Cervin Founder Spotlight: Ellen Rubin of Causely, Part 2
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The Journey from Actionable Analytics to Autonomous Service Reliability & Agentic AI
We’ll introduce the 6 common components and 7 AI Workers of our Causal Reasoning Platform, explaining how the platform works to enable autonomous service reliability.
In 2025, I resolve to be smarter about observability data
Collecting “more data” has been the defining characteristic of observability practices and tools for the last few decades. But over-collection creates inefficiencies, noise, and cost without adding meaningful value. This trajectory must and can be changed.
In 2025, I resolve to make my application environment more resilient
By identifying potential risks in real time, predicting future demand, and adapting resources dynamically, teams can maintain reliability even under extreme conditions. This isn’t about eliminating unpredictability; it’s about building systems that respond intelligently to it.
In 2025, I resolve to be proactive about reliability
Making changes to production environments is one of the riskiest parts of managing complex systems. In 2025, let's transform how changes are made, empowering teams to anticipate risks, validate decisions, and protect system stability—all before the first line of code is deployed.