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Mixed-Language Audio Breaks Transcription Pipelines. One Azure LLM Speech Request Fixes It

Send the whole file, skip the locale hints, and get a language label on every phrase: the request, a production Python pattern, and theContinue reading on ITNEXT »

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A timeout doesn't mean an operation failed. It means you don't know the outcome

A trap I see people fall into when implementing resiliency is assuming a timeout means something failed.Continue reading on ITNEXT »

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OutSystems Agent Experience: First Hands-On with O11 and ODC MCPs

My first O11 and ODC MCP tests made existing-app investigation as interesting as generating something new.Continue reading on ITNEXT »

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14 turns, 3 context resets, and the turn-1 constraint still holds: long sessions in suga

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How to Build a Local Investment Analysis Pipeline with Coding Agents

A step-by-step guide to automating technical analysis and strategy backtesting using local LLM and OpenCodeContinue reading on ITNEXT »

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Istio, Hands-On, Part 4: Reading the Configuration Envoy Actually Received

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How to hijack a rogue AI agent swarm

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You're Absolutely Right: Now Fix Your Harness

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Karpenter's Chicken-and-Egg Problem on EKS

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Desk Racers Built From a Photograph, Purple Gradients Sent Back to the Kitchen, and a Security

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