<translate> Rebecca Ryakitimbo, a community engagement fellow, handled the second section of the session where she highlighted our community engagement activities specifically for Kiswahili. She spoke about the various roles community members can play, as sentence creators and validators as well as voice donators and validators. She then highlighted the central role that the inclusion of women holds. Our participatory guidelines ensure that we work to include women in all stages of the work, from ideation, dataset collection, use case development, model creation to the final stages of application development. <swh>Rebecca Ryakitimbo, mshirika wa ushiriki wa jamii, alishughulikia sehemu ya pili ya kipindi ambapo aliangazia shughuli zetu za ushirikishwaji wa jamii haswa kwa Kiswahili. Alizungumza kuhusu majukumu mbalimbali ambayo wanajamii wanaweza kutekeleza, kama waundaji wa sentensi na wathibitishaji na pia wafadhili wa sauti na wathibitishaji. Kisha aliangazia jukumu kuu ambalo ujumuishaji wa wanawake unashikilia. Miongozo yetu shirikishi inahakikisha kwamba tunafanya kazi ya kuwajumuisha wanawake katika hatua zote za kazi, kuanzia mawazo, ukusanyaji wa seti ya data, ukuzaji wa matumizi kifani, uundaji wa kielelezo hadi hatua za mwisho za ukuzaji wa programu. 