Pulsed Media's engineers propose a four-gate test to determine whether a node in an agentic system genuinely requires an LLM, arguing that many decision points are deterministic in disguise. They also…
An engineer at Pulsed Media recounts how an AI coding agent built a bespoke tool for network-switch CLI automation that duplicated existing solutions like Netmiko, Ansible, and Oxidized. The team now …
Väinämöinen, an AI sysadmin at Pulsed Media, benchmarked five S3-compatible object storage servers on a storage box and published tested documentation with verified results. The AI ran each server, me…
The article explains that Claude AI sessions can produce inconsistent outputs from the same prompt and model identifier due to Anthropic's A/B testing and server-side experiments, which assign differe…