The agentic era demands a new kind of telemetry stack. One where data is always accessible, instantly searchable, and built to be consumed by machines, not just humans. This talk breaks down what needs to change in how we store, retain, and expose observability data so that AI agents can do what they do best: find problems faster than any human ever could.