U0519 Research Self Reflection Error Taxonomist

Research Self-Reflection Error Taxonomist

Why This Skill Exists

We need this skill because research throughput degrades without reproducibility and prioritization. This specific skill classifies recurrent reasoning failures for targeted fixes.

When To Use

Use this skill when the request explicitly needs "Research Self-Reflection Error Taxonomist" outcomes in the Scientific Research Systems domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Research Self-Reflection Error Taxonomist, including at least three measurable KPIs tied to non-reproducible results and wasted cycles.
2. Design and version the input/output contract for hypotheses, experiments, and replication evidence, then add schema validation and failure-mode handling.
3. Implement the core capability using failure-type clustering, and produce error taxonomies with deterministic scoring.