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+0800https://guijiagi.com/posts/vector-db-benchmark-2026/2026年主流向量数据库基准测试，从检索速度到扩展性的全面对比https://guijiagi.com/posts/guardrails-implementation-guide/Thu, 02 Jul 2026 11:38:00 +0800https://guijiagi.com/posts/guardrails-implementation-guide/从输入过滤到输出审查，AI安全护栏的完整实现方案https://guijiagi.com/posts/ai-gateway-comparison-2026/Thu, 02 Jul 2026 11:38:00 +0800https://guijiagi.com/posts/ai-gateway-comparison-2026/2026年主流AI网关对比，统一管理多模型、多供应商的AI服务入口https://guijiagi.com/posts/ai-error-handling-patterns/Thu, 02 Jul 2026 11:37:00 +0800https://guijiagi.com/posts/ai-error-handling-patterns/从重试到降级，AI系统错误处理的系统化设计模式https://guijiagi.com/posts/llm-serving-framework-2026/Thu, 02 Jul 2026 11:37:00 +0800https://guijiagi.com/posts/llm-serving-framework-2026/2026年主流LLM服务框架对比，vLLM/TGI/TensorRT-LLM等深度评测https://guijiagi.com/posts/rag-framework-comparison-2026/Thu, 02 Jul 2026 11:36:00 +0800https://guijiagi.com/posts/rag-framework-comparison-2026/2026年主流RAG框架全面对比，从检索质量到生成效果的深度评测https://guijiagi.com/posts/model-quantization-deploy-guide/Thu, 02 Jul 2026 11:36:00 +0800https://guijiagi.com/posts/model-quantization-deploy-guide/从选择量化方案到部署实施，模型量化部署的完整操作指南https://guijiagi.com/posts/agent-framework-benchmark-2026/Thu, 02 Jul 2026 11:35:00 +0800https://guijiagi.com/posts/agent-framework-benchmark-2026/2026年主流Agent框架基准测试与对比，从性能到功能的全面评测https://guijiagi.com/posts/latency-optimization-llm-serving/Thu, 02 Jul 2026 11:35:00 +0800https://guijiagi.com/posts/latency-optimization-llm-serving/从首Token延迟到生成速度，LLM服务延迟优化的完整技术栈https://guijiagi.com/posts/ai-tools-command-line-2026/Thu, 02 Jul 2026 11:34:00 +0800https://guijiagi.com/posts/ai-tools-command-line-2026/2026年最实用的AI命令行工具集，让AI成为你的终端助手https://guijiagi.com/posts/ai-cost-optimization-2026/Thu, 02 Jul 2026 11:34:00 +0800https://guijiagi.com/posts/ai-cost-optimization-2026/从模型选择到缓存策略，AI系统成本优化的全方位实战指南https://guijiagi.com/posts/local-ai-2026-self-host/Thu, 02 Jul 2026 11:33:00 +0800https://guijiagi.com/posts/local-ai-2026-self-host/2026年LocalAI自托管AI服务部署指南，替代OpenAI API的完整方案https://guijiagi.com/posts/multi-turn-conversation-management/Thu, 02 Jul 2026 11:33:00 +0800https://guijiagi.com/posts/multi-turn-conversation-management/从状态管理到上下文窗口控制，多轮对话管理的工程实现https://guijiagi.com/posts/agent-memory-persistence/Thu, 02 Jul 2026 11:32:00 +0800https://guijiagi.com/posts/agent-memory-persistence/从短期对话记忆到长期知识记忆，Agent记忆系统的完整实现方案https://guijiagi.com/posts/open-webui-2026-deploy/Thu, 02 Jul 2026 11:32:00 +0800https://guijiagi.com/posts/open-webui-2026-deploy/2026年Open WebUI部署指南，构建功能完整的私有AI对话平台https://guijiagi.com/posts/llamaindex-2026-guide/Thu, 02 Jul 2026 11:31:00 +0800https://guijiagi.com/posts/llamaindex-2026-guide/2026年LlamaIndex框架使用指南，构建数据驱动的LLM应用https://guijiagi.com/posts/rag-vs-fine-tuning-decision/Thu, 02 Jul 2026 11:31:00 +0800https://guijiagi.com/posts/rag-vs-fine-tuning-decision/何时用RAG、何时用微调？基于多维度评估的系统化决策框架https://guijiagi.com/posts/haystack-2026-rag/Thu, 02 Jul 2026 11:30:00 +0800https://guijiagi.com/posts/haystack-2026-rag/2026年Haystack框架在企业RAG系统中的实践与优化https://guijiagi.com/posts/lora-fine-tuning-step-by-step/Thu, 02 Jul 2026 11:30:00 +0800https://guijiagi.com/posts/lora-fine-tuning-step-by-step/从环境搭建到模型部署，LoRA微调的完整手把手教程https://guijiagi.com/posts/crewai-production-2026/Thu, 02 Jul 2026 11:29:00 +0800https://guijiagi.com/posts/crewai-production-2026/2026年CrewAI框架在生产环境中的最佳实践与经验分享https://guijiagi.com/posts/fine-tuning-data-preparation/Thu, 02 Jul 2026 11:29:00 +0800https://guijiagi.com/posts/fine-tuning-data-preparation/从数据采集到质量控制，LLM微调数据准备的完整最佳实践https://guijiagi.com/posts/autogen-2026-multi-agent/Thu, 02 Jul 2026 11:28:00 +0800https://guijiagi.com/posts/autogen-2026-multi-agent/2026年AutoGen多智能体框架解析，构建协作AI系统https://guijiagi.com/posts/llm-eval-pipeline-build/Thu, 02 Jul 2026 11:28:00 +0800https://guijiagi.com/posts/llm-eval-pipeline-build/从基准测试到人工评估，构建自动化LLM评估管线的完整方案https://guijiagi.com/posts/ai-testing-strategies/Thu, 02 Jul 2026 11:27:00 +0800https://guijiagi.com/posts/ai-testing-strategies/从单元测试到红队测试，AI系统全链路测试策略与实践https://guijiagi.com/posts/langchain-2026-evolution/Thu, 02 Jul 2026 11:27:00 +0800https://guijiagi.com/posts/langchain-2026-evolution/2026年LangChain生态系统演进全景，从LLM框架到AI应用平台https://guijiagi.com/posts/vllm-2026-community/Thu, 02 Jul 2026 11:26:00 +0800https://guijiagi.com/posts/vllm-2026-community/2026年vLLM社区发展动态与技术创新，LLM推理引擎的标杆https://guijiagi.com/posts/prompt-versioning-git/Thu, 02 Jul 2026 11:26:00 +0800https://guijiagi.com/posts/prompt-versioning-git/将提示词纳入版本管理，实现提示词的迭代追踪、A/B测试与回滚https://guijiagi.com/posts/ai-monitoring-observability/Thu, 02 Jul 2026 11:25:00 +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/ollama-2026-ecosystem/Thu, 02 Jul 2026 11:25:00 +0800https://guijiagi.com/posts/ollama-2026-ecosystem/2026年Ollama生态系统全面解析，从模型管理到生产部署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/evaluation-data-curation/Thu, 02 Jul 2026 11:24:00 +0800https://guijiagi.com/posts/evaluation-data-curation/2026年LLM评估数据策划方法论，构建高质量、无偏见的评估数据集https://guijiagi.com/posts/ai-performance-monitoring/Thu, 02 Jul 2026 11:23:00 +0800https://guijiagi.com/posts/ai-performance-monitoring/2026年AI系统性能监控体系构建指南，覆盖延迟、质量、成本与安全监控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/model-card-2026-template/Thu, 02 Jul 2026 11:22:00 +0800https://guijiagi.com/posts/model-card-2026-template/2026年模型卡（Model Card）最佳实践与模板，推动AI模型透明度与可问责性https://guijiagi.com/posts/ai-quality-assurance-2026/Thu, 02 Jul 2026 11:21:00 +0800https://guijiagi.com/posts/ai-quality-assurance-2026/2026年AI系统质量保证体系，覆盖测试、监控、治理与持续改进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/llm-regression-testing/Thu, 02 Jul 2026 11:20:00 +0800https://guijiagi.com/posts/llm-regression-testing/2026年LLM回归测试策略与实践，防止模型更新和提示修改导致性能退化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 Decoding，确保LLM输出结构化数据的完整方案https://guijiagi.com/posts/a-b-testing-ai-system/Thu, 02 Jul 2026 11:19:00 +0800https://guijiagi.com/posts/a-b-testing-ai-system/2026年AI系统A/B测试方法论，科学比较不同模型和提示的效果https://guijiagi.com/posts/function-calling-best-practices/Thu, 02 Jul 2026 11:19:00 +0800https://guijiagi.com/posts/function-calling-best-practices/从工具定义到错误处理，LLM Function Calling的工程最佳实践https://guijiagi.com/posts/automated-testing-llm-2026/Thu, 02 Jul 2026 11:18:00 +0800https://guijiagi.com/posts/automated-testing-llm-2026/2026年LLM自动化测试技术全面指南，覆盖测试生成、执行与结果分析https://guijiagi.com/posts/rag-pipeline-optimization-2026/Thu, 02 Jul 2026 11:18:00 +0800https://guijiagi.com/posts/rag-pipeline-optimization-2026/从文档处理到检索增强，系统优化RAG管线的每个环节https://guijiagi.com/posts/langchain-agent-production/Thu, 02 Jul 2026 11:17:00 +0800https://guijiagi.com/posts/langchain-agent-production/从原型到生产，LangChain Agent工程化的关键挑战与解决方案https://guijiagi.com/posts/human-evaluation-llm-guide/Thu, 02 Jul 2026 11:17:00 +0800https://guijiagi.com/posts/human-evaluation-llm-guide/2026年LLM人工评估方法论，涵盖评估者选择、标注规范与质量控制https://guijiagi.com/posts/agent-benchmark-design-2026/Thu, 02 Jul 2026 11:16:00 +0800https://guijiagi.com/posts/agent-benchmark-design-2026/2026年Agent能力评估基准设计方法，覆盖工具调用、规划与多步推理https://guijiagi.com/posts/vllm-docker-deploy-2026/Thu, 02 Jul 2026 11:16:00 +0800https://guijiagi.com/posts/vllm-docker-deploy-2026/使用Docker快速部署vLLM推理服务，包含完整的生产配置与优化实践https://guijiagi.com/posts/llm-evaluation-framework-2026/Thu, 02 Jul 2026 11:15:00 +0800https://guijiagi.com/posts/llm-evaluation-framework-2026/2026年大语言模型评估框架全面解析，覆盖基准选择、指标设计与评估流程https://guijiagi.com/posts/ollama-production-deployment/Thu, 02 Jul 2026 11:15:00 +0800https://guijiagi.com/posts/ollama-production-deployment/从单机部署到集群管理，Ollama生产环境部署的完整实践指南https://guijiagi.com/posts/loss-function-llm-training/Thu, 02 Jul 2026 11:14:00 +0800https://guijiagi.com/posts/loss-function-llm-training/从交叉熵到对比学习，系统梳理LLM训练中的各类损失函数及其作用https://guijiagi.com/posts/creative-prompt-patterns/Thu, 02 Jul 2026 11:14:00 +0800https://guijiagi.com/posts/creative-prompt-patterns/2026年创意提示工程技术，激发LLM在写作、设计、头脑风暴等创意任务中的表现https://guijiagi.com/posts/softmax-variants-2026/Thu, 02 Jul 2026 11:13:00 +0800https://guijiagi.com/posts/softmax-variants-2026/系统梳理Softmax及其变体的数学原理、数值稳定性与在LLM中的应用https://guijiagi.com/posts/reasoning-prompt-techniques/Thu, 02 Jul 2026 11:13:00 +0800https://guijiagi.com/posts/reasoning-prompt-techniques/2026年推理增强提示技术全面指南，覆盖Self-Consistency、ToT、ReAct等进阶技巧https://guijiagi.com/posts/embedding-layer-optimization/Thu, 02 Jul 2026 11:12:00 +0800https://guijiagi.com/posts/embedding-layer-optimization/解析LLM嵌入层的优化策略，从查找表到矩阵分解与动态嵌入https://guijiagi.com/posts/prompt-template-reuse/Thu, 02 Jul 2026 11:12:00 +0800https://guijiagi.com/posts/prompt-template-reuse/2026年提示模板复用与管理系统，提升提示工程效率https://guijiagi.com/posts/tokenizer-comparison-2026/Thu, 02 Jul 2026 11:11:00 +0800https://guijiagi.com/posts/tokenizer-comparison-2026/全面对比BPE、WordPiece、Unigram和SentencePiece分词算法的原理与工程取舍https://guijiagi.com/posts/prompt-testing-methodology/Thu, 02 Jul 2026 11:11:00 +0800https://guijiagi.com/posts/prompt-testing-methodology/2026年提示工程测试方法学，系统化评估和优化提示效果https://guijiagi.com/posts/paged-attention-impl-detail/Thu, 02 Jul 2026 11:10:00 +0800https://guijiagi.com/posts/paged-attention-impl-detail/深入解析vLLM中PagedAttention的实现细节，从块管理到内存共享https://guijiagi.com/posts/system-prompt-design-2026/Thu, 02 Jul 2026 11:10:00 +0800https://guijiagi.com/posts/system-prompt-design-2026/2026年系统提示（System Prompt）设计最佳实践，定义AI的角色、行为和边界https://guijiagi.com/posts/multi-turn-prompt-optimization/Thu, 02 Jul 2026 11:09:00 +0800https://guijiagi.com/posts/multi-turn-prompt-optimization/2026年多轮对话提示工程技术，优化上下文管理与对话连贯性https://guijiagi.com/posts/continuous-batching-internals/Thu, 02 Jul 2026 11:09:00 +0800https://guijiagi.com/posts/continuous-batching-internals/解析vLLM连续批处理的内部机制，如何动态调度请求提升GPU利用率https://guijiagi.com/posts/prompt-injection-defense-prompt/Thu, 02 Jul 2026 11:08:00 +0800https://guijiagi.com/posts/prompt-injection-defense-prompt/2026年提示注入攻击防御技术指南，保护AI应用免受恶意提示攻击https://guijiagi.com/posts/mixture-of-resolutions/Thu, 02 Jul 2026 11:08:00 +0800https://guijiagi.com/posts/mixture-of-resolutions/解析多尺度分辨率处理如何提升模型效率与性能，以及在2026年的最新进展https://guijiagi.com/posts/structured-prompt-engineering/Thu, 02 Jul 2026 11:07:00 +0800https://guijiagi.com/posts/structured-prompt-engineering/结构化提示工程技术指南，确保LLM输出格式可控、可解析、可验证https://guijiagi.com/posts/sequence-parallelism-explained/Thu, 02 Jul 2026 11:07:00 +0800https://guijiagi.com/posts/sequence-parallelism-explained/解析序列并行的核心原理、DeepSpeed Ulysses与Megatron SP的区别与联系https://guijiagi.com/posts/pipeline-parallelism-2026/Thu, 02 Jul 2026 11:06:00 +0800https://guijiagi.com/posts/pipeline-parallelism-2026/从GPipe的朴素流水线到PipeDream的1F1B调度，梳理流水线并行的演进与2026年方案https://guijiagi.com/posts/few-shot-prompting-2026/Thu, 02 Jul 2026 11:06:00 +0800https://guijiagi.com/posts/few-shot-prompting-2026/2026年少样本提示（Few-Shot Prompting）最新技术与应用场景指南https://guijiagi.com/posts/chain-of-thought-2026-advanced/Thu, 02 Jul 2026 11:05:00 +0800https://guijiagi.com/posts/chain-of-thought-2026-advanced/2026年思维链（Chain-of-Thought）提示工程进阶技巧与最佳实践https://guijiagi.com/posts/tensor-parallelism-deep/Thu, 02 Jul 2026 11:05:00 +0800https://guijiagi.com/posts/tensor-parallelism-deep/从原理到实现，深入解析Megatron-LM张量并行方案的设计与工程细节https://guijiagi.com/posts/agent-model-selection-framework/Thu, 02 Jul 2026 11:04:00 +0800https://guijiagi.com/posts/agent-model-selection-framework/系统化Agent模型选型框架，覆盖工具调用、推理、记忆等多维度评估https://guijiagi.com/posts/gradient-checkpointing-explained/Thu, 02 Jul 2026 11:04:00 +0800https://guijiagi.com/posts/gradient-checkpointing-explained/解析梯度检查点如何以时间换空间，使超大模型训练成为可能https://guijiagi.com/posts/activation-function-survey-2026/Thu, 02 Jul 2026 11:03:00 +0800https://guijiagi.com/posts/activation-function-survey-2026/从ReLU到GELU再到SwiGLU，全面梳理激活函数的演进脉络与2026年新趋势https://guijiagi.com/posts/video-generation-model-2026/Thu, 02 Jul 2026 11:03:00 +0800https://guijiagi.com/posts/video-generation-model-2026/2026年主流视频生成模型全面对比，覆盖文生视频、图生视频与视频编辑https://guijiagi.com/posts/neural-network-normalization/Thu, 02 Jul 2026 11:02:00 +0800https://guijiagi.com/posts/neural-network-normalization/深度解析Layer Normalization、RMSNorm等归一化技术的原理、差异与演进https://guijiagi.com/posts/image-generation-model-2026/Thu, 02 Jul 2026 11:02:00 +0800https://guijiagi.com/posts/image-generation-model-2026/2026年主流图像生成模型全面对比，覆盖文生图、图生图与图像编辑https://guijiagi.com/posts/pruning-llm-2026/Thu, 02 Jul 2026 11:01:00 +0800https://guijiagi.com/posts/pruning-llm-2026/从幅度剪枝到稀疏训练，系统对比LLM剪枝的两大路线及2026年最新方案https://guijiagi.com/posts/voice-model-2026-comparison/Thu, 02 Jul 2026 11:01:00 +0800https://guijiagi.com/posts/voice-model-2026-comparison/2026年语音AI模型全面对比，覆盖语音识别、语音合成与语音克隆技术https://guijiagi.com/posts/distillation-llm-2026/Thu, 02 Jul 2026 11:00:00 +0800https://guijiagi.com/posts/distillation-llm-2026/从Logit蒸馏到特征对齐，全面梳理大模型知识蒸馏的方法与实践https://guijiagi.com/posts/edge-deployment-model-selection/Thu, 02 Jul 2026 11:00:00 +0800https://guijiagi.com/posts/edge-deployment-model-selection/从手机到IoT设备，2026年边缘AI模型部署选型全面指南https://guijiagi.com/posts/model-quantization-impact-2026/Thu, 02 Jul 2026 10:59:00 +0800https://guijiagi.com/posts/model-quantization-impact-2026/2026年主流模型量化方案实测对比，从FP16到INT2的精度损失与性能提升https://guijiagi.com/posts/quantization-techniques-comparison/Thu, 02 Jul 2026 10:59:00 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+0800https://guijiagi.com/posts/mixture-of-depths-explained/解析Mixture-of-Depth如何让模型按需调整计算深度，实现效率与性能的平衡https://guijiagi.com/posts/embedding-model-selection-2026/Thu, 02 Jul 2026 10:56:00 +0800https://guijiagi.com/posts/embedding-model-selection-2026/2026年文本嵌入模型全面选型指南，覆盖多语言、长文本、代码等场景https://guijiagi.com/posts/code-model-comparison-2026/Thu, 02 Jul 2026 10:55:00 +0800https://guijiagi.com/posts/code-model-comparison-2026/2026年主流代码生成模型深度对比，覆盖多语言编程、调试与架构设计https://guijiagi.com/posts/specul-ive-decoding-2026/Thu, 02 Jul 2026 10:55:00 +0800https://guijiagi.com/posts/specul-ive-decoding-2026/从Draft-Verify到Medusa头，系统梳理推测解码的演进与2026年最新方案https://guijiagi.com/posts/flash-attention-3-explained/Thu, 02 Jul 2026 10:54:00 +0800https://guijiagi.com/posts/flash-attention-3-explained/从Flash Attention 1到3，解析注意力计算的性能极限突破之路https://guijiagi.com/posts/vision-model-2026-selection/Thu, 02 Jul 2026 10:54:00 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+0800https://guijiagi.com/posts/ai-game-asset-generation-2026/2026年AI游戏资产生成技术全解，覆盖纹理生成、3D模型创建、骨架动画和完整AI辅助游戏开发流程https://guijiagi.com/posts/llm-inference-speedup-2026/Tue, 30 Jun 2026 11:40:00 +0800https://guijiagi.com/posts/llm-inference-speedup-2026/全面对比2026年三大推理引擎vLLM、SGLang和TensorRT-LLM的性能与特性https://guijiagi.com/posts/agent-cicd-pipeline-code-to-production/Tue, 30 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/agent-cicd-pipeline-code-to-production/系统讲解Agent系统的CI/CD流水线设计，涵盖代码构建、自动化测试、环境管理、灰度发布及回滚机制https://guijiagi.com/posts/ai-3d-content-generation-2026/Tue, 30 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/ai-3d-content-generation-2026/2026年AI 3D内容生成技术全面解析，从文本到3D模型的生成流程、主流工具对比和实际应用场景https://guijiagi.com/posts/llm-security-audit-vulnerability-scanning/Tue, 30 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/llm-security-audit-vulnerability-scanning/系统介绍大模型安全审计的完整方法论，包括漏洞分类、扫描工具、渗透测试流程和修复建议，提供可操作的审计指南https://guijiagi.com/posts/llm-quantization-2026/Tue, 30 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/llm-quantization-2026/全面评测2026年主流大模型量化技术，INT4/INT8/AWQ/GPTQ实测对比https://guijiagi.com/posts/agent-replay-testing-deterministic-validation/Tue, 30 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/agent-replay-testing-deterministic-validation/深入探讨Agent系统的回放测试方法论，涵盖确定性验证、快照测试、回归测试框架及质量门禁设计https://guijiagi.com/posts/ai-ethics-risk-assessment-framework/Tue, 30 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/ai-ethics-risk-assessment-framework/系统介绍AI道德风险评估的完整框架，从伦理原则到具体实施指南，涵盖风险识别、评估、缓解与监控全流程https://guijiagi.com/posts/ai-voice-cloning-2026/Tue, 30 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/ai-voice-cloning-2026/2026年AI语音克隆技术深度解析，从少样本克隆到零样本克隆的技术原理、工具对比和商业应用https://guijiagi.com/posts/moe-architecture-comparison/Tue, 30 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/moe-architecture-comparison/深度对比三大MoE架构大模型的技术细节和性能表现https://guijiagi.com/posts/agent-performance-benchmark-throughput-latency/Tue, 30 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/agent-performance-benchmark-throughput-latency/系统介绍Agent系统性能基准测试的方法论与工具，涵盖吞吐量测试、延迟分析、并发压力测试及结果解读https://guijiagi.com/posts/ai-alignment-frontier-scalable-oversight/Tue, 30 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/ai-alignment-frontier-scalable-oversight/深入探讨2026年AI对齐技术的前沿方向，包括可扩展监督、AI反馈（RLAIF）、辩论机制等，分析技术原理与实践挑战https://guijiagi.com/posts/ai-voice-synthesis-2026-elevenlabs-azure-cosyvoice/Tue, 30 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/ai-voice-synthesis-2026-elevenlabs-azure-cosyvoice/2026年主流AI语音合成技术深度对比，ElevenLabs、Azure TTS和火山引擎CosyVoice的能力横评与应用场景https://guijiagi.com/posts/small-model-revolution/Tue, 30 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/small-model-revolution/深度分析3B级小模型的能力边界和实用场景，打破小模型不行的迷思https://guijiagi.com/posts/agent-troubleshooting-root-cause-analysis/Tue, 30 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/agent-troubleshooting-root-cause-analysis/系统化讲解Agent系统故障排查的方法论与实战技巧，涵盖日志分析、指标诊断、链路追踪及根因定位https://guijiagi.com/posts/ai-image-generation-2026-midjourney-dalle-sd4/Tue, 30 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/ai-image-generation-2026-midjourney-dalle-sd4/2026年AI图片生成工具全面横评，Midjourney v7、DALL-E 4和Stable Diffusion 4的技术革新与实际应用对比https://guijiagi.com/posts/system-prompt-design-principles/Tue, 30 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/system-prompt-design-principles/深入探讨System Prompt的设计原则与最佳实践，涵盖角色设定、行为约束、安全规则、输出格式等核心要素的工程化设计https://guijiagi.com/posts/reasoning-vs-general-models/Tue, 30 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/reasoning-vs-general-models/深度对比OpenAI o3、GPT-5.5和DeepSeek-R2在推理任务上的表现https://guijiagi.com/posts/agent-automated-ops-self-healing-auto-scaling/Tue, 30 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/agent-automated-ops-self-healing-auto-scaling/全面介绍Agent系统的自动化运维体系，涵盖自愈机制、自动扩缩容、智能告警、故障预测及AIOps实践https://guijiagi.com/posts/ai-music-generation-2026-suno-udio-musicgen/Tue, 30 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/ai-music-generation-2026-suno-udio-musicgen/2026年主流AI音乐生成工具全面对比评测，Suno v4、Udio 2和Meta MusicGen的作曲能力、声音质量和实际应用https://guijiagi.com/posts/prompt-security-hardening-injection-leak-manipulation/Tue, 30 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/prompt-security-hardening-injection-leak-manipulation/系统介绍Prompt安全加固的完整方案，覆盖防注入、防System Prompt泄露、防用户操纵三大核心领域，提供工程化实现https://guijiagi.com/posts/chinese-llm-20-domain-test/Tue, 30 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/chinese-llm-20-domain-test/覆盖20个专业领域的中文大模型能力深度实测与排名https://guijiagi.com/posts/agent-cost-optimization-token-to-infra/Tue, 30 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/agent-cost-optimization-token-to-infra/从Token消耗、模型选择、缓存策略到基础设施优化的Agent系统全链路成本优化实战指南https://guijiagi.com/posts/ai-video-generation-2026-sora-vs-runway-kling/Tue, 30 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/ai-video-generation-2026-sora-vs-runway-kling/2026年主流AI视频生成模型全面横评，从技术架构到实际应用，深入对比Sora 2、Runway Gen-4和快手可灵3.0的能力边界https://guijiagi.com/posts/code-llm-2026-ranking/Tue, 30 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/code-llm-2026-ranking/2026年代码大模型排行榜，以SWE-Bench Pro为核心基准的全面对比https://guijiagi.com/posts/multilingual-prompt-engineering-chinese/Tue, 30 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/multilingual-prompt-engineering-chinese/深入探讨多语言Prompt工程的挑战与技巧，重点关注中文Prompt的特殊处理方法，包括语义差异、文化适配与混合语言策略https://guijiagi.com/posts/agent-distributed-tracing-opentelemetry-jaeger/Tue, 30 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/agent-distributed-tracing-opentelemetry-jaeger/以实战视角解析Agent系统中OpenTelemetry链路追踪的完整实现，涵盖Span设计、上下文传播、Jaeger可视化及性能分析https://guijiagi.com/posts/ai-digital-human-2026/Tue, 30 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/ai-digital-human-2026/2026年AI数字人技术的全面指南，涵盖虚拟主播的制作流程、技术栈选型、部署方案和商业应用https://guijiagi.com/posts/prompt-version-control-ab-testing/Tue, 30 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/prompt-version-control-ab-testing/详细介绍如何对Prompt实施版本控制与A/B测试，建立数据驱动的Prompt优化流程，包含统计方法与工程实现https://guijiagi.com/posts/edge-device-llm-deployment/Tue, 30 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/edge-device-llm-deployment/端侧大模型部署全场景指南，覆盖手机、边缘设备和IoT的模型选型与优化https://guijiagi.com/posts/agent-logging-architecture-distributed-tracing/Tue, 30 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/agent-logging-architecture-distributed-tracing/深入探讨Agent系统的日志架构设计，涵盖结构化日志标准、日志聚合、分布式追踪关联及日志分析实践https://guijiagi.com/posts/prompt-template-management-enterprise/Tue, 30 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/prompt-template-management-enterprise/系统介绍企业级Prompt模板管理方案，涵盖模板设计、版本控制、权限管理、性能监控等核心实践https://guijiagi.com/posts/llm-api-price-war-2026/Tue, 