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TrueFoundry Blog

Curated insights, expert tutorials, and innovative techniques for ML and LLM use cases

Inside the Model Context Protocol (MCP): Architecture, Motivation & Internal Usage

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December 16, 2025

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Introducing TrueFoundry MCP Gateway: Solving the N×M Integration Problem for AI Agents

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Top 5 LiteLLM alternatives of 2025

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Portkey vs LiteLLM : Which is Best ?

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How TrueFoundry’s AI Gateway Makes MCP Enterprise‑Ready

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Accelerate Data Processing 30–40× with NVIDIA RAPIDS on TrueFoundry

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Model Context Protocol (MCP) Server in Enterprises

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What is MCP ? How Does it Work ?

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Agentic AI in Enterprises: A Blueprint for Scaling Intelligence and Automation

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Load Balancing in AI Gateway: Optimizing Performance

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AI Guardrails in Enterprise: Ensuring Safe Innovation

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How to Think About AI Gateway Architecture in the Generative AI Stack

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AI Gateway: The Central Control Pane of Today’s Generative AI Infrastructure

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Inside the Model Context Protocol (MCP): Architecture, Motivation & Internal Usage

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How should Enterprises evaluate LLM Gateway for Scale?

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Rate Limiting in AI Gateway : The Ultimate Guide

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TrueML Talks

Big Data and ML Practices at Palo Alto Networks

Future of LLMs and Real Time Communication

Leveraging AI/ML for Revolutionary Logistics at Sennder

Evolution of Machine Learning: A Deep Dive into Savin's Journey

Applications of GenAI at Google

Programmatic Data Labelling and Training LLMs at Snorkel.ai

February 15, 2024

TrueML Talks #29 - GenAI and LLMs for Location Intelligence @ Beans.AI

February 1, 2024

TrueML Talks #28 - GenAI and LLMs for Sales Outreach @ OneShot

January 18, 2024

TrueML Talks #27 - GenAI and LLMOps for Customer Success @ Level AI

January 4, 2024

TrueML Talks #26 - Enterprise GenAI and LLMOps with Labhesh Patel

December 21, 2023

TrueML Talks #25 - GenAI and LLMOps for GTM (Go-To-Market) @ Twilio

December 13, 2023

True ML Talks #16 - Machine Learning Pipeline @ Digits

Featured Case Studies

How NVIDIA Improves GPU Cluster Utilization with LLM Agents

Demand for NVIDIA GPUs is skyrocketing. To increase the utilization of their GPU fleet and serve more clients, the team built a multi-agent LLM system to automate cluster optimization. The team used TrueFoundry to solve hybrid/multi-cloud management challenges, model switching, and develop and deploy LLM agents.

Helping Whatfix modernize deployments and shorten its software release lifecycle

Whatfix, a leading digital adoption platform, has seen rapid growth in revenue and clients. To streamline its ML and backend application releases, it adopted a modern deployment infrastructure, with TrueFoundry playing a key role in this upgrade.

Adding a Generative AI Ready Core to Aviso AI's Tech Stack

Aviso AI is a leading Revenue Operation System that helps teams manage and increase their revenues using conversational intelligence and forecasting models. TrueFoundry helped the team add the capability to deploy its proprietary LLM Models, which power its AI Chief of Staff MIKI.

Enabling a Fortune 100 Healthcare Company to ship 30+ LLM use cases in less than a year

Read how TrueFoundry worked with a Healthcare Major to help them build their Generative AI capabilities and ship 30+ use cases with Large Language Models in the first year

Games 24x7 Personalizing Gaming with AI for its 100 Million Users

Games 24x7, a leading gaming company from India, used TrueFoundry to serve ML models to their clients at massive scales of more than 200 requests per second. In being able to do this, we helped them reduce time to deployment, follow SRE best practices and also help the internal engineering team monitor and control the data and infrastructure.

How Neurobit Saves 60% Of Their Cloud Costs and Serves Machine Learning at Scale

Neurobit is a cutting-edge Digital Health company based in Singapore that generates biomarkers using propriety AI algorithms on physiological sleep data.

Online Drug Marketplace adds $1.5 million to its revenue by simplifying the customer journey

The company under study is an online drug marketplace that aims to supply medications at an affordable price to millions of customers. They have 8 Mn+ active users and are a part of the $ 200 Billion + conglomerate.

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Adding OAuth2 to Jupyter Notebooks on Kubernetes

Discover how to enhance Jupyter Notebook security on Kubernetes with OAuth2 integration, guided by TrueFoundry. Explore our solutions for securing notebook

TrueML Talks #27 - GenAI and LLMOps for Customer Success @ Level AI

Learn how Level AI leverage GenAI and LLMOps to solve Customer Success and Quality Assurance from Abhimanyu, Staff AI Research Engineer @ Level AI

A 2-Person team serving model to 1.5 Million people with TrueFoundry

Discover how a 2-person team leveraged TrueFoundry to serve models to 1.5 million users. Explore their journey on this blog post.

