All capabilities
Capability
Model Limitation Awareness
Knows what models cannot do — and says so.
Summary
Understands model limitations instead of producing low-quality solutions or hallucinating when a task exceeds what the selected model can handle.
The problem
Agents hallucinate confident but wrong answers when a task exceeds the model's capabilities — wasting time and eroding trust.
How Devtor solves it
Devtor evaluates task requirements against model capability profiles. When a task exceeds what the selected model can reliably handle, it escalates, reroutes, or surfaces the limitation instead of guessing.
Benefits
- Capability-aware routing and escalation
- Honest surfacing of model limitations
- Fewer hallucinated solutions on hard tasks
- Automatic upgrade to capable models when needed
Use cases
- Complex reasoning tasks routed to frontier models
- Flagging when a cheap model is insufficient
- Preventing confident-but-wrong codegen on edge cases
Part of the orchestration flow
Ready to orchestrate?
Installation guide and CLI — coming soon.