diff --git a/docs/research/livegrade-silverstack-research.md b/docs/research/livegrade-silverstack-research.md
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+$(cat "/Users/zacgaetano/Library/Application Support/Claude/local-agent-mode-sessions/a468bb23-ef26-430c-ba99-33fcb13b224c/8d49cc62-f614-43b2-9d9a-7f8936e79653/local_c265a80b-4adc-4f8b-8a5d-bd219ae12548/outputs/livegrade-silverstack-research.md")
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