What is Bottlerocket and how to use it in EKS?

Learn about Bottlerocket and its usage in Amazon EKS (Elastic Kubernetes Service) with TrueFoundry's comprehensive guide.

Scaling Up serving of Fine-tuned LoRA Models

Discover how TrueFoundry scales serving of fine-tuned models for performance. Explore solutions for managing model serving infrastructure.

TrueFoundry: 2023 year-end review

Reflect on TrueFoundry's achievements and milestones in our 2023 year-end review. Explore the progress we've made and our vision for the future of MLOps.

TrueML Talks #25 - GenAI and LLMOps for GTM (Go-To-Market) @ Twilio

Discover GenAI and LLMOps strategies for GTM at Twilio on TrueML Talks #25. Explore ML applications for market expansion.

Fractional GPUs in Kubernetes

Explore TrueFoundry's solutions for utilizing fractional GPUs in Kubernetes, optimizing resource allocation and performance with efficient MLOps strategies.

Deploying LLMS at Scale

Explore how TrueFoundry scales Large Language Model (LLM) deployments efficiently. Discover our solutions for managing LLM deployments at scale.

True ML Talks #23 - MLOps and LLMs Applications @ GitLab

Explore MLOps and LLMs applications at GitLab on True ML Talks #23. Gain insights into ML operations and advancements.

Reduce your Infra Costs for ML / LLM models

Uncover TrueFoundry's strategies to slash infrastructure costs for ML/LLM models while boosting efficiency and returns on investment.

TrueML #22 - Machine Learning Platform and LLM's @ Voiceflow

Explore machine learning platform and LLMs at Voiceflow on TrueML #22. Join discussions on ML advancements and applications.

True ML Talks #16 - Machine Learning Pipeline @ Digits

Explore machine learning pipelines at Digits on True ML Talks #16. Join discussions on ML operations and advancements.

True ML talks #18 - Generative AI discussion with Tushar Kant

Join True ML Talks #18 for a discussion on Generative AI with Tushar Kant. Explore advancements in AI technology.

LLM-powered QA Chatbot on your data in your Cloud

Discover how TrueFoundry enables LLM-powered QA chatbots on your cloud data for efficient QA. Explore our solutions for enhancing QA processes and productivity.

True ML Talks #20 - Transformers, Embeddings and LLMs - ML Scientist @ Turnitin

Discover insights into Transformers, Embeddings, and LLMs with an ML Scientist at Turnitin on True ML Talks #20.

What is Lora Fine Tuning? The Definitive Guide

Learn how to fine-tune LoRA models for better performance. Explore techniques and strategies to optimize model accuracy and efficiency.

Machine Learning Tool Integrations #3 Label Studio for All your Labelling Needs

In this blog post, we are going to talk about Label Studio and how you can easily utilize Label Studio for Labelling via deploying it on TrueFoundry.

True ML Talks #21 - Machine Learning Platform @ Loblaw Digital

Discover insights into the machine learning platform at Loblaw Digital on True ML Talks #21. Join discussions on ML advancements.

How to Fine-Tune a Llama-2 (7B) to Beat ChatGPT

Learn strategies for fine-tuning a Llama-2 (7B) model to outperform ChatGPT with TrueFoundry's expert guidance.

True ML Talks #17 - ML Platforms @ Slack, LLMs and SlackGPT

Explore ML platforms at Slack, along with LLMs and SlackGPT on True ML Talks #17. Join discussions on AI integration.

A Complete Guide to LLMOps For Machine Learning

Discover how LLMOps revolutionizes machine learning operations with streamlined processes and enhanced efficiency. Learn more in detail on this article.

Llama 2 LLM: Deploy & Fine Tune on your cloud

Effortlessly deploy and optimize Llama 2 models on your cloud platform with our expert guidance. Maximize Large Language Models (LLMs) performance efficiently.

LLMOps CoE: The next frontier in the MLOps Landscape

Dive into LLMOps CoE: Uncover its modern ML operational significance. See how it streamlines workflows and boosts efficiency for impactful results.

Hosted Jupyter Notebooks and VS Code on Kubernetes

Learn how TrueFoundry enables hosted Jupyter Notebooks and VS Code on Kubernetes for seamless dev workflows. Read more in detail on this blog post.

10 Best MLOps Tools of 2025

Master MLOps with TrueFoundry's guide. Learn to streamline ML operations with best practices for efficient, successful machine learning workflows.

