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.

Rubrik (RBRK) is rated Hold: strong ARR growth, but SBC-driven cash flow, dilution risk, and unprofitability raise concerns.