-paced financial world. Traders, analysts, and investors need real-time insights to make data-driven decisions, especially how the news can flip an…
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Run Kubernetes Tools Recommender System with Local LLM

Run Kubernetes Tools Recommender System with Local LLM

Posted by By Oluchukwu ObiNjoku August 28, 2024
Introduction This guide introduces KRS, a powerful CLI tool designed to simplify Kubernetes cluster management. KRS offers a range of functionalities, including health checks, resource optimization, and vulnerability detection. To…
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Kubernetes Tools Recommender System: Your AI Copilot for Kubernetes

Kubernetes Tools Recommender System: Your AI Copilot for Kubernetes

Posted by By Oluchukwu ObiNjoku August 16, 2024
The advent of Large Language Models (LLMs) has revolutionized various industries, and the realm of Kubernetes is no exception. These advanced AI models, capable of understanding and generating human language,…
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KRS_Kind_Image

Install and Configure Kubernetes Tools Recommender System with Kind

Posted by By Oluchukwu ObiNjoku August 15, 2024
Introduction Kubernetes: A Powerful Tool, Demanding Mastery Kubernetes, while a revolutionary platform for managing containerized applications, can be daunting, especially for those new to the ecosystem. Its intricate configuration and…
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Kubetools Recommender System [KRS]

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    • Uniform API server access using clientcmd
    • Kubernetes v1.35: Restricting executables invoked by kubeconfigs via exec plugin allowList added to kuberc
    • Kubernetes v1.35: Mutable PersistentVolume Node Affinity (alpha)
    • Kubernetes v1.35: A Better Way to Pass Service Account Tokens to CSI Drivers
    • Kubernetes v1.35: Extended Toleration Operators to Support Numeric Comparisons (Alpha)
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