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+0800https://guijiagi.com/posts/ai-monitoring-observability/从指标采集到链路追踪，AI系统可观测性的完整搭建方案https://guijiagi.com/posts/model-versioning-mlops/Thu, 02 Jul 2026 11:24:00 +0800https://guijiagi.com/posts/model-versioning-mlops/LLM模型版本管理的完整流程，从实验追踪到灰度发布https://guijiagi.com/posts/llm-load-balancing-strategy/Thu, 02 Jul 2026 11:23:00 +0800https://guijiagi.com/posts/llm-load-balancing-strategy/从轮询到感知调度，LLM推理服务负载均衡的完整策略分析https://guijiagi.com/posts/ai-gateway-setup-2026/Thu, 02 Jul 2026 11:22:00 +0800https://guijiagi.com/posts/ai-gateway-setup-2026/统一管理多个LLM提供商的AI网关搭建指南，包含路由、限流、缓存等核心功能https://guijiagi.com/posts/streaming-response-implementation/Thu, 02 Jul 2026 11:21:00 +0800https://guijiagi.com/posts/streaming-response-implementation/从SSE到WebSocket，LLM流式响应的完整实现方案与工程细节https://guijiagi.com/posts/structured-output-llm-guide/Thu, 02 Jul 2026 11:20:00 +0800https://guijiagi.com/posts/structured-output-llm-guide/从JSON Schema到Constrained 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+0800https://guijiagi.com/posts/agent-human-collaboration-design/探讨Agent人机协作的设计模式，从全自动到Human-in-the-loop的渐进式交互设计https://guijiagi.com/posts/ollama-2026-local-llm/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/ollama-2026-local-llm/全面介绍 Ollama 2026 版本的特性、模型管理、API 使用、性能优化与生产部署最佳实践https://guijiagi.com/posts/open-webui-2026-chatgpt-alternative/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/open-webui-2026-chatgpt-alternative/全面介绍 Open WebUI 2026 的安装配置、功能特性、自定义扩展与生产部署实践https://guijiagi.com/posts/tensorrt-llm-2026/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/tensorrt-llm-2026/深度解析 NVIDIA TensorRT-LLM 2026 的架构优化、部署流程、性能调优与生产实践https://guijiagi.com/posts/tgi-2026-guide/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/tgi-2026-guide/全面介绍 HuggingFace TGI 2026 版本的架构、部署、优化与生产实践，含与 vLLM 的深度对比https://guijiagi.com/posts/vllm-2026-deployment-guide/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/vllm-2026-deployment-guide/从单机部署到分布式集群，全面覆盖 vLLM 2026 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2026 10:00:00 +0800https://guijiagi.com/posts/finetuning-toolchain-2026-llamafactory-axolotl-unsloth/三大微调工具链全面对比：LLaMA-Factory、Axolotl、Unsloth的功能、性能与易用性评测https://guijiagi.com/posts/edge-device-llm-deployment-mobile-iot-selection/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/edge-device-llm-deployment-mobile-iot-selection/端侧大模型在手机、边缘设备、IoT场景的全面选型指南与部署方案https://guijiagi.com/posts/model-quantization-2026-int4-int8-awq-gptq-comparison/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/model-quantization-2026-int4-int8-awq-gptq-comparison/2026年主流模型量化技术全面实测对比：INT4/INT8/AWQ/GPTQ质量损失与推理效率分析https://guijiagi.com/posts/small-model-revolution-3b-practical-deployment/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/small-model-revolution-3b-practical-deployment/3B参数级小模型的实用场景分析、性能对比与全平台部署指南https://guijiagi.com/posts/agent-security-testing-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-security-testing-practice/AI Agent安全测试实操https://guijiagi.com/posts/agent-troubleshooting-manual/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-troubleshooting-manual/AI Agent故障排查手册https://guijiagi.com/posts/agent-canary-release/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-canary-release/AI Agent灰度发布方法论https://guijiagi.com/posts/agent-ux-design-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-ux-design-guide/AI Agent用户体验设计指南https://guijiagi.com/posts/agent-monitoring-best-practices/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-monitoring-best-practices/AI智能体监控告警最佳实践https://guijiagi.com/posts/prompt-engineering-team-workflow/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-engineering-team-workflow/Prompt工程团队协作流程https://guijiagi.com/posts/rag-system-from-scratch/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-system-from-scratch/RAG系统从零搭建完整教程https://guijiagi.com/posts/llm-ab-testing-handbook/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-ab-testing-handbook/大模型A/B测试实施手册https://guijiagi.com/posts/llm-cost