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devops2026
Architecture Explorer
Google Maps for a codebase: dependency graphs and grounded AI answers with file citations.
Next.jsTypeScriptPythonPostgreSQL
Overview
Static analysis builds a map of the system; Q&A is constrained to the indexed graph.
Problem
Large codebases are hard to understand; ungrounded LLM answers invent architecture.
Solution
AST/import graphs, interactive visualisation, and citation required AI answers with refusal when evidence is thin.