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Which Skills Do You Need to Become an MLOps Engineer?

2h ago · 3 min read · MLOps is one of the most important roles in modern Data Science. It focuses on deploying, monitoring, and maintaining machine learning models in real business environments. Many companies are investin

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Aalexeyg377alexeygolev.hashnode.dev

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The Hidden Cost Curve of “One-Click” ML Observability

23h ago · 4 min read · The ask was reasonable. We had a high-volume ML serving endpoint and we, engineers and data scientists, wanted visibility into what requests and responses looked like in production. The managed ML ser

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ITIngero Teamingero.hashnode.dev

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What Inference-Platform Benchmark Posts Leave Out

21h ago · 9 min read · DCGM stops at host-level GPU counters. Kernel-side eBPF adds the per-rank, per-tenant signals platform writeups never publish. TL;DR Cloudflare’s recent post on hosting Kimi K2.5 and Llama 4 Scout ope

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ITIngero Teamingero.hashnode.dev

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MCP Shows What the Agent Did. eBPF Shows Why the GPU Stalled.

1d ago · 9 min read · MCP exposes the agent’s tool calls. eBPF exposes the kernel events that explain why those tool calls returned what they returned. TL;DR The Model Context Protocol (MCP) is converging on an industry st

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FDFundacja Dobre Państwofundacjadobrepasntwo.hashnode.dev

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Architecture of Uncertainty: The New Landscape of Machine Learning

2d ago · 1 min read · This article analyzes the evolution of machine learning, which has evolved from a niche craft into the foundation of digital industry. The author points out that modern AI is not just algorithms but, above all, a complex MLOps infrastructure, encompa...

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SVShanitha VAdata-sciences.hashnode.dev

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What Does an MLOps Engineer Actually Do?

3d ago · 2 min read · Somewhere inside a company, a data scientist builds a brilliant AI model. Everyone claps.The model works perfectly.Accuracy is 98%. Then… production happens. Suddenly: The model stops working Server

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MMMuhammed Magdymuhammed-magdy.hashnode.dev

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Change Data Capture ( CDC ) in AI Systems.

5d ago · 6 min read · Most AI systems are trained on yesterday's data. CDC closes that gap — streaming every database mutation to your models, vector stores, and feature pipelines the instant it happens. PostgreSQL · Debe

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ITIngero Teamingero.hashnode.dev

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Catching a vLLM Latency Spike with eBPF and an Open-Weight LLM

5d ago · 7 min read · TL;DR A vLLM latency spike was debugged using a fully open source stack: eBPF kernel tracing + MiniMax M2.7 (open-weight model via Ollama) + MCP (open protocol). The AI autonomously called 4 tools, i

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JSJasper.B Stewartaitechy.hashnode.dev

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Building AI E-commerce Operations: Architecture and Technical Stack

6d ago · 5 min read · After architecting recommendation engines that process millions of SKUs and building dynamic pricing systems that reprice inventory every fifteen minutes, I've learned that successful AI E-commerce Operations depend less on choosing the fanciest algo...

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ITIngero Teamingero.hashnode.dev

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MCP Tools Are New API Surfaces. eBPF Sees What They Actually Touch.

6d ago · 4 min read · An MCP tool call is a tiny line of agent code that fans out to syscalls, library calls, and kernel paths the agent has no view of. TL;DR Through April and early May, vendors shipped MCP servers in bat

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#mlops

Trending tags this week

Which Skills Do You Need to Become an MLOps Engineer?

The Hidden Cost Curve of “One-Click” ML Observability

What Inference-Platform Benchmark Posts Leave Out

MCP Shows What the Agent Did. eBPF Shows Why the GPU Stalled.

Architecture of Uncertainty: The New Landscape of Machine Learning

What Does an MLOps Engineer Actually Do?

Change Data Capture ( CDC ) in AI Systems.

Catching a vLLM Latency Spike with eBPF and an Open-Weight LLM

Building AI E-commerce Operations: Architecture and Technical Stack

MCP Tools Are New API Surfaces. eBPF Sees What They Actually Touch.