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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.
Joined February 2026
115 Following    663 Followers
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: ๐Ÿ‘‰ 5x higher accuracy with openwiki vs. grep alone ๐Ÿ‘‰ 27% more accurate with the evidence graph ๐Ÿ‘‰ 2x citation consistency ๐Ÿ‘‰ 58% lower cost per correct answer with the graph check out the blog โคต๏ธ
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