Traditional debugging consumes the vast majority of engineering time, relying on inefficient logging or state-losing debuggers. This article explores how combining deterministic Time Travel Debugging (TTD) technology with coding agents, orchestrated via a highly constrained Model Context Protocol (MCP), creates a paradigm shift in root-cause analysis. We delve into the critical design choice of simplifying the LLM’s toolset to eight to ten operations, transforming debugging from a forward-running process of guesswork into a backward-running, effect-to-cause investigation.