ikp-labs

Universal classification system for checker and fixer agents using orthogonal criticality (CRITICAL/HIGH/MEDIUM/LOW importance) and confidence (HIGH/MEDIUM/FALSE_POSITIVE certainty) dimensions. Covers priority matrix (P0-P4), execution order, dual-label pattern for verification status, standardized report format, and domain-specific examples. Essential for implementing checker/fixer agents and processing audit reports

Guide for writing Gherkin acceptance criteria using Given-When-Then syntax for testable requirements. Covers scenario structure, background blocks, scenario outlines with examples tables, common patterns for authentication/CRUD/validation/error handling, and best practices for clear testable specifications. Essential for writing user stories and plan acceptance criteria

Interview the user relentlessly about a plan or design, presenting choices one at a time until shared understanding is reached. Resolves every branch of the decision tree. Use when the user wants to stress-test a plan, get grilled on their design, or mentions "grill me".