-optimization-strategies/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-cost-optimization-strategies/大模型成本优化实战策略https://guijiagi.com/posts/data-annotation-management/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/data-annotation-management/大模型数据标注管理指南https://guijiagi.com/posts/llm-inference-stress-testing/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-stress-testing/大模型推理服务压测指南https://guijiagi.com/posts/finetune-data-preparation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/finetune-data-preparation/大模型微调数据准备全流程https://guijiagi.com/posts/enterprise-agent-deployment-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/enterprise-agent-deployment-guide/企业级AI Agent部署实战指南https://guijiagi.com/posts/agent-version-management/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-version-management/智能体版本管理实践https://guijiagi.com/posts/agent-benchmark-building/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-benchmark-building/智能体评估benchmark搭建https://guijiagi.com/posts/agent-knowledge-base-maintenance/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-knowledge-base-maintenance/智能体知识库维护手册https://guijiagi.com/posts/kubernetes-agent-deployment/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/kubernetes-agent-deployment/全面介绍在 Kubernetes 上部署 AI 智能体的完整流程，涵盖容器化、编排配置、GPU 调度、自动伸缩和生产级运维实践。https://guijiagi.com/posts/agent-ux-design-principles/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-ux-design-principles/AGI 智能体的 UX 设计不是传统产品的延伸，而是一种全新的人机协作范式。从信任建立到控制感设计，七条核心原则与实践指南。https://guijiagi.com/posts/agent-observability-platform/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-observability-platform/从零搭建 AI 智能体的可观测性平台，涵盖 Trace 追踪、Token 监控、质量评估与告警体系，附完整代码实现。https://guijiagi.com/posts/ai-team-building/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-team-building/从创始人 + 工程师的最小 AI 团队，到 30 人规模的专业 AI 组织，系统介绍每个阶段的角色配置、招聘标准和组织设计。https://guijiagi.com/posts/ai-testing-strategy/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-testing-strategy/传统软件测试方法在 AI 应用中不够用。本文构建从单元测试到红队测试的完整 AI 测试金字塔，覆盖确定性、概率性和对抗性测试。https://guijiagi.com/posts/ai-monitoring-dashboard/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-monitoring-dashboard/从指标设计、Prometheus 采集、Grafana 可视化到告警自动化，构建 AI 应用全链路可观测性体系。https://guijiagi.com/posts/llm-deployment-k8s/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-deployment-k8s/从 GPU 节点池配置、模型服务部署、自动扩缩容到推理优化，完整介绍 LLM 在 Kubernetes 上的生产级部署方案。https://guijiagi.com/posts/llm-cost-optimization/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-cost-optimization/从模型选择、Prompt 精简、缓存策略到流量路由，系统介绍 10 种可落地的 LLM API 成本优化方法，附带代码示例与量化对比。https://guijiagi.com/posts/prompt-engineering-production/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/prompt-engineering-production/将 Prompt 从手工艺品变为工程产物：版本控制、灰度发布、A/B 测试、回归评测的完整生产实践。https://guijiagi.com/posts/rag-production-pitfalls/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/rag-production-pitfalls/从向量检索失效到多跳推理失败，总结 RAG 系统在生产环境中常见的 12 个陷阱及其工程解决方案。https://guijiagi.com/posts/fine-tuning-vs-rag-decision/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/fine-tuning-vs-rag-decision/从知识更新频率、推理深度、成本预算、数据隐私等维度，系统对比微调与 RAG 的适用场景，给出决策框架和混合方案。https://guijiagi.com/posts/agent-memory-architecture/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agent-memory-architecture/Agent 记忆系统的完整架构设计，覆盖记忆类型、存储方案、检索策略、遗忘机制与记忆压缩https://guijiagi.com/posts/agent-production-patterns/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agent-production-patterns/系统梳理 Agent 在生产环境中的设计模式，涵盖单 Agent、Router、Fan-out/Fan-in、层级式与多 Agent 协作架构https://guijiagi.com/posts/ai-cost-optimization-strategy/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-cost-optimization-strategy/系统性分析 LLM 应用的成本结构，涵盖 Token 优化、模型路由、缓存策略、Batch API 到基础设施层的全链路降本实践https://guijiagi.com/posts/ai-monitoring-stack/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-monitoring-stack/构建 AI 应用的三层监控体系，涵盖模型质量指标、应用性能指标与基础设施指标的设计与实现https://guijiagi.com/posts/function-calling-production/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/function-calling-production/Function