How it works overview
Phase 03
Execute & Learn
Run once. Route smarter next time.
Overview
Execution closes the loop: Devtor runs the approved plan, streams progress in the terminal, and compares actual token usage and cost against the pre-flight estimate.
In depth
After each task, patterns are cached — task shape, files touched, model used, tokens consumed. Similar future prompts route faster and cheaper. Cross-user learning (when enabled) lets resolved failures become organizational knowledge instead of repeated mistakes.
What happens
- 1Execute against the approved plan and context
- 2Stream intermediate steps to the terminal
- 3Record actual tokens, latency, and cost
- 4Cache routing patterns for similar tasks
- 5Surface learnings for team-wide reuse
Terminal output
terminal
✓ Completed in 3.2s
✓ Tokens used: 1,847 / 2,400
✓ Cost: $0.006
✓ Pattern cached
✓ 12 similar tasks will benefit
Benefits
- Actual vs. estimated cost tracking per run
- Pattern cache speeds up repeat task types
- Interactive think mode for mid-run corrections
- Organizational learning from shared resolutions
Related capabilities
Hybrid Model Architecture
View →One super agent. Many cheap sub-agents. Automatically.
Interactive Think Mode
View →Interrupt an agent mid-execution. Redirect. Continue.
Skill Builder
View →Build, test, and benchmark custom agent behaviors.
Cross-User Learning
View →When one instance solves a problem, all instances benefit.
Ready to orchestrate?
Installation guide and CLI — coming soon.