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.