#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
有消息称#小米#MIUI 安全组件即小米的杀毒引擎添加有国家反诈中心的扫描接口(nationalAntiFraudSingleAppScan)。
at com.miui.guardprovider.engine.mi.antidefraud.AntiDefraudAppManager.getSign(Unknown Source:0)
at com.miui.guardprovider.engine.mi.antidefraud.MiDetectAppsManager.virusInMiEngineRiskList(Unknown Source:30)
at com.miui.guardprovider.engine.mi.antidefraud.AntiDefraudAppManager.getDetectUnsafeAppStatus(Unknown Source:6)
at com.miui.guardprovider.manager.SecurityService$a.nationalAntiFraudSingleAppScan(Unknown Source:17)
at com.miui.guardprovider.aidl.IAntiVirusServer$Stub.onTransact(Unknown Source:38)
MIUI security components.apk源代码分析
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