Helm Charts on ArtifactHub via hosting on Github pages

Discover how to publish Helm charts on ArtifactHub via GitHub Pages with TrueFoundry's comprehensive deployment guide.

The $360K question about Large Language Models Economics

Explore the economics of Large Language Models with TrueFoundry. Learn about the costs, benefits, and considerations of adopting LLMs in your organization.

Machine Learning Deployments in 2023

Delve into advanced insights and forecasts for ML deployments in 2023 by TrueFoundry. Stay ahead with our analysis of the evolving MLOps landscape.

Is AI Workload Bloating Up Your Cloud Bill?

Learn how AI workloads affect cloud costs and discover strategies to optimize expenses with TrueFoundry's insights. Explore efficient AI workload management solutions.

Deploy Falcon-40B on AWS: 40% Cheaper than Sagemaker

Learn to deploy Falcon-40B language model on AWS cloud using LLMOps, compare costs on Sagemaker vs. TrueFoundry's EKS, and optimize performance.

True ML Talks #14 - LLMs and Reinforcement Learning Co-founder @ CX Score

Join True ML Talks #14 for discussions on LLMs and Reinforcement Learning at CX Score. Explore applications in ML.

TrueFoundry Architecture - Machine Learning on Kubernetes!

Dive into the architecture of TrueFoundry's Machine Learning on Kubernetes platform. Learn how our platform enables scalable MLOps workflows.

True ML Talks #11 - LLMs, LLMops and GenAI CTO @ Greenhouse

Join True ML Talks #11 for discussions on LLMs, LLMops, and GenAI with Greenhouse's CTO. Explore ML advancements in HR tech.

Is TrueFoundry ML Platform Right for you?

Evaluate whether TrueFoundry's ML platform is the right fit for your organization with our comprehensive guide. Learn more in detail on this article.

TrueFoundry Now Deploys and Fine-tunes Open Source LLMs With a Few Clicks!

Discover how TrueFoundry simplifies deployment and tuning of Large Language Models with a few clicks. Explore our solutions for accelerating LLM adoption.

True ML Talks #13 - ML Platform @ Cookpad

Discover insights into the ML platform at Cookpad on True ML Talks #13. Join discussions on ML applications in cooking.

True ML Talks #12 - Cofounder @ Llama-Index

Explore insights from the cofounder of Llama-Index on True ML Talks #12. Join discussions on ML advancements.

AI Center of Excellence: Future-proof your business

Learn how to establish an AI Center of Excellence with TrueFoundry's guidance. Explore strategies for leveraging AI to drive innovation and gain a competitive edge.

True ML Talks #9 - Machine Learning Platform @ DoorDash

Join us in True ML Talks as we explore DoorDash's ML Platform with Hien Luu, covering ML use cases, scalable model serving, shadowing models, gRPC, and more.

Open Source LLMs: Embrace or Perish

Discover the impact of open-source Large Language Models (LLMs) on industries with TrueFoundry. See how organizations can use them to innovate and grow.

True ML Talks #10 - LLMs and GenAI with engineering director @ Meta

Join True ML Talks #10 for discussions on LLMs and GenAI with Meta's Engineering Director. Gain insights into ML advancements.

True ML Talks #8 - Machine Learning Platform @ Intuit

Join True ML Talks #8 for discussions on the machine learning platform at Intuit. Explore ML applications in finance.

Application Development With Kubernetes

Learn how TrueFoundry streamlines application development with Kubernetes. Explore our MLOps solutions for accelerating dev cycles & ensuring app reliability.

Training Machine Learning Models using TrueFoundry's Jobs

Discover how TrueFoundry streamlines machine learning model training. Explore our MLOps solutions for faster development and experimentation.

Prompt Engineering: Learning to Interact with LLMs

Discover the art of prompt engineering and learn how to interact with Large Language Models (LLMs) effectively with TrueFoundry's guidance.

Authenticated gRPC service on Kubernetes

Explore how TrueFoundry secures gRPC services on Kubernetes. Discover our solutions for enhancing communication reliability and security with authenticated services.

True ML Talks #7 - Machine Learning Platform @ Edge

Discover insights into the machine learning platform at Edge on True ML Talks #7. Join discussions on ML advancements.

Understanding ChatGPT plugins

Gain insights into ChatGPT plugins with TrueFoundry. Explore how plugins enhance functionality and customize conversational AI experiences.

True ML Talks #6 - Machine Learning Platform @ °Nomad Health

Explore the machine learning platform at Nomad Health on True ML Talks #6. Join discussions on ML applications in healthcare.

True ML Talks #4 - Machine Learning Platform @ Salesforce

Join True ML Talks #4 for discussions on the machine learning platform at Salesforce. Explore ML applications in CRM.

