lde

Design evaluation tests probing failure modes in LLM-based systems.

1|Updated Dec 17, 2025
One-click install
npx skills add https://github.com/CAPHTECH/claude-marketplace --skill lde
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: lde
Source: https://github.com/CAPHTECH/claude-marketplace/tree/main/caphtech-plugin/skills/lde
Command: npx skills add https://github.com/CAPHTECH/claude-marketplace --skill lde

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill implements Law-Driven Engineering methodology, transforming business constraints into codified laws with verification and observability requirements.

Quick Start

Set up a new LDE project by selecting the appropriate track (Simple/Standard/Complex) and following the A-E development phases.

Quick Start

Initialize an LDE project for inventory management, documenting key business laws and their verification methods.

Frequently Asked Questions about lde

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I design rigorous evaluation tests for LLM-based systems to catch failure modes?

Law-Driven Engineering identifies evaluation gaps by designing tests that probe core failure modes like hallucination, prompt overfitting, and partial processing. Golden-dataset design and multi-scorer evaluation with configurable thresholds validate coverage across diverse inputs.

What is Law-Driven Engineering and how does it apply to business-critical systems?

Law-Driven Engineering transforms business constraints into codified laws with verification and observability requirements. It ensures business-critical systems meet compliance and quality standards through systematic validation of core failure modes in LLM workflows.

How do I set up an LDE project for a new system?

Initialize an LDE project by selecting the appropriate track—Simple, Standard, or Complex—based on system scope. Follow the A-E development phases to document key business laws and their verification methods systematically.

Can Law-Driven Engineering work with LLM-driven workflows and agents?

Yes. Law-Driven Engineering applies directly to LLM-driven workflows and agents, providing assay-kit based test-case generation, failure-mode mapping, and generalization-pattern validation to ensure reliable system behavior.

What are the key failure modes Law-Driven Engineering helps detect in LLM systems?

Law-Driven Engineering targets hallucination, prompt overfitting, and partial processing failures. It uses multi-scorer evaluation and configurable thresholds to validate that LLM systems handle edge cases and diverse inputs correctly.