30 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/llm-api-price-war-2026/2026年大模型API价格全面对比，性价比排行榜与选型指南https://guijiagi.com/posts/open-source-ai-ecosystem-2026/Tue, 30 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/open-source-ai-ecosystem-2026/2026年开源AI生态系统的全面梳理，涵盖HuggingFace、模型开源趋势、社区力量和开源AI的经济可持续性https://guijiagi.com/posts/agent-monitoring-alerting-best-practices/Tue, 30 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/agent-monitoring-alerting-best-practices/系统阐述Agent系统监控告警体系的设计与实现，涵盖指标体系、告警规则、告警路由、值班排班及告警治理全链路https://guijiagi.com/posts/ai-human-collaboration-design/Tue, 30 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/ai-human-collaboration-design/2026年AI与人类协作设计的最新实践，探讨从工具范式到伙伴范式的转变，以及协作设计的框架与方法论https://guijiagi.com/posts/few-shot-prompting-2026-example-selection/Tue, 30 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/few-shot-prompting-2026-example-selection/深入探讨2026年Few-shot Prompting的最佳实践，涵盖示例选择算法、排列优化策略、跨语言Few-shot等进阶技术https://guijiagi.com/posts/glm-5-series-evaluation/Tue, 30 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/glm-5-series-evaluation/全面评测智谱AI的GLM-5系列，国产大模型的另一重要力量https://guijiagi.com/posts/agent-routing-architecture-intelligent-routing/Tue, 30 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/agent-routing-architecture-intelligent-routing/深入探讨Agent系统的路由架构演进，涵盖规则路由、语义路由、学习型路由的设计与实现，以及多模型智能调度策略https://guijiagi.com/posts/ai-philosophy-essence-of-intelligence/Tue, 30 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/ai-philosophy-essence-of-intelligence/从哲学视角审视2026年AI发展，探讨智能的本质、意识的边界、认识论的挑战和存在论的追问https://guijiagi.com/posts/gemma-3-evaluation/Tue, 30 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/gemma-3-evaluation/全面评测Google Gemma 3系列轻量开源模型，分析端侧部署表现https://guijiagi.com/posts/structured-output-json-mode-to-function-calling/Tue, 30 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/structured-output-json-mode-to-function-calling/全面介绍2026年LLM结构化输出技术，包括JSON Mode、Function Calling、Constrained Decoding等方案及其实际应用https://guijiagi.com/posts/agent-rate-limiting-circuit-breaker/Tue, 30 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/agent-rate-limiting-circuit-breaker/全面剖析Agent系统的限流与熔断机制设计，涵盖令牌桶算法、自适应限流、多级熔断及降级策略https://guijiagi.com/posts/ai-economics-2026/Tue, 30 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/ai-economics-2026/2026年AI自动化对全球就业市场、工资水平、产业结构和劳动力转型的深度经济分析https://guijiagi.com/posts/mistral-large-3-evaluation/Tue, 30 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/mistral-large-3-evaluation/全面评测Mistral Large 3，分析这家欧洲AI公司的旗舰模型表现https://guijiagi.com/posts/prompt-engineering-cot-variants/Tue, 30 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/prompt-engineering-cot-variants/深入讲解Chain-of-Thought的各种变体，包括CoT、CoT-SC、ToT、GoT等，以及2026年最新实践技巧与代码实现https://guijiagi.com/posts/agent-cycle-detection-timeout-control/Tue, 30 Jun 2026 10:40:00 +0800https://guijiagi.com/posts/agent-cycle-detection-timeout-control/系统讲解Agent系统中的循环检测算法与超时控制机制，涵盖状态追踪、循环识别、多级超时策略及自恢复方案https://guijiagi.com/posts/ai-misuse-prevention-deepfake-to-automation/Tue, 30 Jun 2026 10:40:00 +0800https://guijiagi.com/posts/ai-misuse-prevention-deepfake-to-automation/系统性分析2026年AI滥用的主要形式，包括深度伪造、自动化社会工程攻击、AI生成恶意软件等，提供全面的防控方案https://guijiagi.com/posts/llama-4-series-evaluation/Tue, 30 Jun 2026 10:40:00 +0800https://guijiagi.com/posts/llama-4-series-evaluation/全面评测Llama 4系列模型，从405B到8B的开源旗舰表现分析https://guijiagi.com/posts/embodied-intelligence-2026/Tue, 30 Jun 2026 10:40:00 +0800https://guijiagi.com/posts/embodied-intelligence-2026/2026年具身智能与人形机器人的最新进展，从Figure 03到Tesla Optimus Gen 3，分析技术突破与商业化路径https://guijiagi.com/posts/agent-multi-tenant-architecture/Tue, 30 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/agent-multi-tenant-architecture/深入探讨Agent系统的多租户架构设计，涵盖资源隔离策略、租户配额管理、成本分摊模型及安全边界设计https://guijiagi.com/posts/ai-content-moderation-system-design/Tue, 30 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/ai-content-moderation-system-design/详细介绍2026年AI内容审核系统的架构设计，包括多级过滤管道、实时拦截机制、误判率控制与人工复核流程https://guijiagi.com/posts/ai-driven-scientific-discovery-2026/Tue, 30 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/ai-driven-scientific-discovery-2026/2026年AI驱动科学发现的全面回顾，涵盖蛋白质结构预测、材料科学、药物发现、气候建模和聚变能源等领域https://guijiagi.com/posts/qwen35-release-evaluation/Tue, 30 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/qwen35-release-evaluation/全面评测Qwen3.5系列模型，从Max到Turbo的全栈产品线分析https://guijiagi.com/posts/agent-canary-release-blue-green-deployment/Tue, 30 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/agent-canary-release-blue-green-deployment/系统介绍Agent系统的灰度发布策略，涵盖金丝雀发布、蓝绿部署、流量镜像及自动回滚机制的设计与实现https://guijiagi.com/posts/ai-bias-detection-mitigation-full-pipeline/Tue, 30 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/ai-bias-detection-mitigation-full-pipeline/系统性介绍AI偏见检测与缓解的完整技术方案，覆盖数据层、训练层、推理层三个阶段的偏见问题与对应干预措施https://guijiagi.com/posts/deepseek-v4-full-evaluation/Tue, 30 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/deepseek-v4-full-evaluation/全面评测DeepSeek V4在推理、代码、中文理解等维度的表现，分析国产大模型的突破https://guijiagi.com/posts/superalignment-2026/Tue, 30 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/superalignment-2026/2026年超级对齐技术的最新进展，从可扩展监督到机制可解释性，探讨如何控制超越人类智能的AI系统https://guijiagi.com/posts/agent-workflow-engine-comparison/Tue, 30 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/agent-workflow-engine-comparison/深度对比Temporal、Airflow与自研工作流引擎在Agent场景下的优劣，提供选型决策框架与迁移路径https://guijiagi.com/posts/agi-roadmap-2026-l1-to-l5/Tue, 30 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/agi-roadmap-2026-l1-to-l5/全面解析2026年AGI发展路线图，从L1基础智能到L5超级智能的等级体系、关键里程碑与时间预测https://guijiagi.com/posts/ai-safety-standards-compliance-eu-ai-act/Tue, 30 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/ai-safety-standards-compliance-eu-ai-act/全面梳理2026年全球主要AI安全法规与合规框架，包括EU AI Act、中国算法推荐规定、美国AI行政令等，提供合规路线图https://guijiagi.com/posts/gemini-4-preview/Tue, 30 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/gemini-4-preview/分析Gemini 4.0的预期特性、技术路线和发布时间线https://guijiagi.com/posts/agent-scalability-single-to-k8s/Tue, 30 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/agent-scalability-single-to-k8s/全面解析Agent系统从单机部署到K8s集群的扩展路径，涵盖水平扩展、垂直扩展、GPU调度、自动伸缩等关键实践https://guijiagi.com/posts/ai-value-alignment-cross-cultural-challenges/Tue, 30 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/ai-value-alignment-cross-cultural-challenges/探讨AI价值观对齐在跨文化、多利益相关方场景下的核心挑战，提出多元化对齐框架与妥协机制https://guijiagi.com/posts/ai-consciousness-debate-2026/Tue, 30 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/ai-consciousness-debate-2026/2026年AI意识争论的最新进展，从哲学理论到实验证据，探讨大语言模型是否真正具备意识https://guijiagi.com/posts/claude-opus-41-evaluation/Tue, 30 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/claude-opus-41-evaluation/深度评测Claude Opus 4.1在代码、推理、安全和Agent能力上的表现https://guijiagi.com/posts/agent-state-management-architecture/Tue, 30 Jun 2026 10:15:00 +0800https://guijiagi.com/posts/agent-state-management-architecture/系统梳理Agent状态管理的完整架构体系，涵盖FSM设计、会话状态持久化、分布式状态同步等核心主题https://guijiagi.com/posts/ai-alignment-2026-rlhf-to-constitutional/Tue, 30 Jun 2026 10:15:00 +0800https://guijiagi.com/posts/ai-alignment-2026-rlhf-to-constitutional/系统梳理2026年AI对齐技术的完整演进路径，从RLHF到Constitutional AI再到可扩展监督，分析各方案的优劣与适用场景https://guijiagi.com/posts/gpt-55-deep-evaluation/Tue, 30 Jun 2026 10:15:00 +0800https://guijiagi.com/posts/gpt-55-deep-evaluation/全面评测GPT-5.5在推理、代码、多模态、长文本等维度的表现，与主流模型横向对比https://guijiagi.com/posts/ai-funding-landscape-2026-q2/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-funding-landscape-2026-q2/2026年第二季度全球AI领域融资全景分析：规模、趋势、热点赛道与未来展望https://guijiagi.com/posts/agent-message-bus-event-driven-architecture/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/agent-message-bus-event-driven-architecture/深度解析Agent系统中事件驱动架构的设计与实现，涵盖消息总线选型、事件流设计、死信队列处理等生产级实践https://guijiagi.com/posts/ai-agent-dev-ecosystem-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-dev-ecosystem-2026/2026年AI Agent开发者生态全景：主流框架、社区活跃度与平台竞争格局https://guijiagi.com/posts/ai-agent-monetization-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-monetization-2026/2026年AI Agent商业化全景分析：变现模式、成功案例与规模化挑战https://guijiagi.com/posts/ai-agent-market-landscape-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-market-landscape-2026/2026年AI Agent市场竞争格局深度分析：创业公司与大厂的博弈与共生https://guijiagi.com/posts/ai-agent-law-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-law-2026/2026年AI Agent在法律领域的落地实践：合同审查、法律研究、案件分析的智能化转型https://guijiagi.com/posts/ai-agent-finance-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-finance-2026/2026年AI Agent在金融领域的落地应用：智能投研、量化交易、风控与客服的实战案例https://guijiagi.com/posts/ai-agent-healthcare-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-healthcare-2026/2026年AI Agent在医疗领域的落地实践：辅助诊断、医学影像、药物研发与患者管理的应用进展https://guijiagi.com/posts/ai-agent-manufacturing-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-agent-manufacturing-2026/2026年AI Agent在制造业的落地应用：智能质检、预测性维护、供应链优化的实战进展https://guijiagi.com/posts/ai-safety-incidents-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-safety-incidents-2026/2026年AI安全领域重大事件深度复盘：从技术故障到滥用事故的根本原因分析https://guijiagi.com/posts/ai-copyright-lawsuits-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-copyright-lawsuits-2026/2026年AI版权领域重大诉讼案件分析与法律边界探讨https://guijiagi.com/posts/ai-standardization-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-standardization-2026/2026年全球AI标准化工作最新进展：ISO/IEC、IEEE、ITU等组织的标准制定动态与产业影响https://guijiagi.com/posts/ai-mna-wave-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-mna-wave-2026/2026年AI行业并购浪潮深度分析：大厂如何通过收购整合构建竞争壁垒https://guijiagi.com/posts/ai-startup-death-list-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-startup-death-list-2026/2026年AI创业公司失败案例分析：从融资到倒闭的关键教训与行业警示https://guijiagi.com/posts/ai-open-vs-closed-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-open-vs-closed-2026/2026年AI开源与闭源模型竞争格局深度分析：性能差距、商业生态与未来走向https://guijiagi.com/posts/ai-energy-crisis-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-energy-crisis-2026/2026年AI数据中心电力消耗现状分析与绿色能源解决方案探索https://guijiagi.com/posts/ai-talent-war-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-talent-war-2026/2026年全球AI人才市场竞争分析：薪酬水平、流动趋势与人才战略https://guijiagi.com/posts/ai-chip-market-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-chip-market-2026/2026年全球AI芯片市场格局深度分析：英伟达的垄断地位与国产芯片的突围之路https://guijiagi.com/posts/ai-academic-breakthroughs-2026-h1/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-academic-breakthroughs-2026-h1/2026年上半年AI领域最具突破性的学术论文综述与技术趋势分析https://guijiagi.com/posts/ai-patent-landscape-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/ai-patent-landscape-2026/2026年全球AI专利布局深度分析：大厂专利策略、技术热点与竞争格局https://guijiagi.com/posts/llm-valuation-ranking-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/llm-valuation-ranking-2026/2026年全球大模型公司估值排行榜与估值合理性深度分析https://guijiagi.com/posts/llm-jailbreak-landscape-dan-to-multi-turn/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/llm-jailbreak-landscape-dan-to-multi-turn/全面梳理2026年大模型越狱技术的演进路径，从早期DAN越狱到多轮诱导、多模态攻击，分析攻防博弈的深层逻辑https://guijiagi.com/posts/global-ai-regulation-2026/Tue, 30 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/global-ai-regulation-2026/2026年全球AI监管政策落地执行全景分析：欧盟AI法案、美国行政令、中国算法治理的最新进展https://guijiagi.com/posts/agent-microservices-architecture-evolution/Tue, 30 Jun 2026 10:05:00 +0800https://guijiagi.com/posts/agent-microservices-architecture-evolution/深入探讨Agent系统从单体架构向微服务架构演进的完整路径，包含服务拆分策略、通信协议选型及生产实践https://guijiagi.com/posts/ai-red-teaming-prompt-injection-to-data-leak/Tue, 30 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-red-teaming-prompt-injection-to-data-leak/深入探讨2026年AI红队测试的实战方法论，覆盖Prompt注入、数据泄露、权限逃逸等关键攻击向量，提供完整测试框架与防御建议https://guijiagi.com/posts/semantic-kernel-2026-microsoft-ai-orchestration/Tue, 30 Jun 2026 09:55:00 +0800https://guijiagi.com/posts/semantic-kernel-2026-microsoft-ai-orchestration/评测Semantic Kernel 2026在AI编排、插件系统与企业集成方面的成熟度https://guijiagi.com/posts/dify-2026-open-source-ai-platform-rise/Tue, 30 Jun 2026 09:50:00 +0800https://guijiagi.com/posts/dify-2026-open-source-ai-platform-rise/深入评测Dify 2026作为开源AI应用开发平台的核心能力、架构演进与生产实践https://guijiagi.com/posts/agentic-rag-architecture-revolution/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/agentic-rag-architecture-revolution/Agentic 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+0800https://guijiagi.com/posts/graphrag-2026-practice-guide/深入解析GraphRAG在2026年的最新实践，从知识图谱构建到社区检测检索，附完整代码示例与性能基准https://guijiagi.com/posts/lora-finetuning-2026-guide/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/lora-finetuning-2026-guide/2026年LoRA微调的最新实践指南，涵盖数据工程、训练配置、评估优化到生产部署的完整流程https://guijiagi.com/posts/qlora-quantized-finetuning-guide/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/qlora-quantized-finetuning-guide/QLoRA让7B模型微调只需8GB显存，70B模型只需24GB，本文详解QLoRA原理与实战配置https://guijiagi.com/posts/rag-vs-long-context-comparison/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/rag-vs-long-context-comparison/深度对比RAG与长上下文模型的优劣势，通过实测数据给出清晰的选型决策框架https://guijiagi.com/posts/rag-chunking-strategies-comparison/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/rag-chunking-strategies-comparison/分块是RAG系统中影响检索质量最关键的环节，本文深度对比六种分块策略的原理、效果与适用场景https://guijiagi.com/posts/rag-evaluation-framework-ragas/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/rag-evaluation-framework-ragas/系统介绍RAGAS评估框架的核心指标体系、自动化评估流程，以及如何构建自定义评估pipelinehttps://guijiagi.com/posts/ragas-evaluation-framework-guide/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/ragas-evaluation-framework-guide/系统介绍RAGAS评估框架的指标体系、实现方法，以及如何构建自定义RAG评估流水线https://guijiagi.com/posts/rag-production-pitfalls-guide/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/rag-production-pitfalls-guide/RAG系统上线后最常见的三大难题的实战解决方案，来自生产环境的真实排坑经验https://guijiagi.com/posts/reranker-model-comparison/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/reranker-model-comparison/Reranker是RAG系统中提升检索精度的关键组件，本文深度对比三大主流Reranker方案https://guijiagi.com/posts/llm-distillation-gpt5-to-7b/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/llm-distillation-gpt5-to-7b/知识蒸馏是让小模型获得大模型能力的核心技术，本文详解白盒蒸馏、黑盒蒸馏与混合蒸馏三种方案https://guijiagi.com/posts/multimodal-rag-architecture/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/multimodal-rag-architecture/多模态RAG让AI能同时理解和检索图片与文字，本文详解四种架构设计与Claude 4/GPT-5的实践方案https://guijiagi.com/posts/vector-database-2026-comparison/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/vector-database-2026-comparison/从性能、功能、成本、生态四个维度深度对比四大向量数据库，附2026年最新基准测试数据https://guijiagi.com/posts/vector-database-comparison-2026/Tue, 30 Jun 2026 09:40:00 +0800https://guijiagi.com/posts/vector-database-comparison-2026/2026年主流向量数据库全面对比，从性能基准测试到场景选型建议，帮你做出最佳选择https://guijiagi.com/posts/crewai-2026-production-deployment-experience/Tue, 30 Jun 2026 09:35:00 +0800https://guijiagi.com/posts/crewai-2026-production-deployment-experience/从零到生产：CrewAI多Agent协作框架的架构设计、性能优化与部署实战经验https://guijiagi.com/posts/agent-security-audit-jailbreak-to-permission/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/agent-security-audit-jailbreak-to-permission/全面解析Agent系统的安全威胁模型与防护方案，涵盖越狱攻击、提示注入、权限逃逸、数据泄漏等核心安全问题https://guijiagi.com/posts/agent-orchestration-patterns-2026/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/agent-orchestration-patterns-2026/系统梳理2026年Agent编排的核心模式，从简单串行到复杂图式编排，包含代码示例、选型决策树和反模式警示https://guijiagi.com/posts/agent-memory-system-design/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/agent-memory-system-design/系统讲解Agent记忆系统的三层架构设计，涵盖短期工作记忆、长期语义记忆和情景记忆的实现方案与工程实践https://guijiagi.com/posts/agent-observability-unified-solution/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/agent-observability-unified-solution/构建Agent系统的统一可观测性方案，涵盖分布式追踪、结构化日志、实时指标监控和异常检测的工程实践https://guijiagi.com/posts/agent-production-deployment-checklist/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/agent-production-deployment-checklist/基于多家企业生产实践总结的Agent部署50项必查清单，涵盖安全、性能、成本、监控、容灾等十大维度https://guijiagi.com/posts/ai-agent-logistics-routing/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/ai-agent-logistics-routing/深度解析AI Agent在物流配送路径规划中的落地实践，含动态路径优化、最后一公里配送、多式联运等场景https://guijiagi.com/posts/autogen-2026-microsoft-multi-agent-review/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/autogen-2026-microsoft-multi-agent-review/全面评测微软AutoGen 2026版本的多Agent对话能力、GroupChat机制、代码执行环境及与Azure生态的深度集成https://guijiagi.com/posts/crewai-2026-production-deployment/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/crewai-2026-production-deployment/基于6个月生产环境实践，深度解析CrewAI 2026的多Agent协作模式、角色编排策略及生产部署经验https://guijiagi.com/posts/dify-2026-open-source-ai-platform/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/dify-2026-open-source-ai-platform/深度解析Dify 2026版本的工作流引擎、RAG管道、模型管理及企业级部署方案，揭示其成为开源AI平台首选的原因https://guijiagi.com/posts/langgraph-2026-graph-agent-workflow-best-practices/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/langgraph-2026-graph-agent-workflow-best-practices/深入解析LangGraph 2026版本的图式Agent工作流引擎，从状态管理到条件路由的完整实践指南https://guijiagi.com/posts/langgraph-2026-graph-agent-workflow/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/langgraph-2026-graph-agent-workflow/深入解析LangGraph 2026版本的图式Agent工作流架构，涵盖状态管理、条件路由、并行执行等核心特性与生产级最佳实践https://guijiagi.com/posts/llamaindex-2026-rag-to-agent-platform/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/llamaindex-2026-rag-to-agent-platform/解析LlamaIndex 2026如何从RAG框架演进为Agent平台，涵盖AgentWorkflow、数据代理、多模态RAG等核心特性https://guijiagi.com/posts/openclaw-2026-lobster-agent-ecosystem/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/openclaw-2026-lobster-agent-ecosystem/全面介绍OpenClaw 2026龙虾智能体框架的架构设计、Skill生态、多模型支持及实际部署案例https://guijiagi.com/posts/semantic-kernel-2026-enterprise-ai-orchestration/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/semantic-kernel-2026-enterprise-ai-orchestration/回顾Semantic Kernel从实验性项目到企业级AI编排框架的演进，分析其核心抽象、插件系统和与Azure生态的深度集成https://guijiagi.com/posts/multi-agent-system-architecture-design/Tue, 30 Jun 2026 09:30:00 +0800https://guijiagi.com/posts/multi-agent-system-architecture-design/深入探讨多Agent系统的三大核心问题：Agent间通信协议、任务协调策略及冲突检测与解决机制，附实际系统架构案例https://guijiagi.com/posts/ai-agent-energy-industry/Tue, 30 Jun 2026 09:25:00 +0800https://guijiagi.com/posts/ai-agent-energy-industry/深度解析AI Agent在能源行业的五大应用场景，含电网调度、新能源消纳、油气勘探、能耗管理、碳交易等真实案例https://guijiagi.com/posts/ai-agent-agriculture/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/ai-agent-agriculture/全面解析AI Agent在农业领域的六大应用场景，含精准种植、病虫害防治、智慧畜牧、农业供应链等真实案例https://guijiagi.com/posts/moe-expert-routing-load-balance/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/moe-expert-routing-load-balance/深入解析MoE混合专家模型的路由机制、负载均衡策略以及在2026年的最新进展https://guijiagi.com/posts/moe-mixture-of-experts-routing-load-balancing/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/moe-mixture-of-experts-routing-load-balancing/深入解析MoE混合专家模型的路由机制、负载均衡策略和训练技巧，包含数学推导和工程实现https://guijiagi.com/posts/rlhf-alternatives-2026-dpo-grpo-simpo/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/rlhf-alternatives-2026-dpo-grpo-simpo/深入对比2026年主流的RLHF替代方案：DPO、GRPO、SimPO的技术原理、优缺点和适用场景https://guijiagi.com/posts/rlhf-alternatives-2026/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/rlhf-alternatives-2026/全面对比2026年主流RLHF替代方案，涵盖DPO、GRPO、SimPO等对齐技术的原理、优缺点和适用场景https://guijiagi.com/posts/transformer-architecture-2026-attention-to-moe-evolution/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/transformer-architecture-2026-attention-to-moe-evolution/深入解析Transformer架构在2026年的最新演进，涵盖注意力机制优化、MoE混合专家、线性注意力等前沿方向https://guijiagi.com/posts/transformer-architecture-2026/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/transformer-architecture-2026/深入解析Transformer架构在2026年的最新演进，涵盖注意力机制优化、混合专家模型、线性注意力等前沿方向https://guijiagi.com/posts/llm-alignment-constitutional-ai/Tue, 30 Jun 2026 09:20:00 +0800https://guijiagi.com/posts/llm-alignment-constitutional-ai/系统梳理大模型对齐技术的发展脉络，从RLHF到Constitutional 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2026 09:10:00 +0800https://guijiagi.com/posts/ai-education-personalized-learning-2026/2026年AI教育深度实践：从智能辅导系统到自适应课程，从教师AI助手到教育公平新范式https://guijiagi.com/posts/ai-healthcare-breakthroughs-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/ai-healthcare-breakthroughs-2026/从AI药物发现到手术机器人，从诊断辅助到个性化治疗，2026年AI医疗领域最具影响力的突破性进展深度解析https://guijiagi.com/posts/ai-regulation-2026-global/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/ai-regulation-2026-global/2026年被称为AI监管元年，欧盟AI Act全面实施、中国AI新规落地、美国行政令升级——本文全面解读全球AI法规格局https://guijiagi.com/posts/ai-regulation-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/ai-regulation-2026/2026年全球AI监管框架深度解析：欧盟AI Act全面落地、美国行政令体系、中国AI立法进程，以及企业合规实践指南https://guijiagi.com/posts/aigc-industry-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/aigc-industry-2026/2026年AIGC产业深度解析：文本、图像、视频、音频、3D模型全方位覆盖，Sora 3、Midjourney V7、Suno 4等顶流工具对比https://guijiagi.com/posts/ai-inference-optimization-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/ai-inference-optimization-2026/2026年大模型推理优化全攻略：FP8/INT4量化、结构化/动态剪枝、知识蒸馏、推测解码、投机采样等核心技术的深度解析与实战对比https://guijiagi.com/posts/ai-chip-war-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/ai-chip-war-2026/2026年AI芯片格局深度解析：从英伟达Blackwell Ultra到华为昇腾910C，四大厂商的技术路线、市场表现与生态壁垒全面对比https://guijiagi.com/posts/prompt-engineering-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/prompt-engineering-2026/2026年Prompt工程全景指南：从基础技巧到结构化Prompt、多模态Prompt、Agent Prompt、企业级Prompt管理系统https://guijiagi.com/posts/rag-evolution-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/rag-evolution-2026/2026年RAG技术全景：从Naive RAG到Agentic RAG，GraphRAG、Multi-modal RAG、Adaptive RAG等前沿方案的架构解析与实战对比https://guijiagi.com/posts/multimodal-vision-benchmark-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/multimodal-vision-benchmark-2026/2026年多模态大模型深度评测：GPT-5 Vision、Claude 5 Vision、Gemini 3 Pro、Qwen-VL Max在视觉理解、OCR、视频分析等维度的全面对比https://guijiagi.com/posts/open-vs-closed-llm-2026/Tue, 30 Jun 2026 09:10:00 +0800https://guijiagi.com/posts/open-vs-closed-llm-2026/2026年中期，开源与闭源大模型的路线之争终于有了阶段性答案。