Logo
Key Innovations

Autonomous Debugging Loop

Chronos’ iterative fix-test-refine cycle that produces fully validated patches.

Chronos-1 performs autonomous debugging through a continuous fix → test → refine loop.

Key Features

  • Average 7.8 iterations per successful fix
  • 67.3% fully autonomous fix success rate
  • Real-time test feedback
  • Built-in regression prevention

The Loop Process

  1. Retrieve context using AGR
  2. Query patterns from Persistent Debug Memory
  3. Generate a fix candidate
  4. Execute the patch in the sandbox
  5. Run full test suite
  6. If passed → finalize and update memory
  7. If failed → analyze failure and refine
  8. Repeat until success or iteration limit

Each failed attempt improves the next one by incorporating:

  • new failure signals
  • historical patterns
  • refined context

This makes Chronos-1 increasingly effective over time on real-world debugging workloads.

Debug-Specific Training Data

How Chronos-1 uses 42.5 million real debugging examples to learn root-cause diagnosis and multi-file repair.

Comparisons

How Chronos-1 differs from general-purpose models, traditional tools, and debugging workflows.

On this page

Key Features
The Loop Process