All capabilities
Capability
Cross-User Learning
When one instance solves a problem, all instances benefit.
Summary
Failed tasks and their resolutions are stored and indexed. The next agent that hits the same wall retrieves the fix — across your entire organization.
The problem
Every engineer repeats the same agent failures. Fixes stay siloed in individual sessions.
How Devtor solves it
Resolved challenges are indexed in a shared knowledge layer. When a similar task appears, Devtor retrieves proven fixes — like Stack Overflow, but for your team's agent runs.
Benefits
- Indexed failures and resolutions across the org
- Automatic retrieval on matching task patterns
- Fewer repeated mistakes on known problems
- Institutional memory that compounds over time
Use cases
- Onboarding new engineers to proven agent workflows
- Shared fixes for flaky CI or infra agent tasks
- Org-wide patterns for framework-specific quirks
Part of the orchestration flow
Ready to orchestrate?
Installation guide and CLI — coming soon.