通过 Renovate 与 CI/CD 自动化 70% 的依赖与漏洞管理

By Sai Saketh Nakkina and Vikram Nunia.

作者：Sai Saketh Nakkina 和 Vikram Nunia。

In our “Engineering Energizers” Q&A series, we highlight the engineering minds driving innovation across Salesforce. Today, we feature Sai Saketh Nakkina, a MLOps engineer on Salesforce’s Agentforce Knowledge Foundation team. Sai and his team led the development of a responsive security automation system that transformed vulnerability management for various AI features across the Agentforce platform.

在“Engineering Energizers”问答系列中，我们聚焦推动 Salesforce 创新的工程人才。今天登场的是 Sai Saketh Nakkina，Salesforce Agentforce Knowledge Foundation 团队的 MLOps 工程师。Sai 及其团队主导开发了一套响应式安全自动化系统，彻底改变了 Agentforce 平台上各类 AI 功能的漏洞管理方式。

Discover how the team addressed security vulnerabilities that were exceeding SLA, coordinated across multiple repositories to manage complex Python workflows, and built an automation infrastructure that reduced manual vulnerability response by 70% while ensuring the reliability of Agentforce’s AI systems.

了解团队如何解决超出 SLA 的安全漏洞，如何在多个仓库之间协调管理复杂的 Python 工作流，以及如何构建自动化基础设施，将人工漏洞响应减少 70%，同时确保 Agentforce AI 系统的可靠性。

The Agentforce Knowledge Foundation MLOps team is an integral part of Agentforce Platform Engineering, responsible for maintaining ML pipelines, owning Einstein Bots, and delivering in-house LLMs for the Agentforce platform. We focus on automation, monitoring, and scalable infrastructure, which empowers internal Salesforce developer teams to deliver AI/ML features faster, more securely, and with confidence. This work is central to Salesforce’s AI strategy, as Einstein Bots has significant customer adoption and our ML pipeline efforts enable Agentforce to rapidly roll out new features.

Agentforce Knowledge Foundation MLOps 团队是 Agentforce Platform Engineering 的重要组成部分，负责维护 ML 流水线、拥有 Einstein Bots，并为 Agentforce 平台提供内部 LLM。我们专注于自动化、监控和可扩展基础设施，赋能内部 Salesforce 开发团队更快、更安全、更自信地交付 AI/ML 功能。这项工作处于 Salesforce AI 战略的核心，因为 Einstein Bots 已被大量客户采用，而我们的 ML 流水线工作使 Agentforce 能够快速推出新功能。

Maintaining the operational foundation of these systems is crucial for e...