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Un SLO para emails de CI en Kubernetes

Las pruebas de email en CI fallan de una forma engañosa: el job termina en verde, pero el mensaje de verificación nunca llega a la bandeja que el test está leyendo.

Define SLO for email verification in CI pipelines
Measure email delivery latency with start, end, and error points
Instrument queue with timestamps to identify bottlenecks

4h ago ·dev.to

First RCs for macOS Sequoia 15.8.2 and macOS Tahoe 26.7.2 now available to developers

In addition to releasing macOS 27.2 Golden Gate public beta 2 , Apple is now rolling out the first Release Candidates of macOS Sequoia 15.8.2 and macOS Tahoe 26.7.2. Here are the details. more…

4h ago ·9to5mac.com

I Tested Amazon S3 Vectors' New Pre-Filtering Against Exact Ground Truth

A filtered vector query that asks for 10 results can come back with 2, and nothing errors. AWS's own launch post shows exactly that on a CLASSIC index: a query scoped to one tenant "returns two of the…

Enhanced S3 Vectors mode finds matching vectors first, then performs search on filtered results.
CLASSIC mode post-filtering fails to retrieve all exact matches in most selective filters.
Enhanced mode can return up to 5 times more matching vectors than CLASSIC indexes.

4h ago ·dev.to

Random Walk: A Tiny AI Nudge to Get Outside

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built I built Random Walk , a small app that turns a few minutes of free time into a reason to step…

Random Walk is a small web app to encourage outdoor exploration.
Users set walk length, share location, receive waypoint and AI challenge.
GitHub Copilot SDK generates safe observation activity for quick walks.

4h ago ·dev.to

Kubernetes 1.34 End of Life: What Actually Happens on EKS, GKE, and AKS

Kubernetes 1.34 reaches end of life upstream on October 27, 2026 . If you run it on EKS, GKE, or AKS, that date by itself changes very little.

Kubernetes 1.34 reaches end of life on October 27, 2026
EKS support ends December 2, 2026, extended support until December 2, 2027
GKE will automatically upgrade clusters to 1.36 after 1.34's end of life

4h ago ·dev.to

End-to-End Salesforce Automation: Lightning Components, a Dynamic DOM, and OTP MFA

Originally published on the CloudQA blog . Salesforce is a genuinely difficult platform to automate well, and the difficulty is structural rather than incidental.

Salesforce automation challenging due to dynamic DOM, Lightning components, OTP-based MFA
Stable selector strategy developed for dynamic DOM elements
Dedicated Chrome Debugger Profile maintained authenticated Salesforce session

4h ago ·dev.to