Calling 在生产环境中的完整实践指南，覆盖 Schema 设计、参数验证、错误恢复、并行调用与安全沙箱https://guijiagi.com/posts/llm-gateway-implementation/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-gateway-implementation/深入解析 LLM API 网关的架构设计，涵盖多模型路由、速率限制、语义缓存与审计日志的工程实践https://guijiagi.com/posts/llm-disaster-recovery/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-disaster-recovery/系统设计 LLM 服务的高可用架构，涵盖单点风险分析、多模型冗余、多区域部署与优雅降级策略https://guijiagi.com/posts/llm-red-teaming/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-red-teaming/LLM 红队测试完整方法论，覆盖攻击向量分类、自动化红队工具、漏洞分级、修复建议与持续测试https://guijiagi.com/posts/llm-streaming-implementation-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-streaming-implementation-deep/深入对比 SSE、WebSocket、gRPC 三种流式协议在 LLM 场景下的实现，包含前后端代码示例与生产级最佳实践https://guijiagi.com/posts/llm-security-checklist/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-security-checklist/覆盖输入安全、输出安全、模型安全、基础设施安全与合规审计的 LLM 生产安全完整检查清单https://guijiagi.com/posts/llm-ci-cd-pipeline/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-ci-cd-pipeline/构建 LLM 应用的持续集成与持续部署流水线，涵盖 Prompt 版本控制、自动评估门禁、灰度发布与回滚机制https://guijiagi.com/posts/prompt-versioning-practice/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/prompt-versioning-practice/Prompt 版本管理的完整实践，覆盖 Git 工作流、A/B 测试框架、Prompt 注册中心、灰度发布与回滚策略https://guijiagi.com/posts/rag-production-debugging/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-production-debugging/系统性梳理 RAG 在生产环境中的常见问题、调试工具链与全链路排障方法论https://guijiagi.com/posts/rag-data-pipeline/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-data-pipeline/RAG 数据管道的完整构建指南，覆盖数据源接入、清洗标准化、分块策略、嵌入生成、增量更新与质量监控https://guijiagi.com/posts/chatgpt-to-production/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/chatgpt-to-production/从 ChatGPT 原型到生产系统的完整迁移指南，覆盖 API 选型、Prompt 工程化、错误处理、成本估算与团队协作https://guijiagi.com/posts/agent-memory-implementation/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-memory-implementation/完整的 Agent 记忆系统设计与实现，涵盖四种记忆类型与工程落地https://guijiagi.com/posts/ai-observability-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-observability-guide/从 Tracing 到 Metrics 的 AI 应用可观测性完整方案，含工具选型与实现https://guijiagi.com/posts/llm-streaming-implementation/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-streaming-implementation/SSE 与 WebSocket 两种流式输出方案的完整实现，含前端渲染与断线重连https://guijiagi.com/posts/prompt-management-platform/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-management-platform/从需求分析到架构设计，构建企业级 Prompt 管理与版本控制平台https://guijiagi.com/posts/rag-production-deploy/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-production-deploy/从架构设计到容器化部署，完整的 RAG 生产环境落地指南https://guijiagi.com/posts/multi-language-llm-deploy/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multi-language-llm-deploy/从语言检测到跨语言检索的完整多语言 LLM 工程化方案https://guijiagi.com/posts/ai-customer-service-build/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-customer-service-build/完整指南：构建生产级 AI 客服系统，涵盖需求分析、知识库构建、意图识别、多轮对话管理、人工转接与满意度评估https://guijiagi.com/posts/chatbot-production-deploy/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/chatbot-production-deploy/从 Docker 容器化到 Nginx 反向代理、SSL 配置、负载均衡、监控告警、日志收集与灰度发布的生产部署完整指南https://guijiagi.com/posts/vllm-deployment-guide/Wed, 24 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/vllm-deployment-guide/vLLM 的架构原理、部署配置和性能调优全指南https://guijiagi.com/posts/streaming-response-guide/Tue, 23 Jun 2026 15:10:00 +0800https://guijiagi.com/posts/streaming-response-guide/从协议选择到代码实现，全面讲解 AI 应用的流式响应开发https://guijiagi.com/posts/agent-cost-optimization/Tue, 23 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-cost-optimization/真实项目中的 Agent 成本优化经验，涵盖模型选择、缓存、批处理等策略https://guijiagi.com/posts/llm-selection-guide/Thu, 11 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-selection-guide/不同 Agent 任务该选哪个 LLM？本文从推理能力、工具调用、成本、上下文窗口等维度全面对比 2026 年主流大模型。https://guijiagi.com/posts/mcp-server-development/Tue, 02 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/mcp-server-development/MCP 是 Agent 的 USB 接口。本文手把手教你开发自定义 MCP Server，让 Agent 拥有无限能力。