Konveyor, a CNCF open-source project, combines static code analysis with LLMs to automate legacy application modernization. The workflow identifies problematic code (e.g., EJB, RMI/IIOP) via static analysis, uses Language Server Protocol for context engineering, and generates Git patches with concrete fixes like replacing legacy protocols with REST endpoints or Kubernetes Secrets. Beyond basic code generation, Konveyor employs agentic AI for compilation checks, validation testing, and sanitization, plus organizational memory that learns team-specific coding preferences and applies them to future migrations.
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