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📰 Medium · DevOps

111 articles · Updated every 3 hours · View all reads

All Articles 179,625Blog Posts 165,056Tech Tutorials 47,990Research Papers 35,665News 22,472 ⚡ AI Lessons
How to Self-Host an Open Source LLM: A Practical Setup Guide
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1w ago
How to Self-Host an Open Source LLM: A Practical Setup Guide
Originally published at techpotions.com. Continue reading on Medium »
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Before I Let an LLM Near My Data Warehouse, I Built All of This First
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 2w ago
Before I Let an LLM Near My Data Warehouse, I Built All of This First
A production-style food delivery data platform — AWS S3, Snowflake, dbt, Airflow, RBAC, PII masking, and three narrow AI tools — built in… Continue reading on M
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Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 2w ago
LLM Reliability Starts Before the Model Call
Production AI needs explicit policies for routing, budgets, and failure not just a model endpoint. Continue reading on Medium »
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oMLX: A High-Performance Local LLM Server for Apple Silicon with Global Access via Pinggy
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 3w ago
oMLX: A High-Performance Local LLM Server for Apple Silicon with Global Access via Pinggy
Transform your Mac into a powerhouse inference server that stays performant and reachable from anywhere on the planet. Continue reading on Medium »
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vLLM, TGI, and SGLang: One of Them Stopped Being a Choice and Its Own Maintainer Will Tell You So
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
vLLM, TGI, and SGLang: One of Them Stopped Being a Choice and Its Own Maintainer Will Tell You So
Three ways to put a model behind an HTTP endpoint, and the benchmark everyone quotes is measuring the wrong thing Continue reading on Medium »
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De DevOps a MLOps: lo que aprendí al desplegar LLMs
Medium · DevOps 🧠 Large Language Models 1mo ago
De DevOps a MLOps: lo que aprendí al desplegar LLMs
Este año tuve la oportunidad de participar en un proyecto relacionado con el despliegue de Large Language Models (LLMs). Continue reading on Medium »
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Architecting for Efficiency: A Deep-Dive Framework for Minimizing LLM Token Overhead in Production
Medium · DevOps 🧠 Large Language Models 1mo ago
Architecting for Efficiency: A Deep-Dive Framework for Minimizing LLM Token Overhead in Production
Moving a Large Language Model (LLM) system from prototype to production often results in a stark operational wake-up call: monthly API… Continue reading on DevO
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Implementing PARDOS Framework in LLM-Integrated Solutions
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Implementing PARDOS Framework in LLM-Integrated Solutions
Teams building with LLMs keep burning cash and missing SLAs because they treat AI like magic instead of distributed software engineering. Continue reading on Me
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How AI Tool Calling Works | Connecting LLMs to APIs in 2026
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
How AI Tool Calling Works | Connecting LLMs to APIs in 2026
Most engineers treat LLMs like simple text predictors, but tool calling is the bridge that turns a chatbot into an active agent. In this… Continue reading on Me
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What LiteLLM Doesn’t Show You: Adding a Monitoring Stack to an LLM Gateway
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
What LiteLLM Doesn’t Show You: Adding a Monitoring Stack to an LLM Gateway
A gateway only sees what passes through. Once we were running models in production, there was questions that LiteLLM couldn’t answer. Continue reading on Medium
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SearXNG JSON API for LLM Grounding
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
SearXNG JSON API for LLM Grounding
Originally published at techpotions.com. Continue reading on Medium »
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Graphify: I Turned My Repo Into a Knowledge Graph — Here’s What It Confessed
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Graphify: I Turned My Repo Into a Knowledge Graph — Here’s What It Confessed
Graphify Here is the side-by-side against grep, vector RAG, and an LLM reading files grounded in one real 36-file run, limitations… Continue reading on Medium »
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LLM Cost Control for DevOps Open Agent
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
LLM Cost Control for DevOps Open Agent
As more teams bring LLMs into their DevOps workflows, one question keeps coming up: Continue reading on Medium »
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Top Self-Hosted Open Source Coding LLMs in August 2026
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Top Self-Hosted Open Source Coding LLMs in August 2026
Discover the top self-hosted open source coding models that deliver enterprise-grade performance while keeping your source code completely… Continue reading on
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⏳ Just 4 Days Left!
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
⏳ Just 4 Days Left!
If you’ve been thinking about learning Generative AI, this is the perfect time to start. Continue reading on Medium »
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Serving LLMs to Millions of Users The Production Playbook Part-4
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Serving LLMs to Millions of Users The Production Playbook Part-4
Part 3 of this series built a working RAG pipeline chunking, hybrid retrieval, reranking, evaluation gates and it will genuinely work well… Continue reading on
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Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Generative AI, One Concept at a Time — Part 4 (Final)
Understanding Large Language Models (LLMs) and Prompt Engineering Continue reading on Medium »
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Generative AI, One Concept at a Time — Part 3
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Generative AI, One Concept at a Time — Part 3
How Does AI Understand Language? A Simple Guide to Tokens and Embeddings Continue reading on Medium »
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Day 13 of 100 Days of GenAI for DevOps Engineers: AWS Bedrock for DevOps Engineers
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Day 13 of 100 Days of GenAI for DevOps Engineers: AWS Bedrock for DevOps Engineers
One of the biggest challenges in enterprise AI is integrating Large Language Models (LLMs) securely into existing infrastructure. Continue reading on Medium »
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Your Model Shuts Down in 90 Days. Your Fine-Tunes Die With It.
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Your Model Shuts Down in 90 Days. Your Fine-Tunes Die With It.
Model deprecation is a production outage with a date on the calendar. Most teams find out three weeks before. Continue reading on Medium »
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Stop Calling Real LLMs in CI: Record the Decisions, Replay the Rest
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Stop Calling Real LLMs in CI: Record the Decisions, Replay the Rest
Your agent test suite is slow, expensive, and flaky for one reason: it rolls a live, non-deterministic model on every run. Continue reading on Medium »
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Running a 27B Parameter LLM on iPhone: The Bonsai 27B Breakthrough
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
Running a 27B Parameter LLM on iPhone: The Bonsai 27B Breakthrough
Discover how PrismML compressed a massive 27B model to fit on mobile while maintaining impressive reasoning capabilities. Continue reading on Medium »
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LiteLLM: Metrics, Traces, and VictoriaMetrics Stack Integration
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
LiteLLM: Metrics, Traces, and VictoriaMetrics Stack Integration
Configuring metrics and traces from LiteLLM to VictoriaMetrics and VictoriaTraces. iteLLM settings, key metrics and traces, and attributes Continue reading on I
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LangChain vs LangGraph: Which Should You Use in 2026?
Medium · DevOps 🧠 Large Language Models ⚡ AI Lesson 1mo ago
LangChain vs LangGraph: Which Should You Use in 2026?
Are you struggling to choose between LangChain and LangGraph for your next AI project? We are breaking down the technical differences… Continue reading on Mediu
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