Best fit
Feature slices where Claude can define the scope clearly, then tokenpatch can execute inside a small set of files.
Claude Code use case
Use Claude where it matters most: planning and judgment.
Claude Code can be expensive for long implementation loops. tokenpatch keeps Claude in the workflow while moving bounded implementation patches to a lower-cost executor and preserving local patch safety checks.
Quality control
The strong model should still review important patches. tokenpatch is meant to reduce execution cost, not remove judgment.
Cost signal
Instead of only request cost, tokenpatch reports task-level savings and cost per applied patch.
Example prompt
Use tokenpatch to add a loading state. Only modify app/dashboard/page.tsx.
Claude can define the safe scope, then tokenpatch runs the bounded implementation path.
Cost-saving pattern
Keep Claude on requirements, risk review, and final validation. Move repeatable patch application to BYOK DeepSeek execution.
Review remains mandatory
tokenpatch reduces execution spend. It does not remove human or strong-model review for important production code.
| Claude Code moment | Recommended owner | Why |
|---|---|---|
| Planning a feature boundary | Claude Code | Requires broad context and product judgment. |
| Applying a scoped implementation diff | tokenpatch | Cheaper executor can work inside explicit allowed files. |
| Reviewing production risk | Claude Code plus developer | Quality control should stay with the stronger reviewer. |