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⚡ AI Lessons
Dev.to · beefed.ai
🏭 MLOps & LLMOps
3w ago
TinyML Deployment: Quantization, Pruning & Memory Optimization for Microcontrollers
Practical guide to quantization, pruning, and memory techniques to run accurate ML models on microcontrollers with TinyML.
Hugging Face Blog
🏭 MLOps & LLMOps
1mo ago
LFM2.5 Q4\_0 Checkpoints from Quantization-Aware Distillation
Dev.to · xbill
🏭 MLOps & LLMOps
1mo ago
Deploying a QAT Checkpoint Your Serving Stack Can't Load: Gemma 4 E2B in Pure JAX on One TPU
vLLM on TPU cannot load the Gemma 4 E2B QAT exports. So I served them from a hand-rolled JAX engine on a single v6e chip — and found that the thing that actuall
Dev.to · Adolfo Pedernera
🏭 MLOps & LLMOps
1mo ago
vLLM vs Ollama: Production Serving 2026
Compare vLLM and Ollama for LLM serving in 2026 — architecture, verified performance under...
Dev.to · Sandeep Varma
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
1mo 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
2mo 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
2mo 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
2mo 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 · Salt Creative
🏭 MLOps & LLMOps
2mo ago
Built a Dynamic Line Rating demo: free weather models (HRRR/GFS/ECMWF) IEEE 738 conductor ampacity along an 8-span transmission corridor near Boise. Live, per span, queryable by any AI agent via MCP. https://publicmcp.org/gridweather
publicmcp.org
Dev.to · flipslidersand
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo 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
2mo 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
2mo 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...
DeepCamp AI