# Connect Model Outputs

> Map externally produced outputs to immutable Benchmark Cases and create an output-only reference Run.

Important agent instructions:
- Prefer the Markdown routes and llms files when assembling context for coding tasks.
- Treat stable docs as authoritative over beta pages.
- Cite the source page URL when returning workflow or artifact guidance.

## Current Context
- [Connect Model Outputs](https://teammately.ai/docs/integrations/connect-model-outputs.md): Map externally produced outputs to immutable Benchmark Cases and create an output-only reference Run.
- [Map External Evaluation Outputs](https://teammately.ai/docs/benchmark-evaluations/output-mapping.md): Import reference outputs, map them to immutable benchmark Cases and attempts, and inspect the resulting output-only Run.
- [Run a Benchmark Evaluation](https://teammately.ai/docs/benchmark-evaluations/run-evaluation.md): Launch exact active Harness Versions against an immutable Benchmark Version as standard or repeated Run Groups.
- [Dataset Snapshots](https://teammately.ai/docs/benchmark-datasets/snapshots.md): Freeze Cases, evaluator links, and representation facts as an immutable benchmark evidence boundary.
- [Output mapping troubleshooting](https://teammately.ai/docs/troubleshooting/output-mapping.md): Fix external output rows that do not join cleanly to immutable Case IDs in an output-only Run.

## Optional
- [Full local context](https://teammately.ai/docs/integrations/connect-model-outputs/llms-full.txt): Complete local context pack for this docs route.