Autonomous Bug Fixing

How Kodezi OS automatically detects, analyzes, and fixes bugs, regressions, CI failures, and flaky tests

Kodezi OS automatically identifies and fixes issues across your entire software lifecycle, including CI failures, flaky tests, regressions, and production errors, without requiring human intervention.

This system ensures your codebase becomes self-healing, preventing late-night emergencies and repetitive debugging cycles.

What Kodezi OS Fixes Automatically

  • Flaky or non-deterministic tests
  • CI pipeline failures
  • Runtime exceptions
  • Outdated or inconsistent logic
  • Recurring regressions
  • Known error signatures
  • Faulty dependency interactions
  • Missing edge-case handling
  • Non-deterministic behavior across services

Autonomous Bug Fixing runs continuously across CI, runtime logs, telemetry streams, and observability platforms like Sentry and Datadog.

How Autonomous Bug Fixing Works

Kodezi OS continuously monitors CI outputs, runtime logs, and observability alerts.

When failures show repeatable patterns, such as timing issues or intermittent test behavior, they are flagged automatically.

Using long-term memory and historical behavior, Kodezi evaluates:

  • origin of the failure
  • related previous regressions
  • surrounding logic
  • similar issues resolved in the past

Kodezi OS produces an autonomous patch containing:

  • corrective code updates
  • updated or stabilized tests
  • added guard clauses
  • refactors to remove root causes

Before creating a PR, Kodezi runs:

  • impacted test suites
  • regression checks
  • dependency validations
  • logic consistency analysis

A verified fix PR is created automatically.
Teams are notified via Slack or GitHub with detailed context and reasoning.

Real-World Examples

# CI fails intermittently on: "should handle user session timeout"

> Kodezi detects repetition across runs
> Identifies timing mismatch in async handler
> Adjusts mocks + stabilizes timing logic
> Submits auto-healing PR
# CI error: TypeError: cannot read property "email" of undefined

> Kodezi traces data path
> Detects missing null-check
> Adds defensive guard
> Submits PR with explanation
# Sentry: ReferenceError in checkout service

> Kodezi maps error → specific function
> Compares with historical patterns
> Applies fix
> Sends PR + Slack alert