300 2.6 Operator Guidance Engine To bridge the gap between model predictions and practical operator actions, the system incorporates an operator guidance engine that translates continuous numerical outputs into clear, actionable coaching messages. This component is implemented as a lightweight, rule-based layer to ensure transparency, predictability, and ease of validation in safety-critical environments. The guidance engine evaluates real-time vehicle telemetry in conjunction with the model outputs and triggers contextual feedback based on predefined operational rules. Table 1. Operator Guidance Rules and Corresponding Feedback Rule Category Op erational Condition T rigger Thresho ld G uidance Message Us ability Rationale Oversp eed Detection Ve hicle speed exceeds the recommen ded optimal speed optimal 5 + km/h R educe speed for safety and fuel efficienc y. Pr ovides immediat e riskaware feedback, helping operators avoid unsafe driving and excessive fuel consumpti on without requiring interpretat ion of numerical speed limits. Underp erformance Identification Ve hicle speed is significantl y below the recommen ded optimal − 5km/h In crease throttle to improve cycle time. En courages productivi ty improvem ent through simple,
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