--- title: Bot That Optimizes Engagement | daily.dev description: A live coding session implementing a naive Bayes classifier to optimize a Discord chatbot's engagement. The bot's "grok" command currently returns random... canonical: https://daily.dev/posts/bot-that-optimizes-engagement-zb6vhmc8d twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Bot That Optimizes Engagement | daily.dev og:description: A live coding session implementing a naive Bayes classifier to optimize a Discord chatbot's engagement. The bot's "grok" command currently returns random... og:url: https://daily.dev/posts/bot-that-optimizes-engagement-zb6vhmc8d og:image: https://api.daily.dev/og/posts/Zb6VhmC8D.png og:image:alt: Bot That Optimizes Engagement og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Bot That Optimizes Engagement **[Tsoding Daily](https://daily.dev/sources/tsoding_daily)** · 189 min read · 0 upvotes · 0 comments ## Summary A live coding session implementing a naive Bayes classifier to optimize a Discord chatbot's engagement. The bot's "grok" command currently returns random yes/no responses, but the goal is to make it learn from user reactions by tracking which responses generate more engagement. The session covers parsing CSV logs, handling timestamps in Go, setting up PostgreSQL infrastructure, and preparing training data by pairing messages with yes/no responses based on time deltas. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [A Guide to Grok Bot 2026](https://daily.dev/posts/a-guide-to-grok-bot-2026-c5bednlv4) · Medium · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#golang](https://daily.dev/tags/golang), [#postgresql](https://daily.dev/tags/postgresql), [#bots](https://daily.dev/tags/bots), [#discord](https://daily.dev/tags/discord) [View this post on daily.dev](https://daily.dev/posts/bot-that-optimizes-engagement-zb6vhmc8d) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Bot That Optimizes Engagement","url":"https://daily.dev/posts/bot-that-optimizes-engagement-zb6vhmc8d","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/bot-that-optimizes-engagement-zb6vhmc8d"},"datePublished":"2026-02-17T12:03:53.819Z","dateModified":"2026-02-17T12:04:14.213Z","description":"A live coding session implementing a naive Bayes classifier to optimize a Discord chatbot's engagement. 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