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⚡ AI Lessons
Medium · Machine Learning
🏭 MLOps & LLMOps
22h ago
When Your Data Pipeline Starts Thinking: AI Agents Meet Data Engineering
Data pipelines have always been dumb by design — do exactly this, in exactly this order, and scream if anything moves. In 2026, teams are… Continue reading on M
Medium · LLM
🏭 MLOps & LLMOps
23h ago
10 Free AI & LLM Courses I’d Actually Recommend in 2026
From LLM fundamentals and open-source models to RAG, fine-tuning, AI agents, MCP, and production AI systems, these are the courses worth… Continue reading on Le
Reddit r/MachineLearning
🏭 MLOps & LLMOps
1d ago
Semi Edge Inference Idea [D]
Today the most important factor in AI is cost. My idea is to split ML models inference (closed ones, proprietary) across server and edge computing on clients, a
Reddit r/singularity
🏭 MLOps & LLMOps
1d ago
Meta will soon release the weights for Muse Spark 1.2, their latest foundation model.
submitted by <a href
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
1d ago
Per-Branch AI Endpoints: Isolating Model Spend Across Prod, Preview, and CI
AI spend is hard to see. In most setups the same gateway credential is used by production, every preview environment, CI, and whatever load test someone ran on
Medium · Data Science
🏭 MLOps & LLMOps
1d ago
The Complete Machine Learning Lifecycle: From Business Problem to Business Value
Building a machine learning model is only one part of the journey. Here’s how real-world ML projects move from a business challenge to… Continue reading on Medi
Dev.to · Sandeep Varma
🏭 MLOps & LLMOps
⚡ AI Lesson
2d 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...
Medium · Data Science
🏭 MLOps & LLMOps
2d ago
Building the Payment Rails for the AI-Agent Economy: An Introduction to AXON
Continue reading on Medium »
Medium · Data Science
🏭 MLOps & LLMOps
2d ago
**GREEN RECURSIVE UTILITY SERVICE LLC**
Technical Report GRUS-TR-2026-004
Continue reading on Medium »
Dev.to · suresh devops
🏭 MLOps & LLMOps
⚡ AI Lesson
3d 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
3d 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
3d 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
3d 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
4d 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...
Medium · Data Science
🏭 MLOps & LLMOps
⚡ AI Lesson
4d ago
Kubernetes Objects for MLOps: From Pods to Production Deployments
How Deployments, Services, Jobs, configuration, storage, autoscaling, and scheduling turn a containerized model into a production service. Continue reading on T
Dev.to · Jaypee
🏭 MLOps & LLMOps
⚡ AI Lesson
1w 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
1w 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
1w 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
1w ago
Best MLOps Course | MLOps Training in Hyderabad
🚀 𝗙𝘂𝘁𝘂𝗿𝗲-𝗣𝗿𝗼𝗼𝗳 𝗬𝗼𝘂𝗿 𝗔𝗜 𝗖𝗮𝗿𝗲𝗲𝗿 𝘄𝗶𝘁𝗵 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆-𝗙𝗼𝗰𝘂𝘀𝗲𝗱 𝗠𝗟𝗢𝗽𝘀 𝗢𝗻𝗹𝗶𝗻𝗲 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 🎯 Master the complete M
Medium · Python
🏭 MLOps & LLMOps
⚡ AI Lesson
1w ago
From Notebooks to Production: My Journey Masterclass in MLOps, APIs, and Deployment
When I first started out in data science, I spent almost all my time inside Jupyter Notebooks (.ipynb). I would tune hyperparameters, plot… Continue reading on
Dev.to · Rupa Tiwari
🏭 MLOps & LLMOps
⚡ AI Lesson
1w 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...
Medium · Data Science
🏭 MLOps & LLMOps
1w ago
The Data Odyssey: Surviving the Machine Learning Lifecycle
Continue reading on Medium »
Dev.to · Keo Fung | FormLM
🏭 MLOps & LLMOps
⚡ AI Lesson
1w 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
2w 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.
DeepCamp AI