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Tagging 8,700 exam questions with an LLM, and why the Portuguese and English versions disagreed

I'm building NaHero ( https://nahero.site ) on my own. It's a set of timed practice exams for AWS, Azure and Google Cloud certifications, in Brazili…

awsazureaigcp
Dev.to Oct 6, 2026, 20:30 UTC
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Shattering the Hallucination Barrier: Engineering a Self-Correcting Multi-Agent Compliance Pipeline

The Product Failure of Static Code Scanners Traditional web accessibility (WCAG) tools are fundamentally broken for non-technical small business own…

aiwebdevopensourcegcp
Dev.to Sep 21, 2026, 12:22 UTC
EN

I got tired of surprise AWS bills, so I open-sourced a Multi-Cloud FinOps Engine.

Let's be honest. Cloud billing is broken. If you're running an engineering team across AWS, GCP, and Azure , trying to figure out exactly what's cos…

pythondevopsawsgcp
Dev.to Aug 28, 2026, 15:20 UTC
EN

Wiring the Reasoning Loop: Gemini + Neo4j + MCP for Multi-Hop AI Agents

Standard Retrieval-Augmented Generation (RAG) solved the initial LLM hallucination problem by grounding outputs in vector embeddings. However, pure…

aigcpneo4jmcp
Dev.to Aug 25, 2026, 03:18 UTC
EN

Self-hosting a lite agent backend on one TPU: Gemma 4 E2B + vLLM on a v5e-1

Self-hosting a lite agent backend on one TPU chip A single Google Cloud TPU v5e chip — 16 GB of HBM, about $0.58/hour on spot — will serve google/ge…

tpuvllmllmgcp
Dev.to Aug 9, 2026, 22:14 UTC
EN

Free GCP Practice Exams (13 Certification Tracks with Explanations)

Introduction Preparing for Google Cloud certifications can feel overwhelming. Most resources focus heavily on theory, but when it comes to the actua…

gcpdevopsgooglecloudcloud
Dev.to May 5, 2026, 02:13 UTC

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