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In contrast, online coding communities like Kaggle offer socially mediated learning environments that foster critical thinking, engagement, and a sense of belonging. Yet, growing reliance on LLMs risks diminishing participation in these communities and weakening their collaborative value. To address this, we propose Community-Enriched AI, a design paradigm that embeds social learning dynamics into LLM-based chatbots by surfacing user-generated content and social design features from online coding communities. Using this paradigm, we implemented a RAG-based AI chatbot leveraging resources from Kaggle to validate our design. Across two empirical studies involving 28 and 12 data science learners, respectively, we found that Community-Enriched AI significantly enhances user trust, encourages\n                    <jats:styled-content style=\"color:#000000\">engagement<\/jats:styled-content>\n                    with community, and effectively supports learners in solving data science tasks. We conclude by discussing design implications for AI assistance systems that bridge\u2014rather than replace\u2014online coding communities.\n                  <\/jats:p>","DOI":"10.1145\/3788044","type":"journal-article","created":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T15:29:14Z","timestamp":1779290954000},"page":"1-37","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Bridging Instead of Replacing Online Coding Communities with AI through Community-Enriched Chatbot Designs CSCW008"],"prefix":"10.1145","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4526-2907","authenticated-orcid":false,"given":"Junling","family":"Wang","sequence":"first","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8975-5885","authenticated-orcid":false,"given":"Lahari","family":"Goswami","sequence":"additional","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7754-9606","authenticated-orcid":false,"given":"Gustavo","family":"Kreia Umbelino","sequence":"additional","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-7966-8787","authenticated-orcid":false,"given":"Kiara","family":"Chau","sequence":"additional","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8787-8681","authenticated-orcid":false,"given":"Mrinmaya","family":"Sachan","sequence":"additional","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8724-4662","authenticated-orcid":false,"given":"April Yi","family":"Wang","sequence":"additional","affiliation":[{"name":"ETH Zurich","place":["Zurich, Switzerland"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,5,20]]},"reference":[{"key":"e_1_3_3_2_2","unstructured":"2023. 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