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freeddser/README.md

Hi 👋, I'm Gavin | 大家好,我是 Gavin

DevOps Architect · Senior Security Engineer · AI 企业落地实践者

Typing SVG

👉 点击下方标签切换语言 / Click below to switch language


🇬🇧 English

🌐 About

DevOps architect & security engineer who turns LLMs into production-grade systems. I build the bridge between model demos and enterprise-grade reliability — cloud-native delivery, AIOps, and DevSecOps pipelines that keep AI workloads observable, safe, and shippable.


🤖 AI Enterprise Adoption

From PoC to production — shipping LLMs beyond "it works" to "it scales, it's auditable, it's reliable".

🚀 Engineering

  • LLM Application Stack — DeepSeek / OpenAI-compatible API, RAG, Agent, Function Calling engineering wrappers
  • Inference Serving — vLLM / TGI / Triton in containers, GPU elastic scheduling & multi-model routing
  • PromptOps — Prompt versioning, regression evaluation, A/B canary
  • Eval & Guardrails — Automated eval suites, output compliance filters, hallucination interception

🛡️ Platform

  • AIOps — Unified metrics / logs / traces, root-cause analysis & self-healing
  • DevSecOps for AI — Model supply-chain scanning, secret governance, image signing, IaC compliance
  • FinOps — GPU cost visibility, token usage accounting, team-level chargeback
  • Data Plane — Vector DB / object storage / ETL with K8s data pipelines
📦 AI Tech Stack


🛠 Languages & Tools

💻 Languages

☁️ Cloud & Infrastructure

📊 Observability

🗄 Data & Backend

🐘 Big Data Stack


📊 Activity Snapshot


📫 Connect


Footer EN

© Gavin · Built with care, shipped with pipelines.


🇨🇳 中文

🌐 关于

把大模型"跑通 demo"和"跑进生产"之间的鸿沟填平的 DevOps / 安全工程师。专注云原生交付、AIOps、DevSecOps 流水线,让 AI 负载可观测、安全、可持续交付。


🤖 AI 企业落地

从 PoC 到生产:把大模型从"能演示"推进到"能上线、能扛量、能审计"。

🚀 工程

  • LLM 应用栈 — DeepSeek / OpenAI 兼容 API、RAG、Agent、Function Calling 工程化封装
  • 推理服务 — vLLM / TGI / Triton 容器化部署,GPU 弹性调度与多模型路由
  • PromptOps — Prompt 版本管理、回归评测、A/B 灰度
  • 评测与护栏 — 评测集自动化、输出合规过滤、幻觉拦截

🛡️ 平台

  • AIOps — 指标/日志/链路三合一,异常根因分析与自愈
  • DevSecOps for AI — 模型供应链扫描、密钥治理、镜像签名、IaC 合规
  • FinOps — GPU 成本可视、Token 用量核算、按团队分摊
  • 数据平面 — 向量库 / 对象存储 / ETL 与 K8s 数据流水线
📦 AI 技术栈


🛠 语言与工具

💻 编程语言

☁️ 云与基础设施

📊 可观测性

🗄 数据与后端

🐘 大数据栈


📊 活动速览


📫 联系方式


Footer ZH

© Gavin · 用心构建,流水线交付。

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