从性能差距到生态建设，从成本对比到安全考量，全面解析这场AI世纪之争https://guijiagi.com/posts/ai-agent-aiops-it-operations/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-aiops-it-operations/从异常检测到自愈系统，AI Agent如何构建下一代智能运维体系https://guijiagi.com/posts/ai-agent-product-requirement-analysis/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-product-requirement-analysis/从需求收集到优先级排序，AI Agent如何重塑产品管理的需求分析流程https://guijiagi.com/posts/ai-agent-legal-consultation/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-legal-consultation/从合同审查到法律研究，AI Agent如何赋能法律行业的智能化转型https://guijiagi.com/posts/ai-agent-translation-localization/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-translation-localization/从机器翻译到智能本地化Agent，探索AI如何实现文化适配而非仅语言转换https://guijiagi.com/posts/ai-agent-advertising-optimization/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-advertising-optimization/从智能出价到创意生成，AI Agent如何重塑数字广告投放的全链路优化https://guijiagi.com/posts/ai-agent-research-literature-review/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-research-literature-review/从文献检索到综述撰写，AI Agent如何重塑科研工作者的文献研究流程https://guijiagi.com/posts/ai-agent-hr-recruitment/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-hr-recruitment/从简历筛选到入职管理，AI Agent如何重塑招聘全流程的效率与体验https://guijiagi.com/posts/ai-agent-software-development-lifecycle/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-software-development-lifecycle/从需求分析到运维部署，AI Agent如何重塑软件开发的每一个阶段https://guijiagi.com/posts/ai-agent-social-media-automation/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-social-media-automation/从内容创作到粉丝互动，AI Agent如何实现社交媒体全流程智能运营https://guijiagi.com/posts/ai-agent-audit-compliance/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-audit-compliance/探讨AI Agent如何革新审计与合规检查流程，从自动化数据采集到智能风险识别的全链路实践https://guijiagi.com/posts/ai-agent-data-governance-quality/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-data-governance-quality/从数据资产盘点到质量自动监控，AI Agent如何构建企业数据治理的智能防线https://guijiagi.com/posts/ai-agent-cybersecurity-offense-defense/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-cybersecurity-offense-defense/从智能威胁检测到自动化攻防对抗，AI Agent如何重塑网络安全格局https://guijiagi.com/posts/ai-agent-ux-research/Tue, 30 Jun 2026 09:00:00 +0800https://guijiagi.com/posts/ai-agent-ux-research/从用户访谈分析到可用性测试，AI Agent如何加速UX研究的全流程https://guijiagi.com/posts/agi-progress-2026-q2-how-close/Sun, 28 Jun 2026 13:35:00 +0800https://guijiagi.com/posts/agi-progress-2026-q2-how-close/全面评估 2026 年 Q2 AGI 进展，从能力突破到安全治理，探讨通向通用人工智能的道路https://guijiagi.com/posts/ai-computing-2026-q2-gpu-competition/Sun, 28 Jun 2026 13:30:00 +0800https://guijiagi.com/posts/ai-computing-2026-q2-gpu-competition/深度分析 2026 年 Q2 全球 AI 算力市场竞争格局，云厂商 GPU 部署、定价与差异化策略https://guijiagi.com/posts/ai-standardization-2026-q2-iso-ieee-ansi/Sun, 28 Jun 2026 13:25:00 +0800https://guijiagi.com/posts/ai-standardization-2026-q2-iso-ieee-ansi/全面梳理 2026 年 Q2 全球 AI 标准化最新进展，涵盖 ISO、IEEE、ANSI 等主要标准组织https://guijiagi.com/posts/ai-patents-2026-q2-landscape/Sun, 28 Jun 2026 13:20:00 +0800https://guijiagi.com/posts/ai-patents-2026-q2-landscape/深度分析 2026 年 Q2 全球 AI 专利申请趋势，揭示技术竞争格局与知识产权博弈https://guijiagi.com/posts/ai-startup-deaths-2026-q2/Sun, 28 Jun 2026 13:15:00 +0800https://guijiagi.com/posts/ai-startup-deaths-2026-q2/盘点 2026 年 Q2 倒闭或大幅裁员的 AI 创业公司，分析失败原因与行业教训https://guijiagi.com/posts/ai-industry-reports-2026-q2-analysis/Sun, 28 Jun 2026 13:10:00 +0800https://guijiagi.com/posts/ai-industry-reports-2026-q2-analysis/深度解读 2026 年 Q2 主要机构发布的 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+0800https://guijiagi.com/posts/china-llm-2026-q2-baidu-alibaba-tencent-bytedance/全面梳理 2026 年 Q2 中国大模型行业的最新动态，百度文心、阿里通义、腾讯混元、字节豆包的四强格局深度解析https://guijiagi.com/posts/ai-personal-productivity-tools-2026-notion-obsidian-raycast/Sun, 28 Jun 2026 12:19:00 +0800https://guijiagi.com/posts/ai-personal-productivity-tools-2026-notion-obsidian-raycast/2026年AI个人生产力工具深度对比，涵盖Notion AI、Obsidian AI与Raycast AI的功能、定价与最佳场景https://guijiagi.com/posts/ai-smart-home-2026/Sun, 28 Jun 2026 12:18:00 +0800https://guijiagi.com/posts/ai-smart-home-2026/2026年AI智能家居全景指南，涵盖语音助手进化、全屋智能编排、隐私安全与场景自动化https://guijiagi.com/posts/ai-supply-chain-optimization/Sun, 28 Jun 2026 12:17:00 +0800https://guijiagi.com/posts/ai-supply-chain-optimization/2026年AI供应链优化实践指南，涵盖需求预测、库存管理、物流优化与供应商协同https://guijiagi.com/posts/ai-hr-recruitment-training-performance/Sun, 28 Jun 2026 12:16:00 +0800https://guijiagi.com/posts/ai-hr-recruitment-training-performance/2026年AI人力资源应用实践指南，涵盖智能招聘、个性化培训与数据驱动绩效管理https://guijiagi.com/posts/ai-marketing-tools-content-user-profiles/Sun, 28 Jun 2026 12:15:00 +0800https://guijiagi.com/posts/ai-marketing-tools-content-user-profiles/2026年AI营销工具全景实践，涵盖内容生成、用户画像、智能投放与效果优化https://guijiagi.com/posts/meta-ai-2026-q2-llama4-open-source/Sun, 28 Jun 2026 12:15:00 +0800https://guijiagi.com/posts/meta-ai-2026-q2-llama4-open-source/深度解读 Meta AI 2026 年第二季度战略动向，Llama 4 系列发布与开源 AI 生态的全面构建https://guijiagi.com/posts/ai-legal-contract-review-research/Sun, 28 Jun 2026 12:14:00 +0800https://guijiagi.com/posts/ai-legal-contract-review-research/2026年AI法律应用实践指南，涵盖智能合同审查、法律研究、案例分析与合规管理https://guijiagi.com/posts/ai-finance-risk-investment-service/Sun, 28 Jun 2026 12:13:00 +0800https://guijiagi.com/posts/ai-finance-risk-investment-service/2026年AI金融应用全景实践，涵盖智能风控、量化投研、智能客服与合规反欺诈https://guijiagi.com/posts/ai-healthcare-diagnosis-drug-discovery/Sun, 28 Jun 2026 12:12:00 +0800https://guijiagi.com/posts/ai-healthcare-diagnosis-drug-discovery/2026年AI医疗应用全景分析，涵盖影像诊断、临床决策支持、药物发现与个性化治疗https://guijiagi.com/posts/ai-education-personalized-learning/Sun, 28 Jun 2026 12:11:00 +0800https://guijiagi.com/posts/ai-education-personalized-learning/2026年AI教育应用实践指南，涵盖个性化学习路径、智能辅导系统与自适应评估https://guijiagi.com/posts/ai-translation-2026-comparison/Sun, 28 Jun 2026 12:10:00 +0800https://guijiagi.com/posts/ai-translation-2026-comparison/2026年AI翻译工具深度对比，涵盖DeepL、Google Translate与LLM在专业翻译场景的表现https://guijiagi.com/posts/google-deepmind-2026-q2-gemini4-agent-garden/Sun, 28 Jun 2026 12:10:00 +0800https://guijiagi.com/posts/google-deepmind-2026-q2-gemini4-agent-garden/深度解读 Google DeepMind 2026 年第二季度战略动向，Gemini 4.0 发布与 Agent Garden 生态构建https://guijiagi.com/posts/ai-document-generation-2026/Sun, 28 Jun 2026 12:09:00 +0800https://guijiagi.com/posts/ai-document-generation-2026/2026年AI文档生成工具实践指南，涵盖API文档、技术文档、用户手册的自动化生成与维护https://guijiagi.com/posts/ai-test-generation-2026/Sun, 28 Jun 2026 12:08:00 +0800https://guijiagi.com/posts/ai-test-generation-2026/2026年AI测试生成工具实践指南，涵盖单元测试、集成测试、端到端测试的自动化生成与优化https://guijiagi.com/posts/ai-code-review-tools-2026/Sun, 28 Jun 2026 12:07:00 +0800https://guijiagi.com/posts/ai-code-review-tools-2026/2026年AI代码审查工具深度对比与实践指南，涵盖自动Bug发现、安全漏洞检测与代码质量提升https://guijiagi.com/posts/ai-security-operations-llm-soc/Sun, 28 Jun 2026 12:06:00 +0800https://guijiagi.com/posts/ai-security-operations-llm-soc/2026年用LLM增强安全运营中心(SOC)的实践指南，涵盖告警分诊、威胁狩猎与事件响应https://guijiagi.com/posts/ai-automated-ops-2026-aiops-guide/Sun, 28 Jun 2026 12:05:00 +0800https://guijiagi.com/posts/ai-automated-ops-2026-aiops-guide/2026年AIOps实践全指南，涵盖智能监控、异常检测、根因分析与自动修复https://guijiagi.com/posts/anthropic-2026-q2-claude-opus41/Sun, 28 Jun 2026 12:05:00 +0800https://guijiagi.com/posts/anthropic-2026-q2-claude-opus41/深度解读 Anthropic 2026 年第二季度战略动向，Claude Opus 4.1 发布与企业 AI 市场的全面布局https://guijiagi.com/posts/ai-data-analysis-platforms-comparison/Sun, 28 Jun 2026 12:04:00 +0800https://guijiagi.com/posts/ai-data-analysis-platforms-comparison/2026年AI数据分析平台全面对比，涵盖ChatGPT ADA、Julius AI、Tableau AI等专业工具https://guijiagi.com/posts/ai-writing-assistants-2026-comparison/Sun, 28 Jun 2026 12:03:00 +0800https://guijiagi.com/posts/ai-writing-assistants-2026-comparison/2026年三大AI写作助手深度对比，涵盖语法纠错、风格改写、长文创作与协作场景https://guijiagi.com/posts/ai-search-engines-2026-comparison/Sun, 28 Jun 2026 12:02:00 +0800https://guijiagi.com/posts/ai-search-engines-2026-comparison/2026年三大AI搜索引擎深度对比，涵盖搜索质量、实时性、引用准确性与使用场景https://guijiagi.com/posts/ai-coding-assistant-enterprise-deployment/Sun, 28 Jun 2026 12:01:00 +0800https://guijiagi.com/posts/ai-coding-assistant-enterprise-deployment/2026年企业级AI编程助手部署全指南，涵盖选型对比、私有化部署、代码安全与合规审计https://guijiagi.com/posts/ai-3d-content-generation/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-3d-content-generation/2026年AI 3D内容生成技术全景，涵盖文本转3D、图片转3D、3D Gaussian Splatting等技术方案与实践指南https://guijiagi.com/posts/ai-ecommerce-video/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-ecommerce-video/2026年AI电商视频生成全方案，从产品图片到营销视频的一键制作流程，涵盖主图视频、详情页视频、短视频等类型https://guijiagi.com/posts/ai-short-drama-generation/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-short-drama-generation/2026年AI短剧生成全流程解析，涵盖剧本创作、角色设计、场景生成、视频制作、后期合成等完整链路https://guijiagi.com/posts/ai-education-video/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-education-video/将PPT课件自动转换为教学视频的完整方案，涵盖脚本生成、动画制作、语音讲解、字幕添加等全流程https://guijiagi.com/posts/ai-customer-service-system-2026/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-customer-service-system-2026/2026年AI客服系统全流程构建指南，涵盖知识库搭建、多轮对话设计、意图识别与人工转接策略https://guijiagi.com/posts/ai-video-editing-agent/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-video-editing-agent/构建AI视频编辑智能体，实现自动剪辑、智能调色、音频对齐、字幕生成等后期制作全流程自动化https://guijiagi.com/posts/ai-video-style-transfer/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-video-style-transfer/2026年AI视频风格迁移技术详解，涵盖Neural Style Transfer、ControlNet、即时风格迁移等核心技术与工具实战https://guijiagi.com/posts/ai-video-commercialization/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-video-commercialization/2026年AI视频商业化全攻略，涵盖广告制作、电商视频、教育培训、自媒体等变现路径与真实案例分析https://guijiagi.com/posts/ai-video-generation-2026-landscape/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-video-generation-2026-landscape/2026年AI视频生成领域四大主流模型的全景对比，从画质、时长、一致性到商业化的深度分析https://guijiagi.com/posts/ai-image-generation-2026/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-image-generation-2026/2026年三大AI图片生成模型全面对比，涵盖画质、风格、中文理解、API能力、性价比等多个维度https://guijiagi.com/posts/ai-music-2026-comparison/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-music-2026-comparison/2026年三大AI音乐生成平台深度横评，涵盖音质、风格多样性、歌词创作、商业授权等核心维度https://guijiagi.com/posts/ai-game-assets-generation/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-game-assets-generation/2026年AI游戏资产生成全方案，涵盖纹理生成、3D模型创建、角色动画、音效制作等游戏开发全链路https://guijiagi.com/posts/ai-tts-2026-comparison/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-tts-2026-comparison/2026年三大AI语音合成平台深度对比，涵盖音质、情感表达、多语言支持、实时性能和API能力https://guijiagi.com/posts/ai-live-streaming-agent/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-live-streaming-agent/构建24小时AI直播智能体的完整指南，涵盖数字人驱动、实时对话、商品讲解、互动管理等核心模块https://guijiagi.com/posts/ai-subtitle-2026/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-subtitle-2026/2026年AI字幕生成技术全解析，涵盖Whisper 3、实时翻译、多语言字幕、字幕时间轴优化等核心功能https://guijiagi.com/posts/openai-2026-q2-gpt55-ecosystem/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/openai-2026-q2-gpt55-ecosystem/深度解读 OpenAI 2026 年第二季度战略动向，从 GPT-5.5 发布到生态体系重塑的全景分析https://guijiagi.com/posts/runway-gen4-workflow/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/runway-gen4-workflow/从零到一搭建基于 Runway Gen-4 的专业级 AI 视频制作工作流，涵盖 Director Mode、关键帧控制、4K 输出等核心功能https://guijiagi.com/posts/sora2-deep-review/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/sora2-deep-review/全面评测 OpenAI Sora 2 在画质、一致性、音频生成、API 调用等方面的表现，揭示其技术突破与当前局限https://guijiagi.com/posts/multimodal-agent-practice/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/multimodal-agent-practice/手把手教你构建多模态Agent，实现图像理解、语音交互、视频分析等能力，包含完整代码示例和架构设计https://guijiagi.com/posts/kling3-review/Sun, 28 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/kling3-review/深度评测快手可灵3.0，揭秘其在中文语义理解、人物表情、电商场景等方面的独特优势https://guijiagi.com/posts/agent-productization-million-users/Sun, 28 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/agent-productization-million-users/从技术Demo到百万用户的产品化路径思考，涵盖PMF验证、增长策略、商业化模式与组织建设https://guijiagi.com/posts/ai-safety-compliance-2026/Sun, 28 Jun 2026 11:35:00 +0800https://guijiagi.com/posts/ai-safety-compliance-2026/2026年全球AI安全合规全景：EU AI Act执行现状、中国新规解读及企业合规指南https://guijiagi.com/posts/agent-human-collaboration-design/Sun, 28 Jun 2026 11:30:00 +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/model-stealing-attacks-defense/Sun, 28 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/model-stealing-attacks-defense/LLM模型窃取攻击的完整分析：从API提取到侧信道攻击及防御策略https://guijiagi.com/posts/agent-performance-benchmark-methodology-2026/Sun, 28 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/agent-performance-benchmark-methodology-2026/构建Agent性能基准测试体系，涵盖延迟、吞吐量、成本、质量四维评估方法论https://guijiagi.com/posts/data-poisoning-attacks/Sun, 28 Jun 2026 11:25:00 +0800https://guijiagi.com/posts/data-poisoning-attacks/深入解析LLM数据投毒攻击：从投毒手法到检测防御的完整方案https://guijiagi.com/posts/agent-structured-logging-design/Sun, 28 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/agent-structured-logging-design/构建Agent结构化日志体系，从日志格式到检索分析，实现Agent执行全链路可追溯https://guijiagi.com/posts/deepfake-defense-2026/Sun, 28 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/deepfake-defense-2026/2026年Deepfake检测技术全景：从传统特征到深度学习到生物特征的检测体系https://guijiagi.com/posts/llm-interpretability-research/Sun, 28 Jun 2026 11:19:00 +0800https://guijiagi.com/posts/llm-interpretability-research/系统解析大模型可解释性研究的方法、工具与2026年最新进展，探讨机械可解释性与注意力分析https://guijiagi.com/posts/world-models-ai-physics-understanding/Sun, 28 Jun 2026 11:18:00 +0800https://guijiagi.com/posts/world-models-ai-physics-understanding/深入探讨AI世界模型的最新研究进展，涵盖物理直觉、因果推理、具身智能与2026年前沿方向https://guijiagi.com/posts/test-time-compute-theory-practice/Sun, 28 Jun 2026 11:17:00 +0800https://guijiagi.com/posts/test-time-compute-theory-practice/深入解析Test-time Compute的原理、方法与实践，探讨推理时计算Scaling的新范式https://guijiagi.com/posts/training-data-cleaning-pipeline/Sun, 28 Jun 2026 11:16:00 +0800https://guijiagi.com/posts/training-data-cleaning-pipeline/系统解析大模型训练数据清洗的全流程：去重、质量过滤、安全过滤、数据配比与2026年最佳实践https://guijiagi.com/posts/agent-concurrency-control/Sun, 28 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/agent-concurrency-control/系统化探讨Agent并发控制的架构演进，从协程到分布式锁的完整方案https://guijiagi.com/posts/ai-content-watermark-technology/Sun, 28 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/ai-content-watermark-technology/AI生成内容水印技术全景：从文本水印到多模态水印的嵌入、检测与对抗https://guijiagi.com/posts/scaling-laws-2026-status/Sun, 28 Jun 2026 11:15:00 +0800https://guijiagi.com/posts/scaling-laws-2026-status/深入分析2026年大模型Scaling Laws的最新进展，探讨计算最优、数据墙、突发Scaling等关键问题https://guijiagi.com/posts/emergent-abilities-llm/Sun, 28 Jun 2026 11:14:00 +0800https://guijiagi.com/posts/emergent-abilities-llm/系统分析大模型涌现能力的现象、机制与临界规模，探讨能力突现的数学原理https://guijiagi.com/posts/multimodal-fusion-architectures/Sun, 28 Jun 2026 11:13:00 +0800https://guijiagi.com/posts/multimodal-fusion-architectures/深入对比多模态大模型的三种融合架构：Early Fusion、Late Fusion、Cross-Attention的原理与2026年实践https://guijiagi.com/posts/knowledge-distillation-teacher-student/Sun, 28 Jun 2026 11:12:00 +0800https://guijiagi.com/posts/knowledge-distillation-teacher-student/深入解析大模型知识蒸馏的原理、方法与2026年最佳实践，涵盖logit蒸馏、特征蒸馏、序列级蒸馏https://guijiagi.com/posts/quantization-principles-int4-gptq-awq/Sun, 28 Jun 2026 11:11:00 +0800https://guijiagi.com/posts/quantization-principles-int4-gptq-awq/深入解析大模型量化的数学原理，涵盖INT4/INT8量化、GPTQ、AWQ算法及其工程实现https://guijiagi.com/posts/agent-error-recovery-self-healing/Sun, 28 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/agent-error-recovery-self-healing/构建Agent错误恢复体系，从简单重试到自修复机制，确保Agent在故障下持续运行https://guijiagi.com/posts/llm-hallucination-2026-analysis/Sun, 28 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/llm-hallucination-2026-analysis/LLM幻觉问题的深度根因分析与2026年最新缓解策略：从RAG到自验证的完整方案https://guijiagi.com/posts/llm-training-pipeline-pretrain-sft-rlhf-dpo/Sun, 28 Jun 2026 11:10:00 +0800https://guijiagi.com/posts/llm-training-pipeline-pretrain-sft-rlhf-dpo/系统解析大模型训练的四个阶段：预训练、监督微调、RLHF、DPO的原理、流程与2026年最佳实践https://guijiagi.com/posts/ring-attention-million-token-context/Sun, 28 Jun 2026 11:09:00 +0800https://guijiagi.com/posts/ring-attention-million-token-context/深入解析Ring Attention的分布式注意力计算原理、Flash Attention集成与超长上下文实现https://guijiagi.com/posts/continuous-batching-vllm/Sun, 28 Jun 2026 11:08:00 +0800https://guijiagi.com/posts/continuous-batching-vllm/深入解析连续批处理（Continuous Batching）的原理、vLLM实现细节与2026年高吞吐推理系统设计https://guijiagi.com/posts/speculative-decoding-principles/Sun, 28 Jun 2026 11:07:00 +0800https://guijiagi.com/posts/speculative-decoding-principles/深入解析投机解码的算法原理、Draft Model 设计、接受率优化与2026年最新工程实践https://guijiagi.com/posts/moe-architecture-evolution/Sun, 28 Jun 2026 11:06:00 +0800https://guijiagi.com/posts/moe-architecture-evolution/系统梳理MoE混合专家架构从Mixtral到DeepSeek V4的演进历程，解析路由机制、负载均衡与工程优化https://guijiagi.com/posts/agent-state-management-evolution/Sun, 28 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/agent-state-management-evolution/系统化梳理Agent状态管理的架构演进，涵盖会话状态、工作流状态与检查点机制https://guijiagi.com/posts/flash-attention-3-principles/Sun, 28 Jun 2026 11:05:00 +0800https://guijiagi.com/posts/flash-attention-3-principles/深入解析Flash Attention 3的算法原理、GPU硬件协同优化与2026年最新性能基准https://guijiagi.com/posts/kv-cache-principles/Sun, 28 Jun 2026 11:04:00 +0800https://guijiagi.com/posts/kv-cache-principles/深入解析KV Cache的工作原理、内存计算、优化策略与2026年最新技术进展https://guijiagi.com/posts/tokenizer-principles-and-practice/Sun, 28 Jun 2026 11:03:00 +0800https://guijiagi.com/posts/tokenizer-principles-and-practice/深入解析BPE、WordPiece、Unigram、SentencePiece四种分词算法的原理、优缺点与2026年工程实践https://guijiagi.com/posts/positional-encoding-comparison/Sun, 28 Jun 2026 11:02:00 +0800https://guijiagi.com/posts/positional-encoding-comparison/深入对比RoPE旋转位置编码、ALiBi线性偏置、NoPE无位置编码三种方案的数学原理、长文本外推能力与实测性能https://guijiagi.com/posts/attention-mechanisms-panorama/Sun, 28 Jun 2026 11:01:00 +0800https://guijiagi.com/posts/attention-mechanisms-panorama/系统解析2026年主流注意力机制变体：Self-Attention、Cross-Attention、Multi-Query、Grouped-Query、Latent Attention的原理、数学推导与工程实现https://guijiagi.com/posts/agent-tool-discovery-mcp/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/agent-tool-discovery-mcp/探讨Agent工具发现机制的演进，从静态注册到MCP协议的动态发现，构建灵活的工具生态https://guijiagi.com/posts/agentbuilder-china-platform-comparison/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/agentbuilder-china-platform-comparison/深度对比 2026 年国产 Agent 开发平台，涵盖百度 AppBuilder、阿里百炼、腾讯混元、字节扣子等主流平台https://guijiagi.com/posts/autogpt-2026-revival/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/autogpt-2026-revival/探索 AutoGPT 2026 年的重大架构升级，从自主目标执行到安全约束框架的全面进化https://guijiagi.com/posts/crewai-vs-autogen-vs-langgraph/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/crewai-vs-autogen-vs-langgraph/深度对比 2026 年三大主流多 Agent 框架 CrewAI、AutoGen、LangGraph 的架构设计、性能表现、开发体验与适用场景https://guijiagi.com/posts/dify-platform-2026-review/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/dify-platform-2026-review/深度评测 Dify 2026 版本，从可视化编排、Agent 能力、RAG 引擎到企业部署的全面分析https://guijiagi.com/posts/hermes-agent-architecture/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/hermes-agent-architecture/深度解析 Hermes Agent 爱马仕智能体的技术架构设计、核心组件、推理引擎与应用实践https://guijiagi.com/posts/langchain-2026-ecosystem/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/langchain-2026-ecosystem/全面解析 LangChain 2026 年生态系统，涵盖 LangGraph 状态机编排、LangSmith 可观测性平台、LangServe 部署工具及最新生态组件https://guijiagi.com/posts/llamaindex-2026-agent-platform/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/llamaindex-2026-agent-platform/探索 LlamaIndex 2026 如何从一个 RAG 框架进化为完整的 Agent 平台，涵盖 Workflows、Tool Abstraction 与 Data