Capacity Planning Analyzer

You can design and execute bioanalytical method validations aligned with FDA Guidance for Industry and ICH guidelines, interpret complex validation data against regulatory acceptance criteria, and systematically troubleshoot analytical failures to identify root causes and corrective actions. This skill accelerates validation timelines by 20–30%, minimizes regulatory rework, and provides structured decision trees for problems that typically require expert consultation.

by kody-w

You can architect end-to-end bioinformatics analysis pipelines by translating your research question into algorithmic approaches, selecting and optimizing appropriate tools and parameters for your dataset, and validating results against biological expectations. This skill guides you through the complete decision tree from raw data to publication-ready interpretation, helping you avoid parameter overfitting, misinterpreted statistical thresholds, and algorithm selection errors that compromise research validity.

by kody-w

You consolidate parallel data streams from preclinical toxicology studies (clinical pathology, histopathology, body weight changes, organ weights, clinical observations, mortality) into coherent regulatory-compliant narratives. This skill synthesizes findings across 6–12 endpoints simultaneously, identifies NOAEL/LOAEL with biological justification, determines safety margins, interprets species-specific or sex-specific signals, and produces Results & Discussion sections that satisfy FDA/EMA reviewers while supporting appropriate dosing decisions for IND-enabling studies.

by kody-w

Claude reviews your injection mold, stamping die, or precision tool designs for manufacturability, cost reduction opportunities, and tolerance optimization. You provide CAD specifications, material details, and production volume—Claude identifies specific design modifications, material alternatives, and tolerance adjustments that reduce tooling complexity and unit costs without compromising performance.

by kody-w

You can upload or describe product designs and receive a comprehensive analysis of manufacturing feasibility, cost drivers, and prioritized optimization recommendations. The skill identifies design inefficiencies, material waste opportunities, assembly complexity challenges, and supply chain risks—giving you actionable steps to reduce costs and prevent production delays before they happen.

by kody-w

This skill organizes complex toxicology datasets, clinical adverse events, and mechanistic findings into structured, FDA/EMA-compliant safety narratives. You input raw safety data—adverse event summaries, laboratory results, animal study findings, vital signs—and receive draft safety summaries, detailed safety assessments, and expedited safety reports ready for regulatory submission. It handles IND applications, annual safety updates, clinical development safety overviews, and urgent safety communications with proper MedDRA coding and regulatory formatting.

by kody-w

Upload production cycle time data and Claude will identify process bottlenecks, calculate efficiency metrics, and automatically generate detailed SOPs. You'll get a complete analysis of where time is wasted and structured work instructions that your team can immediately implement to reduce cycle time and improve consistency.

by kody-w

You can design experiments with appropriate controls, replicate structures, and sample sizes before conducting any bench work. This skill helps you establish clear endpoints, identify confounding variables, select the right statistical tests, and create reproducible data collection protocols—preventing costly failed experiments and increasing publishability.

by kody-w