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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.
๊ฐ€์ž… February 2026
115 ํŒ”๋กœ์ž‰ ์ค‘    663 ํŒฌ
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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