Agentshttps://guijiagi.com/posts/llm-red-team-jailbreak-20-methods/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/llm-red-team-jailbreak-20-methods/20种LLM越狱攻击手法实战解析及对应的防御策略，附红队测试框架https://guijiagi.com/posts/lm-studio-2026-review/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/lm-studio-2026-review/深度评测 LM Studio 2026 版本，从模型管理、对话界面、API 服务到 RAG 构建的全面分析https://guijiagi.com/posts/mastra-typescript-agent-framework/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/mastra-typescript-agent-framework/深度评测 Mastra TypeScript Agent 框架，从类型安全 API、Workflow 引擎到 RAG 能力的全面分析https://guijiagi.com/posts/mlx-apple-silicon-inference/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/mlx-apple-silicon-inference/深度解析 Apple MLX 框架在 2026 年的大模型推理能力，涵盖性能优化、模型适配与实际部署实践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/openclaw-2026-progress/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/openclaw-2026-progress/全面介绍 OpenClaw 龙虾智能体 2026 年的技术进展、架构升级、Skill 生态与实际应用案例https://guijiagi.com/posts/pydantic-ai-type-safe-agent/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/pydantic-ai-type-safe-agent/深度评测 Pydantic AI 框架，探索如何利用 Python 类型系统构建可靠、可维护的 Agent 应用https://guijiagi.com/posts/semantic-kernel-2026/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/semantic-kernel-2026/深度评测微软 Semantic Kernel 2026 版本，从 Plugin 生态到多 Agent 编排的全面进化https://guijiagi.com/posts/sglang-2026-inference-engine/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/sglang-2026-inference-engine/深入探索 SGLang 2026 版本的 RadixAttention、结构化输出、推理优化与生产部署实践https://guijiagi.com/posts/smolagents-hf-minimal-agent/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/smolagents-hf-minimal-agent/深入探索 HuggingFace smolagents 框架，以最少代码实现最强 Agent 能力，含 Code Agent 与 Tool Agent 实战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/transformer-architecture-2026-evolution/Sun, 28 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/transformer-architecture-2026-evolution/深入解析Transformer架构在2026年的最新演进，涵盖Attention机制优化、MoE混合专家架构、Mamba状态空间模型三大方向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 的安装、配置、优化与生产运维实践https://guijiagi.com/posts/agent-streaming-architecture-sse-ws-grpc/Sun, 28 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/agent-streaming-architecture-sse-ws-grpc/深度对比SSE、WebSocket、gRPC三种流式协议在Agent场景下的表现，附选型指南与实现方案https://guijiagi.com/posts/llm-safety-guardrails-design/Sun, 28 Jun 2026 10:55:00 +0800https://guijiagi.com/posts/llm-safety-guardrails-design/LLM安全护栏的完整设计：输入过滤、输出审查、实时监控的工程实现https://guijiagi.com/posts/agent-ab-testing-platform/Sun, 28 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/agent-ab-testing-platform/构建Agent A/B测试平台，涵盖实验设计、流量分配、统计检验与自动化决策https://guijiagi.com/posts/ai-alignment-2026-rlhf-constitutional/Sun, 28 Jun 2026 10:50:00 +0800https://guijiagi.com/posts/ai-alignment-2026-rlhf-constitutional/2026年AI对齐技术全景：RLHF、Constitutional AI、DPO及最新对齐方法的深度解析https://guijiagi.com/posts/agent-version-management-rollout/Sun, 28 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/agent-version-management-rollout/构建Agent版本管理体系，实现Prompt、工具、模型的安全灰度发布与回滚机制https://guijiagi.com/posts/prompt-compression-techniques/Sun, 28 Jun 2026 10:45:00 +0800https://guijiagi.com/posts/prompt-compression-techniques/2026年Prompt压缩技术全景：从符号化压缩到语义压缩的最新方法与工程实现https://guijiagi.com/posts/few-shot-prompt-optimization/Sun, 28 Jun 2026 10:40:00 +0800https://guijiagi.com/posts/few-shot-prompt-optimization/从人工选择到算法化选择：Few-Shot Prompt示例选择的最新方法与实现https://guijiagi.com/posts/agent-degradation-strategy/Sun, 28 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/agent-degradation-strategy/构建Agent系统的多级容灾体系，从模型降级到规则回退，确保LLM不可用时服务不中断https://guijiagi.com/posts/prompt-version-management-platform/Sun, 28 Jun 2026 10:35:00 +0800https://guijiagi.com/posts/prompt-version-management-platform/从零搭建Prompt版本管理平台：版本控制、A/B测试、灰度发布与回滚机制https://guijiagi.com/posts/agent-cost-optimization-token-economics/Sun, 28 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/agent-cost-optimization-token-economics/从Token定价模型到成本优化策略，全面解析Agent运行成本的构成与优化路径https://guijiagi.com/posts/multilingual-prompt-engineering/Sun, 28 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/multilingual-prompt-engineering/多语言Prompt工程的系统方法论：从语言选择、跨语言一致性到文化适配的完整指南https://guijiagi.com/posts/agent-security-audit-2026/Sun, 28 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/agent-security-audit-2026/系统化分析Agent安全威胁模型，涵盖Prompt注入、工具滥用、权限逃逸等攻击向量及防御方案https://guijiagi.com/posts/prompt-security-audit-20-checks/Sun, 28 Jun 2026 10:25:00 +0800https://guijiagi.com/posts/prompt-security-audit-20-checks/LLM应用上线前的Prompt安全审计清单：20项必检项目及自动化审计工具实现https://guijiagi.com/posts/prompt-injection-attacks-2026/Sun, 28 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/prompt-injection-attacks-2026/2026年Prompt注入攻击全景：从直接注入到间接注入、多模态注入的最新攻击手法及防御方案https://guijiagi.com/posts/production-agent-deployment-checklist-2026/Sun, 28 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/production-agent-deployment-checklist-2026/一份覆盖12个维度的生产级Agent部署检查清单，从模型层到运维层的完整上线路序https://guijiagi.com/posts/ai-for-science-llm-accelerating-research-discovery/Sun, 28 Jun 2026 10:19:00 +0800https://guijiagi.com/posts/ai-for-science-llm-accelerating-research-discovery/2026 年大模型在科研领域的深度应用：从假设生成到实验设计，从文献挖掘到跨学科发现，AI 正在重塑科研方法论https://guijiagi.com/posts/edge-ai-2026-mobile-iot-automotive-large-models/Sun, 28 Jun 2026 10:18:00 +0800https://guijiagi.com/posts/edge-ai-2026-mobile-iot-automotive-large-models/2026 年边缘 AI 发展全景：大模型在手机、IoT 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Jun 2026 10:02:00 +0800https://guijiagi.com/posts/ai-startup-2026-burning-money-vs-profit/2026 年 AI 创投资金全景图：深度分析各赛道烧钱与盈利现状，为创业者和投资人提供决策参考https://guijiagi.com/posts/ai-agent-commercialization-2026-key-transition/Sun, 28 Jun 2026 10:01:00 +0800https://guijiagi.com/posts/ai-agent-commercialization-2026-key-transition/深度解析 2026 年 AI Agent 从技术原型到商业产品的关键路径，涵盖产品市场契合度、商业模式选择、技术架构演进和组织变革https://guijiagi.com/posts/2026-mid-year-ai-industry-report-five-key-trends/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/2026-mid-year-ai-industry-report-five-key-trends/2026 年上半年 AI 行业全景扫描：从 Agent 商业化、多模态融合、推理成本下降、AI 科学发现到监管落地，深度解析五大核心趋势https://guijiagi.com/posts/agentic-rag-when-rag-meets-agent/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agentic-rag-when-rag-meets-agent/探索 Agentic RAG 的设计理念、架构模式和工程实现，理解为什么 Agent 是 RAG 的自然进化方向https://guijiagi.com/posts/dpo-training-practice-preference-alignment-data-engineering/Sun, 28 Jun 2026 10:00:00 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+0800https://guijiagi.com/posts/llm-inference-acceleration-2026-vllm-sglang-tensorrt/三大推理引擎全面对比：vLLM、SGLang、TensorRT-LLM在2026年的性能与功能评测https://guijiagi.com/posts/finetuning-cost-analysis-lora-qlora-full-parameter/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/finetuning-cost-analysis-lora-qlora-full-parameter/深入分析三种主流微调方法的成本结构，涵盖显存、计算、存储和部署的全面费用对比https://guijiagi.com/posts/finetuning-toolchain-2026-llamafactory-axolotl-unsloth/Sun, 28 Jun 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/llm-distillation-2026-gpt5-to-7b-capability-transfer/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-distillation-2026-gpt5-to-7b-capability-transfer/系统介绍大模型知识蒸馏的最新技术，涵盖响应蒸馏、特征蒸馏、Agent 蒸馏和实际部署案例https://guijiagi.com/posts/code-llm-2026-ranking-swebench-pro-era/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/code-llm-2026-ranking-swebench-pro-era/2026年代码大模型全面排行，以SWE-Bench Pro为核心的编程能力深度评测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/multi-agent-design-patterns-2026/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multi-agent-design-patterns-2026/深入剖析2026年多Agent系统的核心设计模式，从中心化编排到去中心化涌现，涵盖架构选型与工程实践https://guijiagi.com/posts/multimodal-rag-image-text-hybrid-retrieval/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multimodal-rag-image-text-hybrid-retrieval/深入多模态 RAG 的工程实现，涵盖图文统一编码、混合检索策略、跨模态重排序等核心技术https://guijiagi.com/posts/multimodal-vision-models-2026-comprehensive-evaluation/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multimodal-vision-models-2026-comprehensive-evaluation/2026年主流多模态大模型视觉理解能力全面横评，覆盖图像理解、视频理解、OCR与空间推理https://guijiagi.com/posts/open-source-llm-leaderboard-2026-midyear/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/open-source-llm-leaderboard-2026-midyear/2026年中期开源大模型综合排行榜，深度分析开源阵营与闭源模型的差距变化https://guijiagi.com/posts/domain-llm-finetuning-medical-legal-finance/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/domain-llm-finetuning-medical-legal-finance/深入探讨医疗、法律、金融三大垂直领域的大模型微调实践，涵盖数据策略、训练方案和合规要求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/reasoning-vs-general-models-o3-gpt55-deepseek-r2/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/reasoning-vs-general-models-o3-gpt55-deepseek-r2/推理模型与通用模型的深度对比：o3、GPT-5.5、DeepSeek-R2 在不同场景下的表现差异https://guijiagi.com/posts/vector-database-2026-milvus-pinecone-weaviate-qdrant/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/vector-database-2026-milvus-pinecone-weaviate-qdrant/2026 年四大主流向量数据库深度横评，涵盖性能基准、功能对比、成本分析和选型建议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/chinese-llm-20-domain-professional-test/Sun, 28 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/chinese-llm-20-domain-professional-test/覆盖20个中文专业领域的大模型能力深度实测，含法律、医学、金融等垂直场景https://guijiagi.com/posts/openclaw-install-guide/Sat, 27 Jun 2026 21:30:00 +0800https://guijiagi.com/posts/openclaw-install-guide/从零开始安装配置 OpenClaw，接入模型，启动你的第一个 AI Agent。Mac/Windows/Linux 全平台支持，3 分钟快速启动。https://guijiagi.com/posts/openclaw-deployment-guide/Sat, 27 Jun 2026 21:00:00 +0800https://guijiagi.com/posts/openclaw-deployment-guide/深入解析 OpenClaw 的部署方法，从本地部署到云端部署，掌握通过龙虾实现自动化的核心技能。https://guijiagi.com/posts/openclaw-workflow-automation/Sat, 27 Jun 2026 20:30:00 +0800https://guijiagi.com/posts/openclaw-workflow-automation/深入解析 OpenClaw 的工作流自动化实践，从日常任务到复杂流程，掌握通过龙虾实现自动化的核心技能。https://guijiagi.com/posts/openclaw-security-system/Sat, 27 Jun 2026 20:00:00 +0800https://guijiagi.com/posts/openclaw-security-system/深入解析 OpenClaw 的安全体系设计，从本地优先到五层安全机制，理解龙虾如何保护用户隐私和数据安全。https://guijiagi.com/posts/openclaw-channel-integration/Sat, 27 Jun 2026 19:30:00 +0800https://guijiagi.com/posts/openclaw-channel-integration/深入解析 OpenClaw 的全渠道接入能力，从 Telegram 到飞书，从 Discord 到企业微信，理解龙虾如何用一个消息网关接入 50+ 平台。https://guijiagi.com/posts/openclaw-cron-system/Sat, 27 Jun 2026 19:00:00 +0800https://guijiagi.com/posts/openclaw-cron-system/深入解析 OpenClaw 的定时任务系统，从基础使用到高级应用，掌握通过龙虾实现自动化的核心技能。https://guijiagi.com/posts/openclaw-browser-automation/Sat, 27 Jun 2026 18:30:00 +0800https://guijiagi.com/posts/openclaw-browser-automation/深入解析 OpenClaw 的浏览器自动化能力，从基础操作到高级应用，掌握通过龙虾控制浏览器的核心技能。https://guijiagi.com/posts/openclaw-subagent-orchestration/Sat, 27 Jun 2026 18:00:00 +0800https://guijiagi.com/posts/openclaw-subagent-orchestration/深入解析 OpenClaw 的子代理编排机制，理解如何通过并行任务处理和协作机制提高效率和并发处理能力。https://guijiagi.com/posts/openclaw-multi-session/Sat, 27 Jun 2026 17:30:00 +0800https://guijiagi.com/posts/openclaw-multi-session/深入解析 OpenClaw 的多会话管理机制，包括主会话、子会话和定时会话的使用方法和最佳实践。https://guijiagi.com/posts/openclaw-memory-system/Sat, 27 Jun 2026 17:00:00 +0800https://guijiagi.com/posts/openclaw-memory-system/深入解析 OpenClaw 的记忆系统架构，包括短期记忆、长期记忆和知识检索机制，理解龙虾如何记住和回忆信息。https://guijiagi.com/posts/openclaw-skill-system/Sat, 27 Jun 2026 16:30:00 +0800https://guijiagi.com/posts/openclaw-skill-system/深入解析 OpenClaw 技能系统的架构设计、工作原理和开发方法，掌握扩展龙虾能力的核心技能。https://guijiagi.com/posts/openclaw-core-architecture/Sat, 27 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/openclaw-core-architecture/深入解析 OpenClaw 的核心架构设计，从 ClawdBot 到现代 AI Agent 的演进历程，理解一只龙虾如何思考与行动。https://guijiagi.com/posts/ai-video-workflow-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-video-workflow-2026/2026 AI视频制作工作流https://guijiagi.com/posts/agent-opensource-comparison-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-opensource-comparison-2026/2026开源Agent框架横评https://guijiagi.com/posts/opensource-llm-selection-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/opensource-llm-selection-2026/2026开源大模型选型指南https://guijiagi.com/posts/agent-comparison-2026-h1/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-comparison-2026-h1/2026上半年主流智能体横评https://guijiagi.com/posts/ai-agent-trend-2026-h2/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-trend-2026-h2/2026下半年AI智能体行业发展趋势全面预测https://guijiagi.com/posts/agent-orchestration-engine/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-orchestration-engine/Agent编排引擎核心设计https://guijiagi.com/posts/agent-tool-calling-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-tool-calling-eval/Agent工具调用准确率测评https://guijiagi.com/posts/agent-tool-calling-accuracy-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-tool-calling-accuracy-eval/系统介绍AI Agent工具调用准确率的测评方法，涵盖指标设计、测试构建与评估框架https://guijiagi.com/posts/agent-backend-model-selection/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-backend-model-selection/Agent后端模型选型建议https://guijiagi.com/posts/agent-observability-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-observability-architecture/Agent可观测性架构https://guijiagi.com/posts/agent-capability-dimensions/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-capability-dimensions/Agent能力评估维度体系https://guijiagi.com/posts/agent-data-privacy-protection/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-data-privacy-protection/Agent数据隐私保护方案https://guijiagi.com/posts/agent-microservices/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-microservices/Agent微服务架构设计https://guijiagi.com/posts/agent-message-bus/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-message-bus/Agent消息总线架构https://guijiagi.com/posts/agent-memory-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-memory-eval/Agent长期记忆评估方案https://guijiagi.com/posts/agi-timeline-revisited-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agi-timeline-revisited-2026/AGI时间表再思考2026https://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-standardization-news/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-standardization-news/AI Agent标准化组织成立动态https://guijiagi.com/posts/ai-agent-standardization-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-standardization-2026/追踪全球AI Agent标准化组织成立动态，解析互操作协议与行业标准制定进展https://guijiagi.com/posts/ai-agent-social-impact/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-social-impact/AI Agent对社会结构的影响https://guijiagi.com/posts/agent-legal-compliance-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-legal-compliance-2026/2026年AI Agent法律合规最新指南解读，涵盖责任归属、数据保护与合规框架https://guijiagi.com/posts/agent-legal-compliance-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-legal-compliance-guide/AI Agent法律合规新指南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-developer-ecosystem-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-developer-ecosystem-2026/全面评估2026年AI Agent开发者生态现状，从框架、平台到社区的多维度分析https://guijiagi.com/posts/agent-developer-ecosystem/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-developer-ecosystem/AI Agent开发者生态发展现状https://guijiagi.com/posts/agent-opensource-framework-q2-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-opensource-framework-q2-2026/2026年Q2主流AI Agent开源框架更新汇总，涵盖功能增强、架构演进与生态扩展https://guijiagi.com/posts/agent-opensource-framework-q3/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-opensource-framework-q3/AI Agent开源框架季度更新https://guijiagi.com/posts/agent-abuse-prevention/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-abuse-prevention/AI Agent滥用风险防控体系https://guijiagi.com/posts/ai-agent-abuse-risk-prevention/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-abuse-risk-prevention/构建系统化的AI Agent滥用风险防控体系，从识别、评估到缓解的全链路实践指南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-jailbreak-defense/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-jailbreak-defense/AI Agent越狱攻击防御https://guijiagi.com/posts/agent-education-cases/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-education-cases/AI Agent在教育领域落地案例https://guijiagi.com/posts/ai-agent-education-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-education-2026/2026年AI智能体在教育领域多个场景的落地案例分析，从个性化教学到智能评估https://guijiagi.com/posts/ai-safety-governance-framework/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-safety-governance-framework/AI安全治理框架对比https://guijiagi.com/posts/ai-creativity-boundary/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-creativity-boundary/AI创造力边界探索https://guijiagi.com/posts/ai-alignment-2026-progress/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-alignment-2026-progress/AI对齐技术最新进展2026https://guijiagi.com/posts/ai-value-alignment-challenges/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-value-alignment-challenges/探讨AI价值观对齐面临的核心挑战，从技术路径到哲学思考的深度分析https://guijiagi.com/posts/ai-scientific-discovery/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-scientific-discovery/AI驱动科学发现新范式https://guijiagi.com/posts/ai-video-prompt-engineering/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-video-prompt-engineering/AI视频Prompt工程技巧https://guijiagi.com/posts/ai-video-commercial-production/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-video-commercial-production/AI视频商业化制作流程https://guijiagi.com/posts/ai-video-avatar-generation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-video-avatar-generation/AI数字人视频生成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/ai-agent-funding-2026-h1-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-agent-funding-2026-h1-review/2026上半年AI智能体融资回顾https://guijiagi.com/posts/agent-consciousness-debate/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-consciousness-debate/AI智能体意识问题探讨https://guijiagi.com/posts/agent-healthcare-breakthrough/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-healthcare-breakthrough/AI智能体在医疗领域突破https://guijiagi.com/posts/anthropic-claude-agent-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/anthropic-claude-agent-2026/深度解析Anthropic Claude Agent 2026年能力跃升，安全可控与执行能力双线突破https://guijiagi.com/posts/anthropic-claude-agent-capability/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/anthropic-claude-agent-capability/Anthropic Claude Agent能力提升分析https://guijiagi.com/posts/autogen-vs-crewai/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/autogen-vs-crewai/AutoGen vs CrewAI框架对比https://guijiagi.com/posts/autogen-framework-deep-dive/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/autogen-framework-deep-dive/AutoGen框架深度解析https://guijiagi.com/posts/chain-of-thought-advanced/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/chain-of-thought-advanced/从基础CoT到高级变体的全面指南，掌握思维链提示工程的进阶技巧https://guijiagi.com/posts/cot-prompting-advanced/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/cot-prompting-advanced/Chain-of-Thought提示工程进阶https://guijiagi.com/posts/chatgpt-agent-mode-deep-dive/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/chatgpt-agent-mode-deep-dive/ChatGPT Agent模式深度体验https://guijiagi.com/posts/claude-computer-use-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/claude-computer-use-review/Claude Computer Use实测https://guijiagi.com/posts/codex-cli-advanced-usage/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-cli-advanced-usage/Codex CLI进阶使用技巧https://guijiagi.com/posts/codex-security-analysis/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-security-analysis/Codex安全分析能力https://guijiagi.com/posts/codex-code-review-agent/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-code-review-agent/Codex代码审查智能体https://guijiagi.com/posts/codex-debugging-workflow/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-debugging-workflow/Codex调试工作流https://guijiagi.com/posts/codex-multi-file-editing/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-multi-file-editing/Codex多文件编辑能力https://guijiagi.com/posts/codex-doc-generation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-doc-generation/Codex文档生成智能体https://guijiagi.com/posts/codex-project-init/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-project-init/Codex项目初始化指南https://guijiagi.com/posts/codex-ci-cd-integration/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-ci-cd-integration/Codex与CI/CD集成实践https://guijiagi.com/posts/codex-refactoring-agent/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-refactoring-agent/Codex重构智能体实践https://guijiagi.com/posts/codex-test-generation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/codex-test-generation/Codex自动化测试生成https://guijiagi.com/posts/crewai-multi-agent-opensource/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/crewai-multi-agent-opensource/CrewAI多Agent开源方案https://guijiagi.com/posts/cursor-agent-mode-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/cursor-agent-mode-review/Cursor Agent模式评测https://guijiagi.com/posts/devin-ai-agent-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/devin-ai-agent-review/Devin AI