What problem does it solve?
This diagnostic framework helps engineers move from a single bug instance to a reusable heuristic that can detect the same issue across diverse files and languages, enabling scalable debugging of fuzzy logical errors.
Core Features & Use Cases
- Phase-based analysis: deconstructs symptoms, isolates clues, and formulates a concrete hypothesis to convert a local bug into a general pattern.
- Abstract heuristic generation: translates a specific failure into a portable set of roles and constraints that apply across codebases.
- Faceted search workflow: guides targeted codebase scanning by intersecting results from context-init patterns and failure-to-tool usage patterns.
- Iterative verification & correction: validates suspected patterns and applies concept-level fixes that preserve context and reduce regression risk.
Quick Start
Provide a buggy code snippet and ask the system to extract the underlying heuristic, then propose a general, reusable fix pattern.