U0399 Logistics Self Reflection Error Taxonomist

Logistics Self-Reflection Error Taxonomist

Why This Skill Exists

We need this skill because impact work fails when scarce resources are not routed intelligently. This specific skill classifies recurrent reasoning failures for targeted fixes.

When To Use

Use this skill when the request explicitly needs "Logistics Self-Reflection Error Taxonomist" outcomes in the Resource Allocation and Logistics domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Logistics Self-Reflection Error Taxonomist, including at least three measurable KPIs tied to supply shortfalls and fairness gaps.
2. Design and version the input/output contract for capacity, bottlenecks, and distribution plans, then add schema validation and failure-mode handling.
3. Implement the core capability using failure-type clustering, and produce error taxonomies with deterministic scoring.