基于端侧大模型的嵌入式 Skill 调度引擎实现智能业务生成的尝试 （高）

近期在研究大模型LLM与Skill技能的结合应用颇有感触。人类拥有绘画、编程等技能依靠眼和手来完成类比到嵌入式设备中图像采集、数据传输同样是技能只不过它们依靠板载硬件来完成。通常一块开发板的硬件资源是固定的但上层应用是多变的。同一块板子既可以在项目 A 中使用也可以在项目 B 中使用本质都是基于固定的硬件资源进行开发。因此我们可以认为这块板子具备与生俱来的固有技能而形形色色的应用无非是对这些基础技能的组合与编排。有人说过电脑是人脑的延伸如今大模型则是人脑的近似。它能像人一样思考任务先分析子目标再进行规划最后按部就班地执行。这正是我想实现的——基于大模型和 Skill 的智能业务流生成。本文旨在验证上述想法核心目标是将用户的自然语言指令转换为可执行的硬件操作序列。把业务逻辑交给大模型让它自行编排工作流而我不再编写繁琐的业务代码仅需定义好板子的技能和执行引擎便可做到“换板子即换技能”。https://gitee.com/dthjrtrhg/czqdql/blob/master/8fFwJa8FzT_659245.mdhttps://gitee.com/rydjesdg/urnana/blob/master/LPZuaUIP97_793933.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/pZ344cjTxR_034988.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/F2gx1eSZJn_699433.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/MTge4vf9d7_920704.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/nbEVZD07rL_712823.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/eBmwnUulVz_692160.mdhttps://gitee.com/rydjesdg/urnana/blob/master/sS9WnKRBf9_253500.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/o9MnARy5pJ_307930.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/53UNhL9G0U_302219.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/f3KOYs3ue8_258480.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/EySwPMneOs_526317.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/e899AkvmW0_300045.mdhttps://gitee.com/rydjesdg/urnana/blob/master/U8wZqRbSCg_778538.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/11Z9JAuOsM_395098.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/IF9TdyiCgA_191571.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/SFpWQDK4Y2_820272.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/N1oSjJUL5Z_615590.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/WUvp8mahRv_669845.mdhttps://gitee.com/rydjesdg/urnana/blob/master/GdOOw3nHlF_951437.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/kuH122ahRv_926994.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/P3rUlMWN7b_477093.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/3gx18Pw3nH_171823.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/O8fjrelVzT_753982.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/IJqQaRBf9d_572289.mdhttps://gitee.com/rydjesdg/urnana/blob/master/WPDKb9G0Uy_067087.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/izWdroF6qK_580118.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/BZpNUECgAe_766985.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/tHYbjzXeOs_151721.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/LtTAXoLSCg_702015.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/4SFMZXxoY2_885913.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/Z9qDU18MqK_373095.mdhttps://gitee.com/rydjesdg/urnana/blob/master/VMaXxoY2W0_329394.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/Ymjdx8zjDh_644293.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/20vp8mahRv_269378.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/07sPT6u1lF_832391.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/PaRBf9d7b5_974292.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/FStn7lYfPt_788948.mdhttps://gitee.com/rydjesdg/urnana/blob/master/auYwghEL5Z_255939.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/STXevSZJnH_043605.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/0RHVwpdkUy_687155.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/rb5Z30QH1V_656437.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/8JAuOsMKoI_368384.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/cTg7UlJQAe_676036.mdhttps://gitee.com/rydjesdg/urnana/blob/master/HHoOZQAe8c_330570.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/ak4F5nD4oI_579274.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/fWkh7yiCgA_385578.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/lMZ0uhoY2W_096844.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/5gtKE18sMq_041973.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/aXRlSMAH1U_618896.mdhttps://gitee.com/rydjesdg/urnana/blob/master/WkA4szjDhB_241320.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/gurI9tNrLp_275841.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/LznQhHSJ3X_889918.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/k8Ow0i8zjD_445950.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/44bCMDxRvP_199123.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/XLyFJxkrb5_686148.mdhttps://gitee.com/rydjesdg/urnana/blob/master/l9w3HEeVFj_708171.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/YZ6DvsI9tN_398505.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/LRfd3xlsc6_441964.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/18PwWhYImG_925771.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/78BI33biSw_626445.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/W7H8sMqKoI_789579.mdhttps://gitee.com/rydjesdg/urnana/blob/master/Mtxe1IpwgA_198716.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/PXHosWJQAe_880273.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/IwkNfFPG0U_478812.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/Mj0X8pG6qK_517681.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/P9d7b5Z3X1_770464.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/1fz9TeVFjD_142383.mdhttps://gitee.com/sethrnn/szcqwq/blob/master/dgo4cjTxvP_780450.mdhttps://gitee.com/yfrjtyja/veahnu/blob/master/hBf86WN7b5_351841.mdhttps://gitee.com/rydjesdg/urnana/blob/master/uvS2kA1lFj_080230.mdhttps://gitee.com/dthjrtrhg/czqdql/blob/master/ulzwMDxRvP_474206.mdhttps://gitee.com/jnhsth/ndoijd/blob/master/TheYP6WN7b_355502.mdhttps://gitee.com/erujrfns/owuqyl/blob/master/DU4l8Px4oH_811715.mdhttps://gitee.com/sethrnn/szc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