Colin Francis(@colifran_):we've been exploring how to make the knowledge openwiki produces more useful to agents. our latest experiment pairs the wiki with a lightweight evidence graph, letting agents follow relationships and trace information back to supporting evidence. on complex, domain-specific questions requiring cross-source reasoning we saw: 👉 5x higher accuracy with openwiki vs. grep alone 👉 27% more accurate with the evidence graph 👉 2x citation consistency 👉 58% lower cost per correct answer with the graph check out the blog ⤵️

Colin Francis

@colifran_

software engineer @LangChain, prev @awscloud i like agents and memory. i helped build bedrock agentcore memory. i'm currently helping build openwiki.

加入 February 2026

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Colin Francis@colifran_

2026.10.28 18:20

we've been exploring how to make the knowledge openwiki produces more useful to agents. our latest experiment pairs the wiki with a lightweight evidence graph, letting agents follow relationships and trace information back to supporting evidence. on complex, domain-specific questions requiring cross-source reasoning we saw: 👉 5x higher accuracy with openwiki vs. grep alone 👉 27% more accurate with the evidence graph 👉 2x citation consistency 👉 58% lower cost per correct answer with the graph check out the blog ⤵️