Agent实测报告https://guijiagi.com/posts/dify-vs-fastgpt/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/dify-vs-fastgpt/Dify vs FastGPT平台对比https://guijiagi.com/posts/dify-platform-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/dify-platform-review/Dify平台评测与部署指南https://guijiagi.com/posts/fastgpt-deployment/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/fastgpt-deployment/FastGPT部署与实践https://guijiagi.com/posts/few-shot-prompting-best-practices/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/few-shot-prompting-best-practices/从示例选择到格式优化的Few-Shot Prompting全面实践指南https://guijiagi.com/posts/gemini-deep-research-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/gemini-deep-research-eval/Gemini Deep Research评测https://guijiagi.com/posts/copilot-agent-capability/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/copilot-agent-capability/GitHub Copilot Agent能力分析https://guijiagi.com/posts/google-gemini-agent-update-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/google-gemini-agent-update-2026/全面解读Google Gemini Agent 2026年重大更新，技术能力与生态布局双线分析https://guijiagi.com/posts/google-gemini-agent-update/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/google-gemini-agent-update/Google Gemini Agent最新更新解读https://guijiagi.com/posts/graphrag-graph-retrieval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/graphrag-graph-retrieval/GraphRAG图检索增强生成https://guijiagi.com/posts/graphrag-knowledge-graph-rag/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/graphrag-knowledge-graph-rag/GraphRAG图检索增强生成的原理、架构与实践，突破传统向量检索的局限性https://guijiagi.com/posts/haystack-framework-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/haystack-framework-review/Haystack框架评测https://guijiagi.com/posts/hermes-3-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-3-architecture/Hermes 3架构深度解析https://guijiagi.com/posts/hermes-agent-deployment/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-agent-deployment/Hermes Agent部署实践https://guijiagi.com/posts/hermes-json-mode/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-json-mode/Hermes JSON模式实践https://guijiagi.com/posts/hermes-prompt-template/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-prompt-template/Hermes Prompt模板设计https://guijiagi.com/posts/hermes-vs-llama-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-vs-llama-comparison/Hermes vs Llama对比评测https://guijiagi.com/posts/hermes-multilingual/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-multilingual/Hermes多语言能力分析https://guijiagi.com/posts/hermes-function-calling/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-function-calling/Hermes函数调用能力详解https://guijiagi.com/posts/hermes-community-ecosystem/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-community-ecosystem/Hermes社区生态发展https://guijiagi.com/posts/hermes-reasoning-capability/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-reasoning-capability/Hermes推理能力评测https://guijiagi.com/posts/hermes-finetune-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hermes-finetune-guide/Hermes微调实战指南https://guijiagi.com/posts/smolagents-hf-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/smolagents-hf-review/HuggingFace smolagents评测https://guijiagi.com/posts/kv-cache-optimization-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/kv-cache-optimization-2026/全面解析KV Cache优化策略，从内存管理到压缩淘汰的完整技术方案https://guijiagi.com/posts/kv-cache-optimization/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/kv-cache-optimization/KV Cache优化策略详解https://guijiagi.com/posts/langchain-vs-llamaindex-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/langchain-vs-llamaindex-2026/LangChain vs LlamaIndex 2026对比https://guijiagi.com/posts/langchain-ecosystem-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/langchain-ecosystem-2026/LangChain生态系统2026版https://guijiagi.com/posts/langgraph-agent-workflow/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/langgraph-agent-workflow/LangGraph Agent工作流评测https://guijiagi.com/posts/llamaindex-development/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llamaindex-development/LlamaIndex发展现状与规划https://guijiagi.com/posts/llm-code-gen-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-code-gen-eval/LLM代码生成能力评测https://guijiagi.com/posts/llm-code-generation-evaluation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-code-generation-evaluation/深入解析大语言模型代码生成能力的评测方法论，涵盖主流基准与实战评估https://guijiagi.com/posts/llm-benchmark-credibility/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-benchmark-credibility/LLM评测榜单可信度分析https://guijiagi.com/posts/lora-finetune-tuning/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/lora-finetune-tuning/LoRA微调参数调优指南https://guijiagi.com/posts/lora-finetuning-tuning-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/lora-finetuning-tuning-guide/LoRA微调的核心参数调优指南，从rank选择到学习率设置的全面实践https://guijiagi.com/posts/multion-browser-agent/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multion-browser-agent/MultiOn浏览器智能体评测https://guijiagi.com/posts/openagent-platform/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openagent-platform/OpenAgent平台架构与使用https://guijiagi.com/posts/openai-agent-product-launch-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openai-agent-product-launch-2026/深度解读OpenAI 2026年最新Agent产品线发布，分析其技术架构与商业策略https://guijiagi.com/posts/openai-agent-product-launch/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openai-agent-product-launch/OpenAI最新Agent产品深度分析https://guijiagi.com/posts/openclaw-mcp-integration/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openclaw-mcp-integration/OpenClaw MCP协议集成https://guijiagi.com/posts/openclaw-cron-scheduling/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openclaw-cron-scheduling/OpenClaw定时任务调度https://guijiagi.com/posts/openclaw-skill-development/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openclaw-skill-development/OpenClaw技能开发指南https://guijiagi.com/posts/openclaw-vs-other-agents/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openclaw-vs-other-agents/OpenClaw与其他Agent平台对比https://guijiagi.com/posts/openclaw-agent-platform-intro/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openclaw-agent-platform-intro/OpenClaw智能体平台介绍https://guijiagi.com/posts/openwebui-llm-interface/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openwebui-llm-interface/OpenWebUI大模型交互界面https://guijiagi.com/posts/operator-agent-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/operator-agent-review/Operator智能体实测https://guijiagi.com/posts/pika-labs-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/pika-labs-2026/Pika Labs 2026新版评测https://guijiagi.com/posts/prompt-version-management/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-version-management/将Prompt纳入版本管理的工程实践，从Git工作流到自动化测试的完整方案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/prompt-template-management-system/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-template-management-system/构建可扩展的Prompt模板管理系统，实现Prompt的版本化、参数化和可观测管理https://guijiagi.com/posts/prompt-template-management/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-template-management/Prompt模板管理系统设计https://guijiagi.com/posts/prompt-compression/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-compression/Prompt压缩技术https://guijiagi.com/posts/prompt-injection-defense-panorama/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/prompt-injection-defense-panorama/Prompt注入攻击全景防御https://guijiagi.com/posts/pydantic-ai-framework/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/pydantic-ai-framework/Pydantic AI框架解析https://guijiagi.com/posts/qlora-finetune-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/qlora-finetune-guide/QLoRA量化微调指南https://guijiagi.com/posts/rag-agent-fusion-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-agent-fusion-architecture/RAG+Agent融合架构实践https://guijiagi.com/posts/ragflow-opensource-rag/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ragflow-opensource-rag/RAGFlow开源RAG方案https://guijiagi.com/posts/rag-chunking-strategy-evaluation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-chunking-strategy-evaluation/固定分块、语义分块、递归分块等RAG分块策略的深度对比与评估https://guijiagi.com/posts/rag-chunking-strategy/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-chunking-strategy/RAG分块策略对比评估https://guijiagi.com/posts/rag-hybrid-search/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-hybrid-search/RAG混合检索方案设计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/rag-eval-metrics/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-eval-metrics/RAG系统评估指标体系https://guijiagi.com/posts/rag-eval-optimization/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-eval-optimization/RAG效果评估与优化闭环https://guijiagi.com/posts/rag-rerank-strategy/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-rerank-strategy/RAG系统中重排序策略的原理、模型选择与工程实践，提升检索精度的关键环节https://guijiagi.com/posts/react-prompting-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/react-prompting-practice/ReAct（Reasoning and Acting）提示框架的原理、模板与工程实践https://guijiagi.com/posts/runway-gen4-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/runway-gen4-review/Runway Gen-4实测体验https://guijiagi.com/posts/semantic-kernel-eval/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/semantic-kernel-eval/Semantic Kernel框架评测https://guijiagi.com/posts/sglang-inference-framework/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/sglang-inference-framework/SGLang推理框架解析https://guijiagi.com/posts/sora-2-video-generation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/sora-2-video-generation/Sora 2视频生成技术解析https://guijiagi.com/posts/transformer-alternatives-survey/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/transformer-alternatives-survey/Transformer替代架构Surveyhttps://guijiagi.com/posts/vllm-vs-sglang-benchmark/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/vllm-vs-sglang-benchmark/vLLM vs SGLang性能基准https://guijiagi.com/posts/vllm-opensource-inference/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/vllm-opensource-inference/vLLM开源推理引擎https://guijiagi.com/posts/windsurf-cascade-deep-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/windsurf-cascade-deep-review/Windsurf Cascade深度评测https://guijiagi.com/posts/continual-learning/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/continual-learning/大模型持续学习的挑战与方案，在学新不忘旧的道路上探索实践路径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-scaling-wall/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-scaling-wall/大模型Scaling撞墙了吗https://guijiagi.com/posts/llm-safety-guardrails/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-safety-guardrails/大模型安全护栏实现机制https://guijiagi.com/posts/llm-security-eval-framework/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-security-eval-framework/大模型安全性测评框架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/llm-red-team-methodology/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-red-team-methodology/大模型红队测试方法论https://guijiagi.com/posts/hallucination-root-cause/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/hallucination-root-cause/大模型幻觉问题根因分析https://guijiagi.com/posts/llm-output-filter-design/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-output-filter-design/大模型输出过滤系统设计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/llm-inference-acceleration-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-acceleration-2026/大模型推理加速技术全景解析，从KV Cache到投机解码的完整技术栈https://guijiagi.com/posts/llm-inference-acceleration-survey/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-acceleration-survey/大模型推理加速技术全景https://guijiagi.com/posts/llm-inference-pipeline/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-pipeline/大模型推理流水线设计https://guijiagi.com/posts/llm-inference-speed-benchmark/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-speed-benchmark/大模型推理速度评测标准https://guijiagi.com/posts/llm-inference-gateway/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-inference-gateway/大模型推理网关架构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/constitutional-ai-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/constitutional-ai-practice/深入解析宪法AI（Constitutional AI）的核心原理、实施步骤与工程实践经验https://guijiagi.com/posts/emergent-ability-mechanism/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/emergent-ability-mechanism/大模型涌现能力机理研究https://guijiagi.com/posts/pretraining-data-cleaning/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/pretraining-data-cleaning/大模型预训练数据清洗方法论https://guijiagi.com/posts/incremental-training-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/incremental-training-practice/大模型增量训练实践https://guijiagi.com/posts/llm-incremental-training/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llm-incremental-training/大模型增量训练的工程实践，从数据准备到训练优化的全链路指南https://guijiagi.com/posts/code-gen-model-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/code-gen-model-comparison/代码生成模型对比选型https://guijiagi.com/posts/alignment-tax-analysis/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/alignment-tax-analysis/对齐税Alignment Tax原理分析https://guijiagi.com/posts/multi-agent-collaboration-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multi-agent-collaboration-architecture/多Agent协作系统架构设计https://guijiagi.com/posts/multi-turn-dialogue-optimization/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multi-turn-dialogue-optimization/多轮对话场景下的Prompt优化策略，解决上下文管理、话题漂移和一致性挑战https://guijiagi.com/posts/multiturn-prompt-optimization/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multiturn-prompt-optimization/多轮对话Prompt优化策略https://guijiagi.com/posts/multimodal-agent-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-agent-architecture/多模态Agent架构设计https://guijiagi.com/posts/multimodal-rag-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-rag-practice/多模态RAG架构实践https://guijiagi.com/posts/multimodal-eval-methodology/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-eval-methodology/多模态模型评测方法论https://guijiagi.com/posts/multimodal-model-selection-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-model-selection-guide/多模态模型选型指南https://guijiagi.com/posts/multimodal-fusion-architecture-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-fusion-architecture-2026/深度解析多模态融合架构原理，从早期融合到晚期融合再到混合架构的技术演进https://guijiagi.com/posts/multimodal-fusion-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multimodal-fusion-architecture/多模态融合架构原理深度解析https://guijiagi.com/posts/china-llm-agent-landscape-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/china-llm-agent-landscape-2026/全面对比百度、阿里、腾讯、字节跳动等国内大模型厂商的智能体战略布局https://guijiagi.com/posts/china-llm-agent-landscape/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/china-llm-agent-landscape/国内大模型厂商智能体布局全面对比https://guijiagi.com/posts/function-calling-internals/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/function-calling-internals/函数调用Function Calling底层原理https://guijiagi.com/posts/function-calling-model-selection/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/function-calling-model-selection/函数调用模型选型https://guijiagi.com/posts/post-llm-era-speculation/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/post-llm-era-speculation/后LLM时代的技术猜想https://guijiagi.com/posts/moe-architecture-analysis/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/moe-architecture-analysis/混合专家模型MoE架构剖析https://guijiagi.com/posts/structured-prompt-design-patterns/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/structured-prompt-design-patterns/系统化Prompt设计模式，从角色定义到输出控制的工程化方法论https://guijiagi.com/posts/embodied-ai-progress/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/embodied-ai-progress/具身智能进展与挑战https://guijiagi.com/posts/kling-video-ai-review/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/kling-video-ai-review/可灵AI视频生成评测https://guijiagi.com/posts/domain-adaptation-finetune/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/domain-adaptation-finetune/领域适配微调方案https://guijiagi.com/posts/domain-adaptation-finetuning/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/domain-adaptation-finetuning/从通用大模型到领域专家的微调方案，数据构建、训练策略与效果评估全流程https://guijiagi.com/posts/model-quantization-principles/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/model-quantization-principles/模型量化技术原理与实践https://guijiagi.com/posts/model-quantization-techniques-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/model-quantization-techniques-2026/深入解析大模型量化技术原理，从对称量化到混合精度的完整实践指南https://guijiagi.com/posts/model-distillation-survey/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/model-distillation-survey/模型蒸馏技术全景对比https://guijiagi.com/posts/enterprise-agent-platform-blueprint/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/enterprise-agent-platform-blueprint/企业级Agent平台架构蓝图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/embedding-finetune-practice/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/embedding-finetune-practice/嵌入模型微调实战https://guijiagi.com/posts/embedding-model-finetuning/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/embedding-model-finetuning/嵌入模型领域微调的完整流程，从数据准备到训练评估的实战指南https://guijiagi.com/posts/embedding-model-selection-guide/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/embedding-model-selection-guide/嵌入模型选型指南https://guijiagi.com/posts/rlhf-technique-deep-dive/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rlhf-technique-deep-dive/强化学习RLHF技术原理详解https://guijiagi.com/posts/lightweight-model-selection/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/lightweight-model-selection/轻量级模型部署选型https://guijiagi.com/posts/global-ai-regulation-latest/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/global-ai-regulation-latest/全球AI监管政策最新进展https://guijiagi.com/posts/agent-talent-demand-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-talent-demand-2026/2026年全球AI智能体人才需求趋势报告，岗位变化、技能要求与薪资分析https://guijiagi.com/posts/agent-talent-demand-trend/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-talent-demand-trend/全球智能体人才需求趋势https://guijiagi.com/posts/math-reasoning-model-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/math-reasoning-model-comparison/数学推理模型能力对比https://guijiagi.com/posts/cot-variants-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/cot-variants-comparison/Zero-shot CoT、Few-shot CoT、Auto-CoT等思维链变体的深度对比与选型指南https://guijiagi.com/posts/reasoning-vs-general-model/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/reasoning-vs-general-model/推理模型vs通用模型选择策略https://guijiagi.com/posts/inference-scaling-laws/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/inference-scaling-laws/推理时计算Scaling Lawshttps://guijiagi.com/posts/system-prompt-security-hardening/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/system-prompt-security-hardening/系统Prompt的安全加固方法，防止信息泄露和注入攻击的实战指南https://guijiagi.com/posts/system-prompt-security/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/system-prompt-security/系统Prompt安全加固指南https://guijiagi.com/posts/small-vs-large-model-cost/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/small-vs-large-model-cost/小模型vs大模型成本效益分析https://guijiagi.com/posts/long-context-evolution/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/long-context-evolution/长上下文窗口技术演进路线https://guijiagi.com/posts/long-text-model-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/long-text-model-comparison/长文本处理模型对比https://guijiagi.com/posts/agent-security-audit-checklist/Sat, 27 Jun 2026 15:00:00 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+0800https://guijiagi.com/posts/agent-toolchain-architecture/智能体工具链架构设计https://guijiagi.com/posts/agent-memory-system/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-memory-system/智能体记忆系统架构方案https://guijiagi.com/posts/agent-finance-report/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-finance-report/智能体金融市场应用报告https://guijiagi.com/posts/agent-financial-market-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-financial-market-2026/2026年AI智能体在金融市场应用全景报告，涵盖交易、风控、投研和合规四大场景https://guijiagi.com/posts/agent-economy-future/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-economy-future/智能体经济未来形态https://guijiagi.com/posts/agent-customer-service-penetration-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-customer-service-penetration-2026/2026年AI智能体客服行业渗透率专题报告，数据驱动的深度行业分析https://guijiagi.com/posts/agent-customer-service-penetration/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-customer-service-penetration/智能体客服行业渗透率报告https://guijiagi.com/posts/agent-routing-architecture/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-routing-architecture/智能体路由分发架构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-automated-ops-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-automated-ops-2026/AI智能体正在重塑IT运维领域，从故障检测到自愈修复全面升级自动化运维能力https://guijiagi.com/posts/agent-ops-automation-trend/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-ops-automation-trend/智能体驱动自动化运维新趋势https://guijiagi.com/posts/agent-least-privilege/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-least-privilege/智能体权限最小化原则https://guijiagi.com/posts/agent-chip-market-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-chip-market-2026/2026年AI智能体芯片市场格局深度分析，从GPU垄断到专用芯片崛起的变局https://guijiagi.com/posts/agent-chip-market-change/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-chip-market-change/智能体芯片市场格局变化https://guijiagi.com/posts/agent-performance-benchmark/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-performance-benchmark/智能体性能基准测试方法https://guijiagi.com/posts/agent-enterprise-adoption/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-enterprise-adoption/智能体在企业管理中的应用进展https://guijiagi.com/posts/agent-enterprise-management-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-enterprise-management-2026/盘点AI智能体在企业管理各环节的落地进展，从流程自动化到决策支持的全面分析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/agent-autonomy-spectrum/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-autonomy-spectrum/智能体自主性光谱分析https://guijiagi.com/posts/attention-mechanism-variants-2026/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/attention-mechanism-variants-2026/系统对比分析主流注意力机制变体，从标准Self-Attention到Flash Attention的技术演进https://guijiagi.com/posts/attention-variant-comparison/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/attention-variant-comparison/注意力机制变体全面对比分析https://guijiagi.com/posts/self-consistency-prompting/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/self-consistency-prompting/自我一致性Self-Consistency技巧https://guijiagi.com/posts/self-consistency-technique/Sat, 27 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/self-consistency-technique/Self-Consistency技巧的原理、实现与优化策略，提升推理可靠性的利器https://guijiagi.com/posts/gpt-55-%E6%B7%B1%E5%BA%A6%E8%AF%84%E6%B5%8B-%E5%A4%9A%E6%A8%A1%E6%80%81%E6%8E%A8%E7%90%86%E7%9A%84%E6%96%B0%E6%A0%87%E6%9D%86/Sat, 27 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/gpt-55-%E6%B7%B1%E5%BA%A6%E8%AF%84%E6%B5%8B-%E5%A4%9A%E6%A8%A1%E6%80%81%E6%8E%A8%E7%90%86%E7%9A%84%E6%96%B0%E6%A0%87%E6%9D%86/全面评测 GPT-5.5 的推理能力、多模态表现与 Agent 构建能力，对比 GPT-5 提升幅度，分析其在实际应用中的表现https://guijiagi.com/posts/ai-agent-market-2026/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-agent-market-2026/全面梳理 2026 年 AI Agent 市场的竞争格局、技术趋势和商业化路径，洞察 AGI 时代的发展方向https://guijiagi.com/posts/ai-chip-competition-2026/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-chip-competition-2026/2026 年，AI 芯片战场从训练侧向推理侧全面延伸。