The execution layer has already shifted from humans to machines. This transition is not a future trend; it is the current ...
Automation that actually understands your homelab.
You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.
Preview of new companion app allows developers to run multiple agent sessions in parallel across multiple repos and iterate ...
Or, why the software supply chain should be treated as critical infrastructure with guardrails built in at every layer.