Solution · Software development
Bug triage. Root cause first.
Bug reports, logs, and stack traces analyzed. Source code locations identified. Root cause diagnosed. Fixes proposed and validated for regressions.
Delivers
- Faster bug triage
- Same-day resolution for common issues
- Fewer fix-induced regressions
- Proposed fix for review
Time to live4-6 weeks
Where it breaks
Fixes that introduce new bugs
Bug triage is time-consuming. Manual root cause analysis. Fixes sometimes introduce regressions. Production incidents need urgent response.
The fix
We analyze bugs, diagnose root causes, propose fixes, and validate against regressions.
- Bug triage: HoursDiagnosed before an engineer opens it
- Fix quality: Regressions commonValidated against regressions
- Resolution time: DaysSame-day for most
What we build
An agent is a stack.
2 capabilities working as one, built in your software development stack.
- Bug report and log analysis
- Stack trace interpretation
- Source code localization
- Root cause diagnosis
- Proposed code fix generation
- Regression validation
- Same-day resolution for most issues
- MTTR improvement
How it works
Analyze. Fix. Validate.
- Step 01Bug reportedIssue arrives via Jira, Sentry, or Datadog alert.
- Step 02AI diagnosesLogs analyzed, root cause identified, fix proposed.
- Step 03Fix validatedProposed fix tested for regressions before merge.
Under the hood
Plugs into your stack.
Bug fix agent works inside the tools your team already uses, on infrastructure you own. Typically live in 4-6 weeks.
- Project Management (Jira, Linear, Asana, or your tool)
- Error Tracking (Sentry, Rollbar, or your system)
- Monitoring & Observability (Datadog, Splunk, New Relic, etc.)
- Version Control (GitHub, GitLab, Bitbucket, etc.)
- Runtime & Orchestration (Trinity by Ability AI)
Time to live4-6 weeks
Questions
Before you ask.
How accurate is root cause analysis?
High accuracy for common bug patterns (null pointers, type errors, API failures). Complex bugs may need human diagnosis, but AI narrows the search significantly.
What if the proposed fix is wrong?
Engineers always review before merge. AI proposes fixes with reasoning. Engineer validates logic and runs regression tests. Collaboration, not replacement.
What results should we expect?
Engineers start from a diagnosis and a proposed fix instead of a bare stack trace, and fixes are checked for regressions before merge.
How long does implementation take?
4-6 weeks from kickoff to production. Week 1-2: Integration with issue tracker and monitoring tools. Week 3-4: Root cause analysis configuration. Week 5-6: Fix validation setup and deployment.
Do we own the system?
Yes. You own the system. We build the infrastructure in your stack, hand over the keys, and you own it forever - no vendor lock-in.
Next step
Want this in your company?
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