NVIDIA、AMD、华为昇腾等玩家在新格局下展开激烈角逐。https://guijiagi.com/posts/ai-regulation-global-2026/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-regulation-global-2026/全面梳理 2026 年全球主要经济体的 AI 监管政策进展，涵盖欧盟 AI Act、美国行政令、中国算法法规及国际合作动态https://guijiagi.com/posts/agent-benchmark-2026/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-benchmark-2026/全面对比 2026 年主流 AI 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+0800https://guijiagi.com/posts/agent-a-b-testing-framework/系统介绍 AI 智能体 A/B 测试框架的设计思路、核心组件、统计方法与工程实现，帮助团队科学评估智能体迭代效果。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-security-checklist/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-security-checklist/智能体产品上线前的安全检查清单，涵盖提示注入防护、权限控制、数据安全、合规审查等 20 项关键检查https://guijiagi.com/posts/agent-testing-strategies/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-testing-strategies/系统介绍 AI Agent 测试的方法论、框架与最佳实践，覆盖单元测试、集成测试、E2E 测试和评估驱动开发全流程。https://guijiagi.com/posts/agent-load-balancing/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-load-balancing/深入探讨 AI 智能体系统中的负载均衡策略与并发控制机制，涵盖流量调度、限流降级和弹性伸缩https://guijiagi.com/posts/agent-tool-design-patterns/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-tool-design-patterns/系统梳理 AI 智能体工具设计的核心模式、最佳实践与反模式，助力构建可靠可扩展的工具调用体系https://guijiagi.com/posts/agent-workflow-orchestration/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-workflow-orchestration/深入探讨智能体工作流编排的演进路径，从静态 DAG 到动态执行图，涵盖 LangGraph 等主流框架的架构设计与实践https://guijiagi.com/posts/agent-hallucination-mitigation/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-hallucination-mitigation/系统梳理 AGI 智能体幻觉问题的成因，提供从检测、缓解到修复的全链路策略，附实战代码与架构建议。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/agent-streaming-response/Fri, 26 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-streaming-response/深入探讨 AGI 智能体的流式响应架构，从 SSE 到 WebSocket，从模型骨架层到用户交互层的完整设计实录。https://guijiagi.com/posts/agent-eval-dataset-construction/Fri, 26 Jun 2026 14:00:00 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内容审核系统架构，覆盖文本、图像、多模态内容，实现多级过滤、实时拦截与人机协同审核。https://guijiagi.com/posts/ai-energy-crisis/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-energy-crisis/AI 算力需求指数级增长正在引发能源危机，数据中心耗电量暴增，核电成为科技巨头的新赌注https://guijiagi.com/posts/ai-bias-mitigation/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-bias-mitigation/系统分析 AI 偏见来源，构建覆盖数据、训练、推理的完整缓解技术栈，包含 Fairlearn、AIF360 实战示例。https://guijiagi.com/posts/ai-talent-war/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-talent-war/AI 人才市场全面分析，从顶级研究员的千万年薪到应届生的百万 offer，深度解读 2026 年 AI 人才争夺战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-inference-serving/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-inference-serving/系统讲解 AI 推理服务的架构演进，涵盖模型加载、批处理、GPU 调度与弹性伸缩https://guijiagi.com/posts/ai-chip-export-control/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-chip-export-control/从实体清单到算力门槛，深度解析 2026 年中美芯片出口管制的演进逻辑、规避路径与产业影响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/user-satisfaction-metrics/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/user-satisfaction-metrics/构建 AI 产品用户满意度指标体系，涵盖 CSAT、NPS、CES 的 AI 适配，以及 AI 特有的满意度维度如信任度、可控性和透明度。https://guijiagi.com/posts/ai-native-database/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ai-native-database/系统讲解 AI 原生数据库的核心架构设计，涵盖向量索引、混合查询、存储引擎与性能优化https://guijiagi.com/posts/anthropic-claude-fable5/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/anthropic-claude-fable5/Anthropic 推出 Claude Fable 5，在推理基准测试中超越 GPT-5，同时在创意写作领域实现质的飞跃。深度解析技术架构与应用场景。https://guijiagi.com/posts/autogen-multi-agent/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/autogen-multi-agent/深入解析微软 AutoGen 多智能体框架的架构设计、通信机制和生产级应用实践。https://guijiagi.com/posts/chain-of-thought-mastery/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/chain-of-thought-mastery/深入解析 Chain of Thought 提示技术，从基础概念到高级变体，全面掌握 CoT 推理增强的实践方法。https://guijiagi.com/posts/chatgpt-agent-mode-2026/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/chatgpt-agent-mode-2026/深入解析 ChatGPT Agent 模式在 2026 年的最新进化，从工具调用到全自动任务编排的完整技术拆解。https://guijiagi.com/posts/claude-computer-use-2026/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/claude-computer-use-2026/深入解析 Claude Computer Use 能力在 2026 年的最新进展，从屏幕理解到自主操作的全链路技术拆解。https://guijiagi.com/posts/crewai-production/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/crewai-production/从零到一构建 CrewAI 生产级多智能体团队，涵盖架构设计、工具集成和性能调优。https://guijiagi.com/posts/cursor-agent-coding/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/cursor-agent-coding/全面解析 Cursor Agent 模式的技术原理、工作流程和实际编程效果，对比传统编程助手。https://guijiagi.com/posts/dify-vs-fastgpt-vs-ragflow/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/dify-vs-fastgpt-vs-ragflow/深度对比 Dify、FastGPT、RagFlow 三大开源 AI 应用平台，从架构设计、RAG 能力、工作流编排到部署体验的全方位评测。https://guijiagi.com/posts/embedding-model-guide/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/embedding-model-guide/深度对比 2026 年主流 Embedding 模型：BGE-M3、E5-Mistral、OpenAI text-embedding-3、Cohere embed-v4 在 RAG、语义搜索、聚类等场景的表现与选型建议。https://guijiagi.com/posts/few-shot-prompt-engineering/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/few-shot-prompt-engineering/深入探索 Few-shot 提示工程，掌握通过示例驱动大模型行为的技术原理和最佳实践。https://guijiagi.com/posts/flash-attention-3/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/flash-attention-3/深度解析 Flash Attention 3 如何通过异步执行、warp 专用化和 FP8 支持，在 H100 GPU 上实现比 Flash Attention 2 快 1.5-2 倍的性能。https://guijiagi.com/posts/gemini-deep-research-2026/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/gemini-deep-research-2026/全面解析 Google Gemini Deep Research 功能的技术架构、工作流程和实际应用效果。https://guijiagi.com/posts/graph-rag-explained/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/graph-rag-explained/深入解析 GraphRAG 的完整架构：实体抽取、关系构建、社区检测、层级摘要与多跳检索，对比传统 RAG 的优劣，附 Neo4j + LLM 的完整代码实现。https://guijiagi.com/posts/langchain-vs-llamaindex-vs-crewai/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/langchain-vs-llamaindex-vs-crewai/深度对比 LangChain、LlamaIndex 和 CrewAI 三大 AI 开发框架的架构设计、核心能力、性能表现与适用场景，帮助开发者做出正确选型。https://guijiagi.com/posts/a-b-testing-for-llm/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/a-b-testing-for-llm/系统介绍 LLM 产品的 A/B 测试方法，涵盖实验设计、样本量计算、统计显著性检验、业务指标选择与常见陷阱。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/llm-creative-eval/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-creative-eval/系统介绍 LLM 创意写作能力评估方法，涵盖人工评分体系、自动化创意指标、LLM-as-Judge 方法及多维创意评估框架。https://guijiagi.com/posts/llm-caching-strategy/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-caching-strategy/系统解析 LLM 应用的缓存策略，涵盖语义缓存、多级缓存架构与性能优化实践https://guijiagi.com/posts/hallucination-measurement/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/hallucination-measurement/系统介绍 LLM 幻觉（Hallucination）的测量与检测方法，涵盖幻觉分类、人工标注体系、自动检测算法与评估框架。https://guijiagi.com/posts/llm-eval-pipeline/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-eval-pipeline/系统讲解 LLM 评估流水线的完整构建方法，涵盖数据集构建、评估指标选择、自动化执行、结果分析与可视化报告生成。https://guijiagi.com/posts/llm-context-length/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-context-length/系统梳理大语言模型上下文窗口扩展的技术方案，涵盖位置插值、NTK-aware、YaRN、LongRoPE 等方法及其工程实现。https://guijiagi.com/posts/llm-watermarking/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-watermarking/深入解析 LLM 文本水印的技术原理、主流方案对比、检测方法及抗攻击性分析。https://guijiagi.com/posts/llm-gateway-design/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-gateway-design/系统化讲解 LLM 网关的架构设计，涵盖多模型路由、负载均衡、限流降级与成本控制https://guijiagi.com/posts/llm-knowledge-distillation/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/llm-knowledge-distillation/深入讲解 LLM 知识蒸馏的完整体系：黑盒蒸馏、白盒蒸馏、在线/离线蒸馏，涵盖 Logit 蒸馏、中间层蒸馏、指令蒸馏、响应蒸馏等方法，附 PyTorch 代码实现与效果对比。https://guijiagi.com/posts/lora-vs-dora-vs-qlora/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/lora-vs-dora-vs-qlora/深入对比 LoRA、DoRA、QLoRA 三种参数高效微调方法的原理、数学公式、代码实现与效果差异，给出不同场景下的最佳选择建议和完整的实验数据对比。https://guijiagi.com/posts/copilot-studio-enterprise/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/copilot-studio-enterprise/深入剖析 Microsoft Copilot Studio 的架构设计、开发流程和企业级部署最佳实践。https://guijiagi.com/posts/mixture-of-depths/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/mixture-of-depths/深度解析 Mixture of Depths (MoD) 如何通过动态跳过冗余 Transformer 层，在保持性能的同时大幅提升推理效率。https://guijiagi.com/posts/moe-architecture-deep/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/moe-architecture-deep/深入剖析 Mixture of Experts 架构的原理、路由机制、训练策略及工程实现，涵盖 GShard、Switch Transformer、Mixtral 等代表性工作。https://guijiagi.com/posts/ollama-ecosystem/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ollama-ecosystem/深入解析 Ollama 全链路生态：从安装配置、模型管理、API 调用到高级集成，手把手教你打造私有化大模型部署方案。https://guijiagi.com/posts/open-webui-deploy/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/open-webui-deploy/从安装部署到高级配置，手把手教你用 Open WebUI 搭建功能完备的私有化 AI 对话平台，支持多模型、RAG、多用户管理。https://guijiagi.com/posts/openai-gpt55-ipo/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/openai-gpt55-ipo/OpenAI 启动 IPO 流程，估值 9650 亿美元，GPT-5.5 同步发布。深度解析资本结构、技术路线与市场影响。https://guijiagi.com/posts/openai-compatible-api/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/openai-compatible-api/全面解析 OpenAI 兼容 API 生态：从标准规范到主流实现方案对比，帮助企业构建统一的 LLM 接入层。https://guijiagi.com/posts/output-control-and-formatting/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/output-control-and-formatting/系统掌握大模型输出控制技术，从格式约束到结构化输出，实现 AI 输出的精确管控。https://guijiagi.com/posts/prompt-decomposition/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/prompt-decomposition/掌握 Prompt 分解技术，将复杂任务拆解为可管理的子任务，提升 AI 输出的质量和可靠性。https://guijiagi.com/posts/prompt-rules-and-knowledge/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/prompt-rules-and-knowledge/系统性地掌握 Prompt 中规则约束和领域知识注入的技术，构建可靠可控的 AI 应用。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/prompt-templates-design/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/prompt-templates-design/系统讲解 Prompt 模板的设计原则、最佳实践和工业级可复用模板系统构建方案。https://guijiagi.com/posts/fine-tuning-qlora-guide/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/fine-tuning-qlora-guide/深入解析 QLoRA 的 NF4 量化、双重量化、分页优化器原理，提供完整的 LLaMA-3 QLoRA 微调代码实战，涵盖数据准备、训练配置、显存优化技巧与常见问题排查。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/rag-reranking-guide/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/rag-reranking-guide/深入对比三种主流 RAG 重排序方案：Cohere Rerank API、BAAI bge-reranker、自训练 Cross-Encoder，涵盖原理、部署方式、代码实现、延迟测试与效果对比，给出不同场景的最佳选择。https://guijiagi.com/posts/ring-attention-long-context/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/ring-attention-long-context/深度解析 Ring Attention 如何通过环形通信将注意力计算分布到多 GPU，实现百万级 token 上下文窗口。https://guijiagi.com/posts/rlhf-dpo-grpo/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/rlhf-dpo-grpo/从 RLHF 的 PPO 到 DPO 的无奖励模型，再到 GRPO 的群组相对策略优化，深度解析三种主流 LLM 对齐算法的原理与优劣。https://guijiagi.com/posts/role-playing-and-persona-design/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/role-playing-and-persona-design/深入探索 LLM 角色扮演技术，系统掌握人设 Prompt 设计方法，打造个性化的 AI 角色体验。https://guijiagi.com/posts/sglang-inference/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/sglang-inference/深入解析 SGLang 推理引擎的核心技术原理、性能优势与生产部署实践，涵盖 RadixAttention、结构化生成、并发处理等关键特性。https://guijiagi.com/posts/tokenizer-comparison/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/tokenizer-comparison/深入对比四种主流分词算法的原理、训练方法、优缺点及工程实现，涵盖 BPE、WordPiece、Unigram Language Model 和 SentencePiece。https://guijiagi.com/posts/vllm-production-guide/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/vllm-production-guide/从架构原理到生产部署，全面解析 vLLM 高吞吐推理引擎的核心技术、性能调优与运维方案。https://guijiagi.com/posts/local-llm-deployment/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/local-llm-deployment/全面对比 2026 年四大本地 LLM 部署方案：Ollama、vLLM、LM Studio、TGI 的性能、易用性、并发能力与生产环境适用性分析。https://guijiagi.com/posts/transformer-alternatives-2026/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/transformer-alternatives-2026/深度解析 Mamba、S4/S6、RWKV 等替代 Transformer 的新一代架构，从状态空间模型到线性注意力，全面对比优劣。https://guijiagi.com/posts/continuous-pretraining/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/continuous-pretraining/系统讲解大模型持续预训练（CPT）的完整方法论：领域数据构建、训练策略、灾难性遗忘缓解、学习率调度、数据混合比例、评估体系，附完整训练代码与企业级实践指南。https://guijiagi.com/posts/quantization-techniques/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/quantization-techniques/系统梳理大语言模型量化技术，涵盖 PTQ 与 QAT、对称与非对称量化、GPTQ、AWQ、SmoothQuant 等方法的原理与实现。https://guijiagi.com/posts/training-stability/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/training-stability/深入分析大语言模型训练中的稳定性问题，涵盖梯度爆炸/消失、Loss Spike、数值不稳定等原因诊断与解决方案。https://guijiagi.com/posts/code-model-comparison/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/code-model-comparison/深度横评 2026 年四大代码大模型：GPT-5.5-Code、Claude Code、DeepSeek-Coder-V3、Qwen2.5-Coder 在代码生成、调试、重构、代码审查等场景的实战表现。https://guijiagi.com/posts/multimodal-model-selection/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/multimodal-model-selection/全面对比 2026 年主流多模态大模型：GPT-5o、Gemini 2.0 Pro、LLaVA-1.6、Qwen-VL2、InternVL3 在图像、视频、文档理解上的表现与选型建议。https://guijiagi.com/posts/multimodal-eval-method/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/multimodal-eval-method/系统介绍多模态大模型评估方法，涵盖视觉理解、跨模态推理、图文一致性、OCR、视频理解等核心维度的评估框架与实现。https://guijiagi.com/posts/multi-agent-orchestration/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/multi-agent-orchestration/深入探讨多智能体系统的编排架构，涵盖中心化、去中心化与混合模式的设计模式、通信协议与工程实践https://guijiagi.com/posts/advanced-rag-patterns/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/advanced-rag-patterns/深入解析四种高级 RAG 模式：HyDE 假设文档嵌入、CRAG 纠正性检索增强生成、Self-RAG 自反思检索增强生成、FLARE 主动检索增强生成，附完整代码实现与性能对比。https://guijiagi.com/posts/open-source-vs-closed/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/open-source-vs-closed/2026 年开源与闭源大模型的全面对比，从性能追赶到生态之争，谁将赢得 AI 的未来https://guijiagi.com/posts/continuous-batching/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/continuous-batching/深度解析 vLLM 连续批处理（Continuous Batching）如何通过动态请求调度和 PagedAttention 实现高吞吐 LLM 推理服务。https://guijiagi.com/posts/us-ai-nationalization/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/us-ai-nationalization/美国国会讨论 AI 国家安全法案，拟对头部 AI 公司实施国有化管理，引发科技界激烈辩论。https://guijiagi.com/posts/eu-ai-act-impact/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/eu-ai-act-impact/欧盟 AI Act 正式实施一周年，从合规成本到技术路线选择，深度分析对全球 AI 产业的连锁影响https://guijiagi.com/posts/apple-wwdc2026-siri/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/apple-wwdc2026-siri/苹果在 WWDC 2026 上发布独立 Siri App、Apple Intelligence 2.0 和自研 AI 芯片，全面重构 AI 战略。https://guijiagi.com/posts/event-driven-agent/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/event-driven-agent/深入解析事件驱动 Agent 架构设计，涵盖事件总线、状态机、Webhook 集成与实时响应https://guijiagi.com/posts/tokenizer-special-tokens/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/tokenizer-special-tokens/梳理大语言模型特殊标记（Special Tokens）的设计演进，从 BERT 到 ChatML，再到现代模型的统一 Prompt 格式。https://guijiagi.com/posts/speculative-decoding-explained/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/speculative-decoding-explained/从 Speculative Decoding 到 Medusa 和 EAGLE，全面解析投机解码如何在不损失质量的前提下将 LLM 推理速度提升 2-4 倍。https://guijiagi.com/posts/reasoning-model-deep/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/reasoning-model-deep/深度对比 2026 年四大推理模型：OpenAI o1/o3、Claude Thinking、DeepSeek-R1 在数学竞赛、逻辑推理、代码生成中的表现与思维链可读性分析。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/microsoft-mai-models/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/microsoft-mai-models/微软发布自研 MAI 模型家族，覆盖 1B 到 1T 参数全规模，挑战 OpenAI 依赖，重塑 AI 战略版图。https://guijiagi.com/posts/positional-encoding/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/positional-encoding/系统梳理 Transformer 位置编码的演进历程，深入分析 Sinusoidal、Learned、Relative、RoPE、ALiBi 等方案的数学原理与工程实现。https://guijiagi.com/posts/small-model-guide/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/small-model-guide/全面对比 2026 年 7B 以下小型语言模型：Qwen2.5-7B、Phi-3.5-mini、LLaMA-3.2-3B、MiniCPM-3B 等的性能、内存占用与边缘部署方案。https://guijiagi.com/posts/nvidia-cosmos3-physical-ai/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/nvidia-cosmos3-physical-ai/英伟达发布 Cosmos3 物理世界基础模型，开源权重和训练框架，推动机器人、自动驾驶和工业仿真进入新纪元。https://guijiagi.com/posts/china-ai-policy-2026/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/china-ai-policy-2026/全面梳理 2026 年中国 AI 政策体系，从算法备案到大模型基金，从数据要素到算力调度，深度解读政策逻辑与产业影响https://guijiagi.com/posts/chinese-llm-comparison/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/chinese-llm-comparison/深度横评 2026 年五大国产大模型在中文理解、文学创作、知识问答、逻辑推理等场景的表现，附详细评分与选型建议。https://guijiagi.com/posts/attention-mechanism-evolution/Thu, 25 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/attention-mechanism-evolution/全面梳理注意力机制从 2014 年到 2025 年的演进历程，涵盖 Bahdanau Attention、Self-Attention、Multi-Head、Linear Attention、Flash Attention 等关键技术。https://guijiagi.com/posts/ai-acquisition-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-acquisition-2026/微软/Google/Meta等科技巨头的AI并购策略、人才收购、反垄断审查与产业整合趋势https://guijiagi.com/posts/ai-video-comparison-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-video-comparison-2026/10款主流AI视频工具深度横评，涵盖画质、时长、价格、适用场景对比及选型决策树https://guijiagi.com/posts/ai-video-tools-2026-overview/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-video-tools-2026-overview/2026年AI视频制作领域全景概览，涵盖技术路线、主流工具、市场规模与发展趋势https://guijiagi.com/posts/ai-chip-industry-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-chip-industry-2026/深度解析2026年AI芯片格局：英伟达B200统治市场、AMD追赶、国产芯片突围之路https://guijiagi.com/posts/llm-benchmark-2026-comprehensive/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-benchmark-2026-comprehensive/盘点 2026 年主流 LLM Benchmark 的有效性、数据污染问题与新趋势https://guijiagi.com/posts/llm-model-selection-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-model-selection-2026/2026 年主流大语言模型全面选型指南，涵盖能力对比、API 价格、场景推荐与决策框架https://guijiagi.com/posts/local-ai-stack-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/local-ai-stack-2026/技术栈选型、硬件需求、Docker Compose 编排、安全加固与维护策略，2026 本地 AI 全栈指南。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-eval-framework/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agent-eval-framework/Agent 评估的完整框架：任务完成率、工具调用、规划质量与效率指标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-copyright-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-copyright-deep/全面解析 AI 时代的版权争议：训练数据合法性、生成内容版权归属、合理使用原则及全球法律差异。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-alignment-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-alignment-2026/深度解析 AI 对齐技术的演进路径，从 RLHF 的局限到 Constitutional AI、DPO/KTO 及可扩展监督的最新进展。