Handoff evidence
Run the gate to see which tasks can be delegated with a complete evidence chain.
| Task | Need | Delegation | Prompt | Production | Status |
|---|---|---|---|---|---|
| Load the sample and run the gate to inspect tasks. | |||||
AI fluency / handoff gate
evidence rail
Source-bounded workbench
Before you delegate, seal the handoff.
Separate user need, delegation boundary, prompt, and production evidence so a polished instruction cannot masquerade as a finished product.
Load builder tasks
One row per task. The gate audits supplied evidence, not model capability or production truth.
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This is a specification gate, not a guarantee that an LLM will succeed. Human review remains responsible for the final product.