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Kodezi CLITechnical Differences
Architectural differences that make Chronos-1 fundamentally different from traditional LLMs.
Chronos-1 introduces architectural innovations that general-purpose models do not have.
Key Technical Differences
1. Adaptive Graph-Guided Retrieval (AGR)
General LLMs rely on raw token windows.
Chronos-1 retrieves context through dependency graphs, call hierarchies, and temporal evolution.
2. Persistent Debug Memory (PDM)
Chronos-1 learns from every bug in a repository.
General models start from scratch each time.
3. Debug-Oriented Generation
Chronos-1 is trained on 42.5M real debugging examples, not code completion.
4. Execution Sandbox
Chronos-1 validates patches using:
- real tests
- CI/CD simulations
- lint and type checks
General LLMs generate unverified text.
5. Autonomous Fix Loop
Chronos-1 iterates until tests pass.
General models output a single guess.
Chronos-1 is engineered for correctness, not prediction.