VSTS agent very slow to download artifacts from local network share

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I'm running an on-prem TFS instance with two agents. Agent 1 has a local path where we store our artifacts. Agent 2 has to access that path over a network path (\agent1\artifacts...).

Downloading the artifacts from agent 1 takes 20-30 seconds. Downloading the artifacts from agent 2 takes 4-5 minutes. If from agent 2 I copy the files using explorer, it takes about 20-30 seconds.

I've tried adding other agents on other machines. All of them perform equally poorly when downloading the artifacts but quick when copying manually.

Anyone else experience this or offer some ideas of what might work to fix this?

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