https://guijiagi.com/posts/ai-open-source-vs-closed/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-open-source-vs-closed/开源模型全面追赶闭源：Llama 4/Qwen 3/DeepSeek V4与GPT-5/Claude 4的差距分析https://guijiagi.com/posts/ai-video-for-ecommerce/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-video-for-ecommerce/AI视频在电商领域的实战指南，涵盖产品视频类型、工具选型、批量制作流程及ROI分析https://guijiagi.com/posts/ai-video-workflow-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-video-workflow-guide/AI视频制作完整工作流指南，从脚本生成到最终成片的工具链推荐与成本估算https://guijiagi.com/posts/ai-privacy-protection/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-privacy-protection/全面解析 AI 全生命周期的隐私保护技术：训练数据脱敏、差分隐私、推理时 PII 检测、微调数据保护及 GDPR 合规。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/anthropic-ipo-analysis/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/anthropic-ipo-analysis/Anthropic 秘密提交 IPO 申请，9650 亿美元估值超越 OpenAI，年收入运转率 470 亿，提前两年实现盈利https://guijiagi.com/posts/attention-mechanism-explained/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/attention-mechanism-explained/深入解析 Transformer Attention 机制的数学原理、变体演进与复杂度分析https://guijiagi.com/posts/autogen-studio-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/autogen-studio-review/AutoGen v0.4 带来了什么？对话式编程范式、GroupChat 多 Agent 协作、代码执行沙箱、Studio UI 可视化编排——本文全面拆解微软的 Agent 框架。https://guijiagi.com/posts/chatgpt-agent-mode-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/chatgpt-agent-mode-deep/深度解析 OpenAI ChatGPT Agent 模式的功能边界、工具调用链路、CUA 架构及与 GPT-4 的本质区别https://guijiagi.com/posts/claude-fable-5-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/claude-fable-5-review/Anthropic 双轨发布 Fable 5 与 Mythos 5，SWE-Bench Pro 80.3% 创纪录，单日迁移 5000 万行代码，开发者工具链全面升级https://guijiagi.com/posts/codex-agent-loop-architecture/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-agent-loop-architecture/深入解析 Codex Agent Loop 的执行循环、任务规划、工具调用、错误自修复与上下文管理机制。https://guijiagi.com/posts/codex-oss-mode-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-oss-mode-deep/深入解析 Codex OSS 模式的工作原理、本地模型接入方法、性能对比与私有部署方案。https://guijiagi.com/posts/codex-vs-claude-code/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-vs-claude-code/从架构、编程能力、工具调用、集成度等维度深度对比 OpenAI Codex 与 Anthropic Claude Code。https://guijiagi.com/posts/codex-install-config-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-install-config-guide/四种接入方式、多模型配置、第三方 API 接入的完整指南，覆盖从安装到生产部署全流程。https://guijiagi.com/posts/codex-skill-system/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-skill-system/全面解析 Codex 技能插件架构、ClawHub 社区生态、自定义技能开发流程与最佳实践。https://guijiagi.com/posts/codex-cross-app-capabilities/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-cross-app-capabilities/探索 Codex 在浏览器操控、文件管理、表格处理、多应用协同方面的实战能力与安全机制。https://guijiagi.com/posts/codex-production-use-cases/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-production-use-cases/从自动化运维到客服自动化，10 个 Codex 生产环境真实使用案例的深度剖析。https://guijiagi.com/posts/crewai-deep-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/crewai-deep-review/CrewAI 如何用角色扮演编排多 Agent 协作？顺序与层级流程孰优孰劣？与 AutoGen、LangGraph 相比有何差距？本文从架构到生产可用性全面拆解。https://guijiagi.com/posts/deepfake-threat-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/deepfake-threat-2026/2026 年 Deepfake 技术威胁全景：社交工程攻击、政治虚假信息、检测技术演进及 C2PA 内容溯源标准。https://guijiagi.com/posts/deepseek-v4-analysis/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/deepseek-v4-analysis/DeepSeek V4 Preview 发布，1M 上下文窗口、Pro/Flash 双版本架构、API 成本仅为 GPT-5 的 1/8，国产大模型进入第一梯队https://guijiagi.com/posts/devin-ai-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/devin-ai-review/客观评测 Cognition Devin AI 的实际能力、任务完成率、沙箱限制及与人类工程师的真实对比https://guijiagi.com/posts/dpo-vs-rlhf/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/dpo-vs-rlhf/深入对比 RLHF 三阶段流程与 DPO 直接偏好优化的原理、优劣势和工程实践https://guijiagi.com/posts/embedding-model-selection/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/embedding-model-selection/Embedding 模型深度选型指南，涵盖 MTEB 排行、维度存储、多语言支持与领域微调https://guijiagi.com/posts/few-shot-prompting-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/few-shot-prompting-guide/深入解析 In-Context Learning 原理、示例数量与选择策略对 LLM 输出质量的影响https://guijiagi.com/posts/flash-attention-3-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/flash-attention-3-guide/全面解析 Flash Attention 1/2/3 的演进、IO 复杂度分析及性能数据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/gemini-3-5-flash-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/gemini-3-5-flash-review/Google 发布 Gemini 3.5 Flash，首 token 延迟 280ms，原生多模态生成，深度集成搜索，Agent 场景全面覆盖https://guijiagi.com/posts/gemini-deep-research-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/gemini-deep-research-review/评测 Google Gemini Deep Research 功能的多步搜索规划、信息综合能力及与竞品对比https://guijiagi.com/posts/graphrag-explained/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/graphrag-explained/深入解析微软 GraphRAG 的原理、架构和实现，对比 Vector RAG 的差异和适用场景https://guijiagi.com/posts/haystack-20-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/haystack-20-review/Haystack 2.0 相比 1.x 有哪些根本性变化？Pipeline 组件架构如何设计？与 LangChain 相比在企业 RAG 部署上有何优势？本文全面拆解。https://guijiagi.com/posts/hermes-overview-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-overview-2026/全面解析 Hermes Agent 的起源、架构、核心能力与生态，理解为什么它被称为 the agent that grows with youhttps://guijiagi.com/posts/hermes-install-deploy/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-install-deploy/完整的 Hermes Agent 安装部署指南，覆盖环境准备、模型配置、渠道接入、Docker 部署与边缘设备部署https://guijiagi.com/posts/hermes-skill-auto-generation/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-skill-auto-generation/深入解析 Hermes Agent 的技能自动生成机制，从触发条件到 SKILL.md 结构、测试校验、版本管理与社区共享https://guijiagi.com/posts/hermes-dual-llm-design/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-dual-llm-design/解析 Hermes Agent 的双 LLM 架构设计，主模型负责执行、复盘模型异步总结，实现成本与能力的最优平衡https://guijiagi.com/posts/hermes-memory-architecture/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-memory-architecture/深入解析 Hermes Agent 的四层记忆架构，理解核心记忆、用户画像、长期历史与技能记忆库如何协同工作https://guijiagi.com/posts/hermes-security-framework/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-security-framework/全面解析 Hermes Agent 的五层安全防线体系，涵盖用户授权、危险命令审批、容器隔离、行为审计与供应链安全https://guijiagi.com/posts/hermes-self-evolution/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-self-evolution/深入解析 Hermes Agent 的学习闭环机制，理解 AI 如何从任务执行中自动提炼技能、积累经验https://guijiagi.com/posts/langgraph-vs-langchain/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/langgraph-vs-langchain/LangChain 的痛点在哪？LangGraph 如何用图结构解决 Agent 编排问题？本文从状态管理、条件边、检查点到 Human-in-the-loop，全面对比两个框架并给出迁移建议。https://guijiagi.com/posts/layer-normalization-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/layer-normalization-deep/深入对比 LayerNorm 与 RMSNorm 的原理、数值稳定性与性能差异https://guijiagi.com/posts/llama-cpp-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llama-cpp-guide/从 GGUF 格式到量化方案，从 CPU/GPU 混合推理到移动端部署，llama.cpp 完全实践指南。https://guijiagi.com/posts/llama-index-agent-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llama-index-agent-review/LlamaIndex 不只是 RAG 框架。Data Agent、Agent Worker、Agent Runner 如何将检索增强生成进化为智能体？RAG+Agent 融合有哪些实战模式？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-safety-eval-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-safety-eval-guide/LLM 安全评估全维度指南：毒性检测、偏见评估、越狱攻击测试与对齐评测https://guijiagi.com/posts/llm-cost-optimization-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-cost-optimization-deep/从 Token 优化到模型路由再到自部署 TCO 分析，全面覆盖 LLM 成本优化策略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-load-balancing/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-load-balancing/多模型多实例 LLM 服务的负载均衡设计：策略选型、模型感知路由、故障转移与健康检查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-observability-stack/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-observability-stack/LLM 生产系统可观测性全栈：结构化日志、分布式链路追踪、关键指标监控与告警规则设计https://guijiagi.com/posts/interpretability-research/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/interpretability-research/深入 LLM 可解释性研究前沿：机制解释性、Superposition 假说、Sparse Autoencoder、Circuit 分析及最新进展。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/human-eval-best-practices/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/human-eval-best-practices/LLM 人工评估的全流程最佳实践：评估者招募、标注设计、一致性检验与统计分析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-latency-benchmark/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-latency-benchmark/LLM 推理性能关键指标、测试方法论与主流模型全景对比https://guijiagi.com/posts/llm-finetune-pipeline/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-finetune-pipeline/完整的 LLM 微调 MLOps 流水线：数据准备、训练配置、评估、版本管理、A/B 测试与灰度发布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/llm-as-judge-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-as-judge-guide/LLM-as-Judge 方法论的全面指南：Judge 选择、偏差控制、校准与 Multi-Judgehttps://guijiagi.com/posts/lora-qlora-finetune-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/lora-qlora-finetune-guide/从原理到实战，全面解析 LoRA 和 QLoRA 参数高效微调技术，包含 Rank 选择、模块配置和 Unsloth 加速方案https://guijiagi.com/posts/copilot-studio-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/copilot-studio-review/深度评测 Microsoft Copilot Studio 的架构设计、Agent 构建能力、企业集成与定价策略https://guijiagi.com/posts/mixture-of-experts-internals/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/mixture-of-experts-internals/深入解析 Mixture-of-Experts 架构的路由机制、负载均衡策略与工程优化https://guijiagi.com/posts/nvidia-cosmos3-open-source/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/nvidia-cosmos3-open-source/NVIDIA 发布 Cosmos3 全模态大模型，646 亿参数 Super 版与 157 亿 Nano 版双开源，五模态原生集成，商用免费https://guijiagi.com/posts/nvidia-vera-rubin-platform/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/nvidia-vera-rubin-platform/NVIDIA 发布 Vera Rubin 计算平台，Vera CPU + RTX Spark GPU + DGX Spark，3nm 制程，直攻 PC 芯片市场https://guijiagi.com/posts/ollama-production-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ollama-production-guide/从架构原理到生产部署，全面覆盖 Ollama 的模型管理、API 兼容、GPU 配置、并发调优与监控方案。https://guijiagi.com/posts/codex-overview-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/codex-overview-2026/全面解析 OpenAI Codex 在 2026 年的形态演变——从单一编程工具到全能 Agent 平台的跨越。https://guijiagi.com/posts/openai-dreaming-v3/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openai-dreaming-v3/OpenAI 发布 Dreaming V3 记忆系统，自动分析对话合成长期记忆，ChatGPT 从短期记忆迈向终身记忆https://guijiagi.com/posts/openai-compatible-api-servers/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openai-compatible-api-servers/为什么需要 OpenAI 兼容、API 规范差异、性能对比、功能矩阵与选型建议，四大推理服务器全面横评。https://guijiagi.com/posts/openai-restructuring-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openai-restructuring-2026/OpenAI治理结构巨变、Altman权力集中、微软关系演变与安全性争议深度分析https://guijiagi.com/posts/openclaw-security-safety/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openclaw-security-safety/本地部署零云端依赖，数据主权归用户所有。OpenClaw 的五层安全体系详解。https://guijiagi.com/posts/openclaw-skill-ecosystem/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openclaw-skill-ecosystem/ClawHub 是 OpenClaw 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Labs功能详解与使用教程，涵盖多风格视频生成、批量制作及与Runway对比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/prompt-leakage-protection/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/prompt-leakage-protection/深入解析 Prompt 提取攻击原理、真实泄露案例、多层防御策略（指令层级、分隔符、检测、混淆）及评估方法。https://guijiagi.com/posts/rag-vs-finetune-decision/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-vs-finetune-decision/深入对比 RAG 与微调的技术特征、成本结构和适用场景，提供决策矩阵和混合方案建议https://guijiagi.com/posts/rag-chunking-strategy-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-chunking-strategy-deep/系统对比四种 RAG 分块策略的原理、实现和适用场景，包含代码示例和性能基准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-production-architecture/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-production-architecture/生产级 RAG 架构全解：嵌入、检索、重排、生成四层设计，向量数据库选型与混合检索策略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/reranker-model-selection/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/reranker-model-selection/Reranker 模型在 RAG 中的关键角色，Bi-Encoder vs Cross-Encoder 原理与选型策略https://guijiagi.com/posts/ring-attention-explained/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ring-attention-explained/深入解析 Ring Attention 如何实现百万级 Token 的长上下文训练与推理https://guijiagi.com/posts/semantic-kernel-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/semantic-kernel-review/Semantic Kernel 如何用 Plugin 系统编排 AI 能力？Planner 自动编排、Memory 语义记忆、Connector 多模型接入——本文从企业集成视角评测微软的 AI 编排框架。https://guijiagi.com/posts/sglang-vs-vllm/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/sglang-vs-vllm/从 RadixAttention 到缓存共享，深度对比 SGLang 与 vLLM 的架构差异、性能表现与适用场景。https://guijiagi.com/posts/smolagents-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/smolagents-review/smolagents 如何用 Code Agent 范式重新定义轻量 Agent？Code Agent vs Tool Agent 有何本质区别？与 LangChain 相比在轻量场景下有何优势？https://guijiagi.com/posts/sora-deep-analysis/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/sora-deep-analysis/深入解析OpenAI Sora的技术架构、功能特性、API接入方式及电商场景应用https://guijiagi.com/posts/stt-model-comparison/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/stt-model-comparison/主流语音识别模型全面对比，涵盖 WER、延迟、多语言、方言支持与标点恢复https://guijiagi.com/posts/system-prompt-engineering/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/system-prompt-engineering/系统讲解 System Prompt 的结构设计、角色定义、约束设定、输出控制、版本管理与 A/B 测试https://guijiagi.com/posts/text-generation-webui/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/text-generation-webui/深入评测 TGI 架构、Flash Attention 集成、Continuous Batching、量化支持及与 vLLM 的全面对比。https://guijiagi.com/posts/tokenizer-internals/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/tokenizer-internals/深入解析主流分词算法的原理、训练过程与工程实现https://guijiagi.com/posts/tts-model-comparison/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/tts-model-comparison/主流 TTS 模型全面对比，涵盖自然度、延迟、成本、声音克隆与多语言支持https://guijiagi.com/posts/vllm-deployment-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/vllm-deployment-deep/深入解析 vLLM 架构、PagedAttention 原理、Continuous Batching、量化支持与分布式推理部署。https://guijiagi.com/posts/windsurf-cascade-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/windsurf-cascade-review/深度评测 Windsurf Cascade 架构的多步规划、上下文管理能力及与 Cursor 全面对比https://guijiagi.com/posts/wwdc-2026-siri-revolution/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/wwdc-2026-siri-revolution/苹果在 WWDC 2026 上发布 Siri 十五年来最大重构：独立 App、深度耦合 Gemini、Apple Intelligence 全面升级https://guijiagi.com/posts/qwen-cloud-platform/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/qwen-cloud-platform/阿里发布 Qwen Cloud 平台，打通模型、工具、Agent 全链路，构建开发者 AI 生态https://guijiagi.com/posts/hermes-vs-openclaw-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/hermes-vs-openclaw-deep/从架构哲学到技术细节，深度对比 Hermes Agent 与 OpenClaw 两大开源 Agent 框架，附选型建议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/code-llm-eval/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/code-llm-eval/代码 LLM 评估全景：从基础 HumanEval/MBPP 到工程级 SWE-Bench Prohttps://guijiagi.com/posts/multi-turn-prompt-design/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multi-turn-prompt-design/系统讲解上下文窗口管理、对话摘要、状态追踪、记忆注入与长对话策略https://guijiagi.com/posts/multimodal-eval-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multimodal-eval-2026/2026 年多模态模型评估全景：视觉、音频、视频理解与跨模态推理https://guijiagi.com/posts/multi-region-llm-deploy/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multi-region-llm-deploy/多区域 LLM 部署架构：GeoDNS 流量路由、数据合规、模型同步、灾难恢复与成本分析https://guijiagi.com/posts/google-spacex-ai-deal/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/google-spacex-ai-deal/谷歌与 SpaceX 签署 9.2 亿美元/月算力租赁协议，11 万 GPU 部署在星链卫星网络https://guijiagi.com/posts/mixture-of-experts-deep-dive/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/mixture-of-experts-deep-dive/全面解析 MoE 架构原理、路由算法、负载均衡及演进历程https://guijiagi.com/posts/activation-function-evolution/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/activation-function-evolution/梳理 LLM 激活函数的演进历程、数学原理与性能对比https://guijiagi.com/posts/structured-output-prompting/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/structured-output-prompting/系统讲解 JSON Schema 约束、Function Calling、Pydantic 验证、错误修复循环等结构化输出技术https://guijiagi.com/posts/klingai-100m-users/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/klingai-100m-users/快手可灵 AI 两周年：全球 1 亿用户、5 万企业客户、ARR 5 亿美元，3.0 Omni 版本发布https://guijiagi.com/posts/kling-ai-review/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/kling-ai-review/快手可灵AI深度评测，涵盖模型能力、中文支持、生成速度及与竞品对比https://guijiagi.com/posts/openclaw-vs-hermes/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/openclaw-vs-hermes/从设计哲学到架构细节，从星标到 Token 消耗，全面对比两大开源 AI Agent 框架。https://guijiagi.com/posts/model-stealing-defense/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/model-stealing-defense/全面解析 LLM 模型窃取攻击技术（API 提取、知识蒸馏、侧信道）及防御策略、检测方法和法律保护手段。https://guijiagi.com/posts/context-window-extension/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/context-window-extension/系统梳理 LLM 上下文窗口扩展的核心技术路线与工程实践https://guijiagi.com/posts/vision-language-model-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/vision-language-model-guide/主流视觉语言模型深度对比，涵盖架构原理、OCR/图表/视频理解能力与成本延迟分析https://guijiagi.com/posts/softbank-super-ai-prediction/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/softbank-super-ai-prediction/孙正义预测超级 AI 两年内实现，AI 造 AI 闭环形成，软银千亿投资策略解析https://guijiagi.com/posts/speculative-decoding-deep/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/speculative-decoding-deep/深入解析投机解码原理、Medusa/EAGLE/Lookahead 等加速方案https://guijiagi.com/posts/positional-encoding-guide/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/positional-encoding-guide/系统解析 Transformer 位置编码的演进脉络与长度外推技术https://guijiagi.com/posts/small-model-vs-large-model/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/small-model-vs-large-model/深入分析小模型与大模型的权衡，涵盖成本、延迟、部署策略、蒸馏技术与路由方案https://guijiagi.com/posts/rope-rotation-embedding/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rope-rotation-embedding/深入解析 RoPE 数学原理及主流长度外推方法 NTK/YaRN/Longropehttps://guijiagi.com/posts/ai-regulation-china-2026/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-regulation-china-2026/中国AI监管体系全景梳理：算法备案、深度合成规定、生成式AI管理办法及企业合规指南https://guijiagi.com/posts/china-ai-chip-breakthrough/Thu, 25 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/china-ai-chip-breakthrough/华为昇腾 910C 量产、寒武纪回暖、摩尔线程突围，中国 AI 芯片正从跟跑走向并跑https://guijiagi.com/posts/gemini-40-%E9%A2%84%E5%91%8A-%E8%B0%B7%E6%AD%8C%E7%9A%84%E5%85%A8%E6%A8%A1%E6%80%81%E9%87%8E%E5%BF%83/Thu, 25 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/gemini-40-%E9%A2%84%E5%91%8A-%E8%B0%B7%E6%AD%8C%E7%9A%84%E5%85%A8%E6%A8%A1%E6%80%81%E9%87%8E%E5%BF%83/Google DeepMind 预告 Gemini 4.0，支持文本/图像/视频/音频/代码原生多模态，分析其技术路线与对行业的影响https://guijiagi.com/posts/agi-safety-research/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/agi-safety-research/系统梳理 AGI 安全研究的前沿方向，涵盖对齐问题、可扩展监督、机械可解释性和停机问题https://guijiagi.com/posts/ai-gateway-architecture/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/ai-gateway-architecture/设计 AI 网关架构，统一管理多个 LLM 提供商的 API，涵盖路由、限流、缓存、计费和灰度发布https://guijiagi.com/posts/dspyp-review/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/dspyp-review/深入评测 DSPy 框架的 Signature/Module/Teleprompter 架构、自动 Prompt 优化能力及与 LangChain 的对比https://guijiagi.com/posts/instructor-review/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/instructor-review/评测 Instructor 框架的 Pydantic 模型定义、自动重试、流式结构化输出能力及与 Function Calling 的对比https://guijiagi.com/posts/langfuse-observability/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/langfuse-observability/深入解析 Langfuse 的 Tracing、Prompt 管理、A/B 测试功能及与 LangSmith 的对比https://guijiagi.com/posts/llm-watermark-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/llm-watermark-guide/深入解析 LLM 文本水印技术原理、Kirchenbauer 方案、检测方法与鲁棒性挑战https://guijiagi.com/posts/guidance-review/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/guidance-review/评测 Microsoft Guidance 的模板语法、条件逻辑、循环控制及与传统 Prompt 工程的性能对比https://guijiagi.com/posts/openai-evals-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/openai-evals-guide/深入解析 OpenAI Evals 框架的原理、评估模板、自定义评估流程及与 lm-eval-harness 的对比https://guijiagi.com/posts/outlines-review/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/outlines-review/深入评测 Outlines 框架的正则/JSON Schema/Pydantic 约束生成、CFG 原理及与 Function Calling 的对比https://guijiagi.com/posts/rag-vs-long-context/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/rag-vs-long-context/系统对比 RAG 与长上下文模型方案，提供决策矩阵与混合架构建议https://guijiagi.com/posts/react-prompt-pattern/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/react-prompt-pattern/深入解析 ReAct 模式的 Thought-Action-Observation 循环、工具调用集成与代码实现https://guijiagi.com/posts/self-consistency-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/self-consistency-guide/深入解析 Self-Consistency 技术，通过多次采样与多数投票显著提升 LLM 推理质量https://guijiagi.com/posts/vllm-advanced-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/vllm-advanced-guide/深入 vLLM 高级配置，从 PagedAttention 到张量并行、量化推理与 LoRA 动态加载https://guijiagi.com/posts/edge-ai-architecture/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/edge-ai-architecture/探讨在手机和 IoT 设备上运行 LLM 的架构设计，涵盖模型压缩、端侧推理引擎、NPU 加速和混合云-端架构https://guijiagi.com/posts/multimodal-eval-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/multimodal-eval-guide/从感知到推理到生成，系统性评估视觉语言模型（VLM）的完整框架https://guijiagi.com/posts/multi-tenant-llm-architecture/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/multi-tenant-llm-architecture/深入探讨 SaaS 场景下多租户 LLM 架构设计，涵盖租户隔离模型、共享与专用模型策略、配额计费和安全边界https://guijiagi.com/posts/prompt-chaining-advanced/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/prompt-chaining-advanced/深入探讨 Prompt 链式调用的架构模式，构建可靠的 LLM 推理流水线https://guijiagi.com/posts/world-models-research/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/world-models-research/深入探讨世界模型研究前沿，涵盖 Sora、Genie、DreamerV3、JEPA 等方法，以及物理理解评估体系https://guijiagi.com/posts/meta-prompting-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/meta-prompting-guide/系统介绍 Meta-Prompting 技术，让 LLM 自动优化提示词，从 APE 到 OPRO 到自动进化https://guijiagi.com/posts/jailbreak-techniques/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/jailbreak-techniques/系统分析 LLM 越狱技术原理、自动化越狱方法、防御策略和安全攻防军备竞赛https://guijiagi.com/posts/instruction-tuning-guide/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/instruction-tuning-guide/系统讲解 LLM 指令微调全流程，从 SFT 数据构造到 DPO 直接偏好优化与 RLHF 对比https://guijiagi.com/posts/mainstream-agent-recap/Wed, 24 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/mainstream-agent-recap/OpenAI/Anthropic/Dify/Coze/LangChain/CrewAI/AutoGen/OpenClaw 终极对比，附选型决策树与成本分析https://guijiagi.com/posts/ai-regulation-news-2026/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-regulation-news-2026/EU AI Act 执行进展、中国算法备案、美国行政令、英国 AI 安全研究院、国际协调机制全面解读https://guijiagi.com/posts/ai-funding-2026-h1/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-funding-2026-h1/2026年上半年全球AI融资全景分析：总额、头部轮次、中国市场、基础设施与Agent赛道深度解读https://guijiagi.com/posts/agent-orchestration-patterns/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/agent-orchestration-patterns/多 Agent 编排模式详解，含 Router/Supervisor/Hierarchical 模式与代码实现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-startup-trends-2026/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-startup-trends-2026/Agent创业、垂直AI、AI Infra、AI硬件、死亡名单与存活策略全面分析2026年AI创业格局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/ai-industry-report-2026/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-industry-report-2026/McKinsey AI状态报告、Gartner Hype Cycle、IDC预测、Stanford AI Index四大权威报告深度解读https://guijiagi.com/posts/ai-academic-breakthroughs/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/ai-academic-breakthroughs/Scaling Law新发现、推理能力突破、多模态进展、效率优化与对齐研究的前沿论文解读https://guijiagi.com/posts/anthropic-news-2026/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/anthropic-news-2026/Claude 4系列、MCP生态、企业客户、安全研究、融资与估值全方位解读Anthropic 2026年战略https://guijiagi.com/posts/deepseek-model-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/deepseek-model-guide/深入解析 DeepSeek-V3 与 R1 的架构设计、性能表现、成本分析与适用场景。