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Using structured code graphs to perform complex reasoning for debugging and refactoring.
Distinct from Code Knowledge Graphs: Distinct from Code Knowledge Graphs, which are the data structures; this is the act of reasoning over them.
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Potpie is an LLM codebase analysis platform and multi-agent orchestration framework designed to act as an AI software engineer. It parses repositories into a structured code knowledge graph, enabling AI agents to perform multi-hop reasoning, dependency tracing, and grounded technical analysis across large codebases. The system distinguishes itself through a spec-driven development framework where agents generate detailed technical specifications and architecture plans before implementing multi-file code changes. It utilizes a durable execution engine to coordinate specialized AI personas for
Utilizes a knowledge graph to debug code and suggest refactors via agent-led queries.