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Get Started Free →Container build and compose assets for the research template. Use when reproducing CI or cloud environments with Docker, following docs/CLOUD_DEPLOY.md, or wiring Ollama sidecars via docker-compose.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -58% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -77% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -62% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -56% | 0% |
Containerization assets for running the template in a consistent environment.
Dockerfile provides a reproducible build environmentdocker-compose.yml manages dev environment and optional Ollamadocs/CLOUD_DEPLOY.md for headless and container deploymentdocker build / docker compose (not wired into the default Python pipeline stages)docs/CLOUD_DEPLOY.mdinfrastructure/docker/Dockerfileinfrastructure/docker/docker-compose.ymlOther measured skills in the registry, with their headline benchmark lift.