Machine Learning Tool Integrations #2 DVC for your Data Versioning

Discover how integrating DVC with ML platforms streamlines version control and enhances collaboration for efficient machine learning workflows.

Enabling the Large Language Models Revolution: GPUs on Kubernetes

Explore how TrueFoundry powers the Large Language Models revolution with GPU-accelerated infrastructure on Kubernetes, optimizing LLM performance.

True ML Talks #3 - Machine Learning Platform @ Facebook

Discover insights into the machine learning platform at Facebook on True ML Talks #3. Join discussions on ML advancements.

Machine Learning Platform Integrations #1: Weights & Biases

Explore challenges in managing experiments and discover how TrueFoundry integrates with Weights & Biases to streamline experiment tracking and analysis.

True ML Talks #2 - Machine Learning Workflow @ Stitch Fix

Join True ML Talks #2 for discussions on the machine learning workflow at Stitch Fix. Explore ML applications in fashion.

Introduction to Kubernetes and MLOps: Challenges and Benefits

Delve into the advantages and hurdles of incorporating Kubernetes into MLOps workflows. Uncover how Kubernetes boosts scalability and efficiency in ML operations.

Machine Learning on Kubernetes #2: Kubernetes Architecture for MLOps

Explore the Kubernetes architecture for MLOps with TrueFoundry's expert insights. Learn how Kubernetes enables scalable and efficient machine learning workflows.

Fine Tuning: OpenAI Models + Your Confluence Data

Discover TrueFoundry's advanced techniques for fine-tuning OpenAI models with your Confluence data, enhancing performance and accuracy.

Evaluating Production Readiness and Technical Debt of ML Systems

Learn how TrueFoundry evaluates ML systems' production readiness & technical debt. Discover our MLOps solutions for robust, reliable machine learning deployments.

True ML Talks #1 - Machine Learning Workflow @ Gong

Discover insights into the machine learning workflow at Gong on True ML Talks #1. Join discussions on ML advancements.

TrueFoundry: 2022 year-end Review

Reflect on TrueFoundry's achievements and milestones in our 2022 year-end review. Explore the progress we've made and our vision for the future of MLOps.

Cluster Autoscaling for Big 3 Clouds ☁️

Learn how TrueFoundry enables cluster autoscaling across major cloud platforms. Explore our scalability solutions for optimizing resource use and cost efficiency.

LLMs, LLMs Everywhere: Exploring their applications!

Explore LLMs' wide-ranging applications with TrueFoundry. Discover how LLMs revolutionize industries & unlock new possibilities.

TrueFoundry Company Retreat 2022!

Join us as we reflect on the TrueFoundry Company Retreat 2022, a gathering aimed at fostering innovation and collaboration.

From Hostel Dorm to Raising Seed Fund: A huge step towards our future!

Follow TrueFoundry's journey from a dorm room to securing seed funding. Discover the milestones, challenges, and our vision for the future of AI.

A Guide to drift tracking

Unlock drift tracking complexities with TrueFoundry's guide. Master model performance monitoring and data drift detection for top-notch ML results.

Dark Launch is the best Light Launch

Discover why dark launch is key for optimizing software deployments. Learn how TrueFoundry enables seamless, low-risk feature rollouts.

Deployment Platform Updates

Stay informed with TrueFoundry's latest updates on deployment platforms. Discover our innovative solutions for enhancing deployment efficiency and reliability.

Kubernetes for data scientists - Hosting predictions

Explore how TrueFoundry leverages Kubernetes for scalable predictions. Discover seamless MLOps solutions for model deployment.

An impactful ML Model - how hard can it be?

Uncover ML model challenges and how TrueFoundry aids. Discover solutions for seamless ML development and deployment.

Kubernetes for data scientists

Explore how TrueFoundry utilizes Kubernetes for scalable infrastructure, empowering data scientists. Discover how our MLOps solutions boost collaboration and productivity.

Managing environment variables with SecretsFoundry

Explore how SecretsFoundry manages ML project variables easily. TrueFoundry secures sensitive data in your workflows.

Environment configuration — why, what and how?

Discover the importance of environment configuration in ML workflows. Learn why it matters, what it entails, and how TrueFoundry simplifies the process for you.

TrueFoundry Vision

Discover TrueFoundry's vision for MLOps and our innovative solutions reshaping AI. Propel your AI initiatives forward with our cutting-edge strategies.

Training and deploying an Iris flower classification model using TrueFoundry

Learn to train and deploy an Iris flower classification model seamlessly with TrueFoundry. Explore our intuitive MLOps platform to optimize your ML projects.

Time killed my ML model!

Explore the effects of time on machine learning models and discover strategies to mitigate its impact. Learn how TrueFoundry optimizes ML workflows.