AIWG is optimized for token efficiency through modular context loading and path-scoped rules.
| Account Type | Suitability |
|---|---|
| Claude Pro / Team | ✅ Recommended |
| API Pay-as-you-go | ✅ Works well with cost monitoring |
| Free tiers |
- Start small — Run individual workflows before full SDLC phases
- Use
--interactive— Control generation scope when needed - Monitor usage — Check your AI provider's dashboard for cost tracking
- Set budget alerts — If your provider supports them
AIWG minimizes token usage through:
- Path-scoped rules — Only load context relevant to current file
- Modular frameworks — Install only what you need
- Template reuse — Consistent artifact structure reduces regeneration
If you hit rate limits:
- Wait a few minutes before retrying
- Use
--interactivemode for smaller batches - Consider upgrading your account tier
- Split large workflows into smaller steps
You are responsible for API costs. The framework does not:
- Track or limit spending
- Provide cost alerts
- Guarantee cost estimates
- Refund unexpected charges
Recommendations:
- Start with simple workflows to gauge usage
- Monitor your provider's dashboard regularly
- Set budget alerts if available
- Use
--dry-runflags when available to preview actions
- Rate Limits: Agentic tools handle rate limits and retries automatically
- Version Control: Document rollback is optional and user-controlled
- Enable by committing
.aiwg/artifacts to git - Or add
.aiwg/to.gitignorefor local-only use
- Enable by committing