Multi-Source Input Layer
How Chronos-1 ingests source code, logs, stack traces, documentation, tests, and repository history to begin every debugging session.
The Multi-Source Input Layer is the starting point of every debugging workflow in Chronos-1. Its role is to gather all relevant signals from the engineering environment so the model can reason with full context.
Chronos-1 does not rely solely on source code. Instead, it ingests a wide range of real-world debugging artifacts, mirroring how engineers investigate failures.
What This Layer Collects
Chronos-1 processes multiple input types simultaneously, including:
- Source code
- Logs
- Stack traces
- Tests and test results
- Documentation
- Commit history
Beyond traditional code models, Chronos-1 also natively understands:
- CI/CD logs
- Error traces
- Stack dumps
- Configuration files
- Historical PRs
- Issue reports
This gives Chronos-1 access to the same breadth of information human engineers rely on.
Why This Layer Matters
Traditional models typically only read source files, leading to incomplete or shallow debugging.
Chronos-1, however:
- identifies failures more accurately
- links errors with their historical context
- interprets runtime behavior
- understands how code evolved over time
By combining signals from many sources, Chronos-1 builds a comprehensive picture of the problem before attempting any fix.