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replace covalent with prefect and add ref to awesome list
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Had trouble even getting Covalent to run, and still waiting on cloud access. Andrew Rosen recommended prefect, and I like it already.
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sgbaird authored Jan 16, 2024
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Expand Up @@ -178,7 +178,7 @@ Examples of [experimental orchestration](#experimental-orchestration-software),

### Workflow Orchestration

Experimental orchestration software for autonomously controlling software-hardware communication. See also [@sgbaird's lab-automation list](https://github.com/stars/sgbaird/lists/lab-automation).
Experimental orchestration software for autonomously controlling software-hardware communication.

- Alab Management [[code](https://github.com/CederGroupHub/alab_management)] [[docs](https://alab-management.readthedocs.io/en/latest/)]
- Bluesky [[code](https://github.com/bluesky/bluesky)] [[docs](https://blueskyproject.io/bluesky/)]
Expand All @@ -189,7 +189,11 @@ Experimental orchestration software for autonomously controlling software-hardwa
- XDL [[code](https://gitlab.com/croningroup/chemputer/xdl)] [[docs](https://croningroup.gitlab.io/chemputer/xdl/)] [[paper](https://dx.doi.org/10.1126/science.aav2211)]
- self-driving-lab-demo [[code](https://github.com/sparks-baird/self-driving-lab-demo)] [[docs](https://self-driving-lab-demo.readthedocs.io/)]
- NIMS-OS [[code](https://github.com/nimsos-dev/nimsos)] [[docs](https://nimsos-dev.github.io/nimsos/docs/en/index.html)] [[paper](https://doi.org/10.48550/arXiv.2304.13927)]
- Covalent [[code](https://github.com/AgnostiqHQ/covalent)] [[docs](https://www.covalent.xyz/)] [[doi](https://doi.org/10.5281/zenodo.5903364)]
- Prefect [[code](https://github.com/PrefectHQ/prefect) [[docs](https://www.prefect.io/)]

<!--- Covalent [[code](https://github.com/AgnostiqHQ/covalent)] [[docs](https://www.covalent.xyz/)] [[doi](https://doi.org/10.5281/zenodo.5903364)] --->

See also [@sgbaird's lab-automation list](https://github.com/stars/sgbaird/lists/lab-automation) and [Awesome Workflow Repositories](https://meirwah.github.io/awesome-workflow-engines/).

### Optimization
[Open-source](#open-source) and [proprietary](#proprietary) optimization software for iteratively suggesting next experiments (i.e., adaptive experimentation).
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