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| | | MotherDuck: an investigation answered in 30 seconds | |
| Hilary Brennan-Marquez at MotherDuck walked through an investigation that would usually take a person somewhere between 20 minutes and two hours. Annie answered it in 30 seconds, because the operational context was already connected before the question arrived. |
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| Why MCPs still need a graph |
| MCPs give an agent access to individual systems. The hard incident questions cross systems, time, and ownership boundaries. Two customer investigations show what changes when the agent can start from a connected production graph instead of reconstructing that context on every request. |
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| | Five integrations, ten investigation tasks |
| We benchmarked native MCP calls against prepared graph queries across applications, machines, and alerts. The graph path used 83% fewer model tokens and took 47% less time on average, because the relationships were resolved before inference began. |
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| | | | SREday London, replay and slides |
| Louis replayed the 18 November 2025 Cloudflare outage at SREday London, tracing the path from the 500 back to the commit with a dependency graph. The talk, photos, and walkthrough are now available. |
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| The Context for Production |
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