Normalized Telegram record
Improve routes architecture and execution to different models
The Improve skill audits a repository with a stronger planning model and delegates bounded fixes to cheaper executors.
Signal contract
- The Improve skill audits a repository with a stronger planning model and delegates bounded fixes to cheaper executors.
- Model specialization can be encoded into a repeatable skill so teams pay for expensive judgment only where it changes the result.
- Novelty: notable. Verification: source-inspected.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | github.comrepo | primary receipt | source_urls |
| 2 | github.comrepo | supporting receipt | source_urls |
Observation
The Improve skill audits a repository with a stronger planning model and delegates bounded fixes to cheaper executors.
Why it matters
Model specialization can be encoded into a repeatable skill so teams pay for expensive judgment only where it changes the result.
Entities
Improve, shadcn
Provenance
This public record is an English normalization of QWG AI Telegram message 2666. The complete original-language post remains the canonical raw message.