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⚡ AI Lessons
Dev.to · Sandeep Varma
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
The order to build MLOps in when you have one model, not fifty
A five-person team brought me in last month to help ship their first production model, a churn scorer...
Dev.to · suresh devops
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Our Ollama /LLM Production Setup
Response to Ollama Production Queries to the previous post Excellent questions — you've...
Dev.to · Multigrid
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
AI in CI: Automated Review That People Don't Mute
Why precision rather than recall is the product for a review bot, the comment-budget arithmetic that follows, and the one honest metric for whether it is workin
Dev.to · Anil Prasad
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Measure pass-all-k, not accuracy: a reliability harness in 60 lines
Run this against whatever you already have. `from collections import Counter def pass_all_k(run,...
Dev.to · Manju
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Why Your AI App Is Failing in Production (And It’s Not an ML Problem)
Nobody tells you this until you’re on-call at 2 AM: testing AI pipelines is significantly harder than...
Dev.to · Sushyam Nagallapati
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Testing and Debugging MCP Applications: A Practical Production Guide
This article is part of my MCP series. In the previous article, I covered authentication, tool...
Dev.to · Jaypee
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Why MCP Servers Need Verification Before Production
Why MCP Servers Need Verification Before Production The Model Context Protocol (MCP) is...
Dev.to · Beehive Strategy
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
MLOps for the Enterprise: Model Deployment Best Practices
Establishing robust MLOps pipelines for model versioning, A/B testing, canary deployments, monitoring...
Dev.to · Sudhanshu Gaikwad
🏭 MLOps & LLMOps
⚡ AI Lesson
3w ago
Build a Production Ready MERN Stack e-Commerce Website with React, Node.js, MongoDB, JWT & Razorpay.
A complete walkthrough of a full-stack online store with JWT auth, OTP verification, Razorpay...
Dev.to · vamsi visualpath
🏭 MLOps & LLMOps
⚡ AI Lesson
4w ago
Best MLOps Course | MLOps Training in Hyderabad
🚀 𝗙𝘂𝘁𝘂𝗿𝗲-𝗣𝗿𝗼𝗼𝗳 𝗬𝗼𝘂𝗿 𝗔𝗜 𝗖𝗮𝗿𝗲𝗲𝗿 𝘄𝗶𝘁𝗵 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆-𝗙𝗼𝗰𝘂𝘀𝗲𝗱 𝗠𝗟𝗢𝗽𝘀 𝗢𝗻𝗹𝗶𝗻𝗲 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 🎯 Master the complete M
Dev.to · Rupa Tiwari
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
MCP Went Stateless: Migrating to the 2026-07-28 Spec (and Proving It Works)
📖 TL;DR The 2026-07-28 spec shipped final on July 28, 2026 (RC locked May 21). It is the biggest...
Dev.to · Keo Fung | FormLM
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
When Your AI Deploys to the Wrong Server: Multi-Profile Management Gone Wrong
I have two FormLM environments: staging (staging.formlm.me) and production (formlm.me). I use staging...
Dev.to · Alexey Vidanov
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
MCP in Production: Tool Design, Catalogs, and the Gateway Problem
MCP makes it easy to expose tools. That creates new failure modes. Here's how to design tools, manage catalogs, and segment gateways for enterprise scale.
Dev.to · Claudius
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Build a Production MCP Server in an Afternoon
Every week I watch someone spin up their first Model Context Protocol server, get echo working, and...
Dev.to · Anton Gulin
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Your AI Model Is a Dependency: Pin It, Keep a Fallback, Re-Verify
An AI model can change or vanish under your test suite overnight. The three-rule discipline — pin the version, keep a validated fallback, re-run the same suite
Dev.to · Han-co
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Deployment isn't the finish line: validating and monitoring credit models
Originally published at han-co.com · Part of the "Basics" strand of my Credit & Finance Data...
Dev.to · flipslidersand
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
AI-Native Development Flow: 4 Months, 153 PRs, Production
I joined a used-car export company as the only engineer. There was no existing codebase. No...
Dev.to · Hiroki Kameyama
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
MLOps / LLMOps — CI/CD Pipelines for Continuous Quality Assurance
Introduction Through Chapter 4 (Security), we implemented Evals, Observability, and...
Dev.to · Mykola Kondratiuk
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
I Wired an AI Fallback Runbook After a 19-Day Outage - Here's All 3 Parts
When your primary model goes dark for 19 days, what does your workflow actually do in that first...
Dev.to · Sanskriti Harmukh
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Deploying ClearML as an AWS SageMaker Alternative on Ubuntu
ClearML is an open-source MLOps platform that pairs experiment tracking, pipelines, hyperparameter...
Dev.to · Ye Allen
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
How to Track AI API Usage Across Multiple Models
Getting an AI API request to work is only the beginning. Once a product uses multiple models across...
Dev.to · Shannon Dias
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Beyond `ollama run`: Production-Ready DeepSeek R1 Deployment with vLLM and Nginx
Tired of simplified tutorials that show you how to run DeepSeek R1 on a personal laptop but leave...
Dev.to · Karan Padhiyar
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Why Every AI Workflow Eventually Needs Version Control
Most teams think about version control for code. Developers version: application...
Dev.to · Haripriya Veluchamy
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Serving ML Artifacts from Amazon S3 Files How I used After the Launch
The Honest Story Two months ago, everyone was posting about Amazon S3 Files. New feature,...
DeepCamp AI