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A log file is input too

Most teams think of agent input as the prompt box. A person types something, the agent answers. That is the input you can see. Point the same agent at a log file and the picture changes. The agent reads every…

dev.to
211 words

C2 beacons give themselves away by the clock

The scenario is fictional (RFC 5737 IPs). Aggregations were tested on synthetic data. Humans don't connect to the same host exactly every 60 seconds. Malware coded to "phone home every minute" does. That regularity is a footprint. 02:24 the payload starts on web03; from…

DevOps, CI/CD & Platform Engineering

Pipelines, containers, Kubernetes, IaC/GitOps, observability, and team “golden paths.”

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Inside DevOps, CI/CD & Platform Engineering

Containers & Kubernetes Docker, images, Helm, autoscaling, and cost controls.
IaC & GitOps Terraform/Pulumi, Ansible, drift detection, and declarative delivery.
CI/CD Pipelines Build/test/deploy across GitHub Actions, GitLab, Jenkins, and progressive delivery.
Observability & Incidents Logs, metrics, traces (OTel), on-call, postmortems, and reliability engineering.
Edge & Serverless Functions, edge runtimes, cold starts, and multi-region strategy.

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