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News

DEV Community
dev.to > unmannedops > your-agents-not-done-lies-as-often-as-its-done-1ea2

Your agent's "not done" lies as often as its "done"

32+ min ago   (867+ words) There is a well-worn rule for running agents: don't trust the agent when it says it finished. Go look at the artifact. Good rule. We follow it. It did not save us, because the failure we actually hit ran the…...

DEV Community
dev.to > bokuwalily > your-cron-job-exits-0-and-does-nothing-reading-chromes-cookie-sqlite-to-know-if-a-session-is-3c55

Your Cron Job Exits 0 and Does Nothing: Reading Chrome's Cookie SQLite to Know If a Session Is Actually Alive

46+ min ago   (1381+ words) An automation job can fail for days without making a single sound. Mine did: one Instagram lane ran... Tagged with automation, bash, sqlite, devops....

@hackernoon
hackernoon.com > 500-blog-posts-to-learn-about-kubernetes

500 Blog Posts To Learn About Kubernetes | HackerNoon

9+ hour, 48+ min ago   (66+ words) Is your system distributed, or just all over the place? How is it different? You will most b Discover how to troubleshoot common Kubernetes issues, from pod startup failures to network policies, and keep your cluster running smoothly. Visit the…...

DEV Community
dev.to > rkrisa > what-i-log-from-ai-workflows-before-i-trust-the-automation-3pdf

What I log from AI workflows before I trust the automation

10+ hour, 50+ min ago   (385+ words) Most AI workflow posts focus on prompts, tools or output quality. Those matter, but they are not the first thing I want to trust. The first thing I want to trust is the audit trail. If an AI workflow suggests…...

DEV Community
dev.to > divyansh_rai_8ac27714ba7e > how-do-you-catch-it-when-a-model-update-changes-your-agents-tool-calls-1bpf

How do you catch it when a model update changes your agent's tool calls?

14+ hour, 10+ min ago   (438+ words) Your agent calls get_weather(city="London"). The provider ships a new model version. Now it calls get_weather(location="London, UK"), your downstream parser breaks, and nothing in CI told you. I built a small library for exactly this failure: pip install toolcontract…...

mdpi.com
mdpi.com > 2076-16/16/3417 > 8165

Applied Sciences, Vol. 16, Pages 8165: Reduced-Order Fault Estimator Design for Semi-Markov Jump Neural Networks Under the Weighted Try-Once-Discard Protocol

15+ hour, 51+ min ago   (447+ words) The actuator-fault estimation problem is addressed for discrete-time semi-Markov jump neural networks subject to time-varying delays, external disturbances, and communication constraints induced by the weighted try-once-discard (WTOD) protocol. Under this protocol, only the measurement channel with the largest weighted error…...

DEV Community
dev.to > ikkun1222 > auditing-ai-agent-activity-structured-logs-for-credential-access-1b1b

Auditing AI agent activity: structured logs for credential access

16+ hour, 25+ min ago   (260+ words) AI coding agents are the most privileged new user on developer machines in a decade: they read source, run commands, and access credentials. And unlike every other privileged user, they're almost always unaudited. If you had to answer "which API…...

Medium
medium.com > @sarthak762d > your-observability-stack-is-just-a-database-decision-in-disguise-8c8678d088e2

Your Observability Stack Is Just a Database Decision in Disguise

14+ hour, 6+ min ago   (1648+ words) Every team eventually has the same conversation. The bill arrives, someone screenshots it, and a thread starts in #engineering with a message that is some variation of: “we are paying more to watch the system than to run it.” Sampling…...

DEV Community
dev.to > bokuwalily > six-days-of-a-silent-crash-loop-one-command-that-health-checks-26-launchd-jobs-2c02

Six Days of a Silent Crash Loop: One Command That Health-Checks 26 launchd Jobs

18+ hour, 47+ min ago   (1727+ words) Losing your job costs you a paycheck. What I didn't expect was to spend that same afternoon discovering that half the automation propping up my side income had quietly stopped running — and nobody, including me, had noticed. Once your personal…...

DEV Community
dev.to > robbeverhelst > building-unifi-reactor-state-driven-network-automation-for-my-kubernetes-homelab-4k50

Building UniFi Reactor: state-driven network automation for my Kubernetes homelab

19+ hour, 31+ min ago   (997+ words) A few weeks ago I added a UPS and backup internet to my homelab. That solved one class of problem, but it made another one more obvious. My UniFi gear knew when the WAN failed over. It knew when the…...