https://guijiagi.com/posts/glm-model-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/glm-model-guide/解析智谱 GLM-4 系列模型架构、视觉能力、代码模型、API 使用与部署方案。https://guijiagi.com/posts/gemma-model-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/gemma-model-guide/全面解析 Google Gemma 2/3 系列架构、规格、多模态支持与部署方案。https://guijiagi.com/posts/kv-cache-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/kv-cache-guide/深入解析 KV Cache 的工作原理、内存计算与优化技术，包括 PagedAttention、量化 KV Cache 等https://guijiagi.com/posts/llama-model-evolution/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/llama-model-evolution/回顾 Meta Llama 系列四代模型的架构演进、许可证变化、社区生态与部署建议。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/mistral-model-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/mistral-model-guide/解析 Mistral AI 的模型矩阵：从 Mistral 7B 到 Mixtral MoE，再到 Codestral 与 Mathstral。https://guijiagi.com/posts/openai-news-jun2026/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/openai-news-jun2026/GPT-5后续更新、Operator进展、开发者工具、定价调整、组织变化全面追踪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/qwen3-model-selection/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/qwen3-model-selection/全面解析 Qwen3 系列模型的架构、规格、性能与部署策略，帮助开发者选择最适合的通义千问模型。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/transformer-architecture-deep/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/transformer-architecture-deep/深入剖析 Transformer 架构的每个组件，从自注意力机制到 GPT 解码器-only 架构的演进https://guijiagi.com/posts/coding-model-comparison/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/coding-model-comparison/横向对比 DeepSeek-Coder-V2、Codestral、Qwen2.5-Coder、CodeGeeX-4、StarCoder2 等主流代码模型，包含基准测试与实战评测。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/tokenization-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/tokenization-guide/从字符级到子词级分词，深入解析 BPE、WordPiece、SentencePiece 算法及工程实践https://guijiagi.com/posts/rag-architecture-advanced/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/rag-architecture-advanced/多跳检索、自适应检索、Self-RAG 等高级 RAG 架构模式与选型决策https://guijiagi.com/posts/vision-model-selection/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/vision-model-selection/全面解析 VLM 架构演进、主流模型对比、OCR 与视频理解能力、部署成本与选型决策。https://guijiagi.com/posts/speculative-decoding/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/speculative-decoding/深入解析推测解码如何通过 Draft Model 并行验证加速 LLM 自回归推理https://guijiagi.com/posts/china-ai-chip-update/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/china-ai-chip-update/华为昇腾910B/910C、寒武纪思元、摩尔线程MTT S80等国产AI芯片最新进展与出口管制影响深度分析https://guijiagi.com/posts/attention-mechanism-guide/Wed, 24 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/attention-mechanism-guide/全面解析注意力机制的数学原理与工程优化，从基础公式到 Flash Attention 的 IO 感知设计https://guijiagi.com/posts/agent-benchmark-methodology/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-benchmark-methodology/系统讲解 Agent 基准测试的设计原则、测试集构建、评估指标体系及主流基准对比https://guijiagi.com/posts/agent-eval-comparison/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-eval-comparison/横向对比 AgentBench、SWE-bench、tau-bench、WebArena 等主流 Agent 评估框架，分析评估维度、数据集规模与适用场景https://guijiagi.com/posts/agent-scalability/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agent-scalability/系统讲解 AI Agent 系统的可扩展性设计，涵盖水平扩展、状态外部化、无状态 Agent、负载均衡与分布式追踪https://guijiagi.com/posts/agi-timeline-2030/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/agi-timeline-2030/从 AGI 定义争议到当前里程碑、Scaling Law 争论、多模态融合与具身智能，系统分析 2030 年前 AGI 发展的可能路径。https://guijiagi.com/posts/ai-safety-standards/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-safety-standards/系统梳理全球 AI 安全监管框架，涵盖 EU AI Act、中国生成式 AI 管理办法、美国行政令、ISO 42001、NIST AI RMF 及企业合规实践https://guijiagi.com/posts/ai-economy-future/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-economy-future/从自动化替代预测到生产力跃升、新职业诞生、UBI 讨论与财富集中风险，系统分析 AI 对经济结构的深层影响。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/ai-consciousness-debate/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-consciousness-debate/从图灵测试到中文屋，从功能主义到 IIT 理论，系统梳理 AI 意识争论的核心命题与当代 LLM 语境下的新思考。https://guijiagi.com/posts/ai-governance-framework/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-governance-framework/从治理三难到分级监管、国际协调、开源治理与企业自治，系统构建 AI 治理框架的思考与实践路径。https://guijiagi.com/posts/autogen-multi-agent-review/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/autogen-multi-agent-review/AutoGen v0.4 新架构解析、多 Agent 对话模式、GroupChat、代码执行、与 LangGraph/CrewAI 横向对比https://guijiagi.com/posts/fastchat-deployment/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/fastchat-deployment/FastChat 架构解析、多模型管理、Gradio Web UI、API 服务、分布式部署实战https://guijiagi.com/posts/few-shot-prompt-design/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/few-shot-prompt-design/系统讲解 Few-shot Prompt 设计的原理、示例选择策略、顺序效应、格式设计与 Fine-tune 的边界判断。https://guijiagi.com/posts/haystack-review/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/haystack-review/深度评测 deepset Haystack 框架，涵盖 Pipeline 架构、Node 体系、RAG 最佳实践及生产部署经验https://guijiagi.com/posts/litellm-proxy-guide/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/litellm-proxy-guide/LiteLLM 代理完整部署指南：统一 API 格式、负载均衡、成本追踪、缓存、限流配置https://guijiagi.com/posts/llama-index-review/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/llama-index-review/深度评测 LlamaIndex 框架，涵盖核心架构、索引类型、查询引擎、Agent 模式及与 LangChain 的对比https://guijiagi.com/posts/red-teaming-llm/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/red-teaming-llm/系统性介绍 LLM 红队测试方法论，涵盖攻击向量分析、自动化工具链、修复流程与真实案例https://guijiagi.com/posts/lora-qlora-practice/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/lora-qlora-practice/深入讲解 LoRA 低秩分解原理、QLoRA 量化、PEFT 库使用及从数据准备到部署的完整实践https://guijiagi.com/posts/open-webui-guide/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/open-webui-guide/从零部署 Open WebUI，集成 Ollama，配置 RAG、用户管理和 API 访问https://guijiagi.com/posts/prompt-version-control/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/prompt-version-control/Prompt as Code 理念实践：Git 管理、A/B 测试框架、回归测试、线上监控与 PromptHub/LangSmith 工具链。https://guijiagi.com/posts/rag-pipeline-optimization/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/rag-pipeline-optimization/系统性讲解 RAG 流水线每个环节的优化策略：分块、召回、重排、查询改写、上下文压缩、缓存https://guijiagi.com/posts/rag-evaluation-guide/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/rag-evaluation-guide/系统介绍 RAG 评估维度、RAGAS 框架、核心指标及自动化评估工具实践https://guijiagi.com/posts/sglang-inference-engine/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/sglang-inference-engine/SGLang 原理详解、与 vLLM/TensorRT-LLM 性能对比、安装使用、适用场景分析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/model-privacy-attacks/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/model-privacy-attacks/系统介绍 LLM 隐私攻击技术，涵盖成员推断攻击、模型提取攻击、训练数据提取及差分隐私等防护手段https://guijiagi.com/posts/eval-driven-development/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/eval-driven-development/介绍 EDD 核心理念、评估集先行、自动化评估流水线、A/B 测试与数据飞轮实践https://guijiagi.com/posts/human-eval-design/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/human-eval-design/探讨 LLM 人工评测的标注规范、一致性检验、成本控制及主流框架分析https://guijiagi.com/posts/realtime-agent-architecture/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/realtime-agent-architecture/探讨实时 Agent 架构设计，涵盖 WebSocket/SSE 流式输出、流式推理、管道并行、延迟优化与边缘部署策略https://guijiagi.com/posts/chain-of-thought-guide/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/chain-of-thought-guide/深入解析思维链（Chain-of-Thought）Prompt 工程技术，涵盖 Zero-shot CoT、Few-shot CoT、Self-Consistency、Tree-of-Thought 与 Graph-of-Thought 的原理、对比与实战。https://guijiagi.com/posts/fine-tuning-vs-prompt/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/fine-tuning-vs-prompt/系统对比 Prompt 工程与微调的适用场景、成本、效果，提供决策矩阵和混合方案https://guijiagi.com/posts/llm-leaderboard-analysis/Wed, 24 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/llm-leaderboard-analysis/对比 LMSYS、OpenCompass、HELM、SuperCLUE 等主流排行榜的机制差异，教你如何选择参考榜单https://guijiagi.com/posts/microsoft-copilot-review/Wed, 24 Jun 2026 13:10:00 +0800https://guijiagi.com/posts/microsoft-copilot-review/微软 Copilot 生态全景：M365 Copilot、GitHub Copilot、Windows Copilot 的深度评测https://guijiagi.com/posts/crewai-multi-agent-review/Wed, 24 Jun 2026 12:50:00 +0800https://guijiagi.com/posts/crewai-multi-agent-review/CrewAI 框架的设计理念、核心概念和生产环境实践https://guijiagi.com/posts/autogpt-babyagi-legacy/Wed, 24 Jun 2026 12:40:00 +0800https://guijiagi.com/posts/autogpt-babyagi-legacy/回顾自主智能体先驱项目的设计理念、架构遗产和对 2026 年 Agent 的影响https://guijiagi.com/posts/langchain-langgraph-review/Wed, 24 Jun 2026 12:30:00 +0800https://guijiagi.com/posts/langchain-langgraph-review/LangChain 生态深度解析：从链式调用到图式编排的范式转变https://guijiagi.com/posts/china-agent-platforms-review/Wed, 24 Jun 2026 12:20:00 +0800https://guijiagi.com/posts/china-agent-platforms-review/深度对比四大国产智能体平台的能力、生态和适用场景https://guijiagi.com/posts/claude-agents-review/Wed, 24 Jun 2026 12:10:00 +0800https://guijiagi.com/posts/claude-agents-review/Anthropic Claude 智能体生态全解析：MCP 协议、Computer Use、Artifacts 的能力与实践https://guijiagi.com/posts/openai-agents-review/Wed, 24 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/openai-agents-review/OpenAI 智能体生态全解析：GPTs、Assistant API、Operator 的能力边界与适用场景https://guijiagi.com/posts/ai-alignment-techniques/Wed, 24 Jun 2026 11:50:00 +0800https://guijiagi.com/posts/ai-alignment-techniques/系统梳理 AI 对齐的技术路径、方法对比和实践选择https://guijiagi.com/posts/deepseek-technical-analysis/Wed, 24 Jun 2026 11:40:00 +0800https://guijiagi.com/posts/deepseek-technical-analysis/DeepSeek 系列模型的技术架构、训练方法和工程优化深度分析https://guijiagi.com/posts/llm-inference-optimization/Wed, 24 Jun 2026 11:30:00 +0800https://guijiagi.com/posts/llm-inference-optimization/LLM 推理性能优化的完整技术栈，涵盖显存、计算和通信优化https://guijiagi.com/posts/agent-business-models/Wed, 24 Jun 2026 11:20:00 +0800https://guijiagi.com/posts/agent-business-models/分析 AI Agent 的六种商业化模式、定价策略和市场机会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/agent-tool-use-guide/Wed, 24 Jun 2026 11:00:00 +0800https://guijiagi.com/posts/agent-tool-use-guide/系统梳理 Agent 工具使用的演进路径、设计模式和工程实践https://guijiagi.com/posts/agent-memory-system-advanced/Wed, 24 Jun 2026 10:30:00 +0800https://guijiagi.com/posts/agent-memory-system-advanced/深入 Agent 记忆系统的架构设计，涵盖工作记忆、情景记忆和语义记忆https://guijiagi.com/posts/prompt-engineering-advanced/Wed, 24 Jun 2026 10:20:00 +0800https://guijiagi.com/posts/prompt-engineering-advanced/超越 Few-shot 和 Chain-of-Thought，构建可维护的 Prompt 工程体系https://guijiagi.com/posts/rag-architecture-patterns/Wed, 24 Jun 2026 10:10:00 +0800https://guijiagi.com/posts/rag-architecture-patterns/系统梳理 RAG 架构的演进路径、设计模式和工程选型https://guijiagi.com/posts/multi-agent-architecture/Wed, 24 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/multi-agent-architecture/多 Agent 系统的架构模式、通信机制、冲突处理和工程实践https://guijiagi.com/posts/deepseek-v4-%E5%AE%8C%E6%95%B4%E7%89%88%E5%8F%91%E5%B8%83-%E5%BC%80%E6%BA%90%E6%A8%A1%E5%9E%8B%E7%9A%84%E6%96%B0%E5%B7%85%E5%B3%B0/Wed, 24 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/deepseek-v4-%E5%AE%8C%E6%95%B4%E7%89%88%E5%8F%91%E5%B8%83-%E5%BC%80%E6%BA%90%E6%A8%A1%E5%9E%8B%E7%9A%84%E6%96%B0%E5%B7%85%E5%B3%B0/DeepSeek V4 完整版正式发布，MoE 架构+1M 上下文+多头潜在注意力，深度解析技术细节与实测表现https://guijiagi.com/posts/mixture-of-experts-guide/Tue, 23 Jun 2026 16:10:00 +0800https://guijiagi.com/posts/mixture-of-experts-guide/MoE架构原理、主流模型对比和生产环境选型建议https://guijiagi.com/posts/small-model-big-impact/Tue, 23 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/small-model-big-impact/7B-14B参数量模型的实际能力评测、本地部署经验和选型指南https://guijiagi.com/posts/china-ai-policy-update/Tue, 23 Jun 2026 15:50:00 +0800https://guijiagi.com/posts/china-ai-policy-update/2026年中国AI治理最新法规解读及企业合规实践指南https://guijiagi.com/posts/ai-agent-trends-2026-h2/Tue, 23 Jun 2026 15:40:00 +0800https://guijiagi.com/posts/ai-agent-trends-2026-h2/基于上半年数据和行业动态，预测2026下半年AI Agent领域的十大趋势https://guijiagi.com/posts/embodied-ai-2026/Tue, 23 Jun 2026 15:30:00 +0800https://guijiagi.com/posts/embodied-ai-2026/2026年具身智能领域的技术突破、代表产品和未来展望https://guijiagi.com/posts/agi-safety-landscape/Tue, 23 Jun 2026 15:20:00 +0800https://guijiagi.com/posts/agi-safety-landscape/系统梳理 AGI 安全的核心问题域、技术路线和治理框架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/gaia-benchmark-analysis/Tue, 23 Jun 2026 14:50:00 +0800https://guijiagi.com/posts/gaia-benchmark-analysis/深入解读 GAIA Benchmark 的设计理念、评测维度和最新排行https://guijiagi.com/posts/agent-loop-design/Tue, 23 Jun 2026 14:20:00 +0800https://guijiagi.com/posts/agent-loop-design/深入分析 Agent 循环设计模式，从经典 ReAct 到现代 Plan-and-Executehttps://guijiagi.com/posts/langgraph-deep-dive/Tue, 23 Jun 2026 14:10:00 +0800https://guijiagi.com/posts/langgraph-deep-dive/从架构设计到实战代码，全面解读 LangGraph 的图工作流模型https://guijiagi.com/posts/dify-vs-coze/Tue, 23 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/dify-vs-coze/从架构、工作流、生态、定价等维度深度对比 Dify 和 Cozehttps://guijiagi.com/posts/qwen35-%E5%8F%91%E5%B8%83-%E9%98%BF%E9%87%8C%E9%80%9A%E4%B9%89%E7%9A%84%E5%85%A8%E9%9D%A2%E8%BF%9B%E5%8C%96/Tue, 23 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/qwen35-%E5%8F%91%E5%B8%83-%E9%98%BF%E9%87%8C%E9%80%9A%E4%B9%89%E7%9A%84%E5%85%A8%E9%9D%A2%E8%BF%9B%E5%8C%96/阿里发布 Qwen3.5 系列，涵盖 0.8B 到 397B 六个尺寸，深度解析其 MoE 架构优化与中文能力突破https://guijiagi.com/posts/llama-4-%E7%B3%BB%E5%88%97%E5%85%A8%E9%9D%A2%E8%AF%84%E6%B5%8B-meta-%E7%9A%84%E5%BC%80%E6%BA%90%E5%8F%8D%E5%87%BB/Mon, 22 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/llama-4-%E7%B3%BB%E5%88%97%E5%85%A8%E9%9D%A2%E8%AF%84%E6%B5%8B-meta-%E7%9A%84%E5%BC%80%E6%BA%90%E5%8F%8D%E5%87%BB/Meta 发布 Llama 4 系列（Scout/Maverick/Behemoth），全面评测其性能、部署成本与社区生态，分析是否值得从 Llama 3 升级https://guijiagi.com/posts/ai-%E8%A7%86%E9%A2%91%E7%94%9F%E6%88%90-2026-%E5%85%A8%E6%99%AF-sora-2-vs-runway-gen-4-vs-pika-20-vs-%E5%8F%AF%E7%81%B5-30/Sun, 21 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/ai-%E8%A7%86%E9%A2%91%E7%94%9F%E6%88%90-2026-%E5%85%A8%E6%99%AF-sora-2-vs-runway-gen-4-vs-pika-20-vs-%E5%8F%AF%E7%81%B5-30/全面对比 2026 年四大 AI 视频生成平台，从画质、时长、一致性、可控性到价格，帮你选择最适合的工具https://guijiagi.com/posts/agent-industry-forecast-2026/Sat, 20 Jun 2026 08:00:00 +0800https://guijiagi.com/posts/agent-industry-forecast-2026/2026 上半年 AI Agent 领域发生了什么？下半年将走向何方？十大预测带你把握行业脉搏。https://guijiagi.com/about/Sat, 20 Jun 2026 06:00:00 +0800https://guijiagi.com/about/<div class="about-content"> <h2 id="-硅基-agi--guijiagicom">⚡ 硅基 AGI · guijiagi.com</h2> <p><strong>硅基 AGI</strong> 是一个聚焦于通用人工智能（AGI）和智能体（Agent）技术的个人博客。</p> <p>域名 <strong>guijiagi.com</strong> — 取自「硅基 AGI」的拼音首字母组合，寓意在硅基计算时代探索通用智能的无限可能。</p> <blockquote> <p>🌐 <strong>本站三个域名（均为同一网站）</strong>：</p> <ul> <li><strong><a href="https://guijiagi.com">guijiagi.com</a></strong> — 硅基 AGI</li> <li><strong><a href="https://ziyuanagi.com">ziyuanagi.com</a></strong> — 字元科技</li> <li><strong><a href="https://siliconagi.cn">siliconagi.cn</a></strong> — 智能体中国</li> </ul> <p>🔔 其中 <strong>ziyuanagi.com（字元科技）</strong> 和 <strong>siliconagi.cn（智能体中国）</strong> 两个域名诚意转让，如有意向请联系邮箱。</p></blockquote> <blockquote> <p>🔗 <strong><a href="https://silicon-agi.com">智能体海外论坛 · silicon-agi.com</a></strong> — AGI 技术交流论坛，独立运营。</p></blockquote> <blockquote> <p>🌐 <strong>多域名访问</strong>：<a href="https://guijiagi.com">guijiagi.com</a> · <a href="https://ziyuanagi.com">ziyuanagi.com</a>（字元科技） · <a href="https://siliconagi.cn">siliconagi.cn</a></p></blockquote> <h3 id="-为什么做这个博客">🎯 为什么做这个博客？</h3> <p>AI 技术日新月异，从 ChatGPT 到 Agent 框架，从 Function Calling 到 MCP 协议，每一次迭代都在拓宽智能的边界。这个博客记录我在 AGI 智能体学习和测评过程中的思考与实践。</p> <p>我们正处于一个特殊的历史节点——<strong>硅基智能正在从「工具」进化为「伙伴」</strong>。理解这个进化过程，就是理解人类文明的下一个纪元。</p> <h3 id="-内容方向">📚 内容方向</h3> <p>本站涵盖 <strong>17 大板块</strong>，聚焦 Agent 框架、工具调用、多智能体协作、记忆系统、测评方法等核心话题，持续更新中。</p> <table> <thead> <tr> <th>板块</th> <th>核心话题</th> </tr> </thead> <tbody> <tr> <td><strong>行业快报</strong></td> <td>AI 产业动态、融资并购、政策法规</td> </tr> <tr> <td><strong>技术原理</strong></td> <td>Transformer、注意力机制、位置编码等核心架构拆解</td> </tr> <tr> <td><strong>实践指南</strong></td> <td>LLM 选型、部署方案、开发技巧、生产实践</td> </tr> <tr> <td><strong>Prompt工程</strong></td> <td>提示词设计、思维链、结构化输出、版本管理</td> </tr> <tr> <td><strong>架构设计</strong></td> <td>多智能体协作、记忆架构、编排引擎、系统设计</td> </tr> <tr> <td><strong>测评方法</strong></td> <td>Agent 能力评估、Benchmark 分析、评测方法论</td> </tr> <tr> <td><strong>RAG与微调</strong></td> <td>检索增强生成、LoRA/QLoRA、数据管线、评估优化</td> </tr> <tr> <td><strong>模型选型</strong></td> <td>开源/闭源模型对比、量化压缩、推理优化</td> </tr> <tr> <td><strong>安全对齐</strong></td> <td>RLHF/DPO、越狱防御、红队测试、隐私保护</td> </tr> <tr> <td><strong>开源生态</strong></td> <td>vLLM、SGLang、Ollama、LangChain 等开源项目</td> </tr> <tr> <td><strong>主流智能体</strong></td> <td>OpenAI Agents、Claude、Gemini、Copilot 等</td> </tr> <tr> <td><strong>框架测评</strong></td> <td>LangChain、AutoGen、CrewAI、Haystack 深度对比</td> </tr> <tr> <td><strong>龙虾智能体</strong></td> <td>OpenClaw 架构、技能系统、记忆系统、部署指南</td> </tr> <tr> <td><strong>前沿思考</strong></td> <td>AGI 路线图、意识辩论、后 LLM 时代、技术哲学</td> </tr> <tr> <td><strong>Codex智能体</strong></td> <td>Codex CLI、代码审查、测试生成、CI/CD 集成</td> </tr> <tr> <td><strong>AI视频制作</strong></td> <td>Sora、Runway、Pika、Kling 等视频生成工具</td> </tr> <tr> <td><strong>爱马仕智能体</strong></td> <td>Nous Hermes 架构、微调、函数调用、安全框架</td> </tr> </tbody> </table> <blockquote> <p>💡 文章数量持续增长，可在<a href="https://guijiagi.com/categories/">板块页</a>查看各板块最新篇数。</p>https://guijiagi.com/posts/agent-%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F-2026-%E4%BB%8E%E7%9F%AD%E6%9C%9F%E4%B8%8A%E4%B8%8B%E6%96%87%E5%88%B0%E6%8C%81%E4%B9%85%E8%AE%B0%E5%BF%86%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%AE%9E%E8%B7%B5/Sat, 20 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/agent-%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F-2026-%E4%BB%8E%E7%9F%AD%E6%9C%9F%E4%B8%8A%E4%B8%8B%E6%96%87%E5%88%B0%E6%8C%81%E4%B9%85%E8%AE%B0%E5%BF%86%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%AE%9E%E8%B7%B5/深度解析 2026 年 Agent 记忆系统的最佳实践，涵盖向量数据库、知识图谱、分层记忆架构与端到端实现方案https://guijiagi.com/posts/prompt-engineering-practice/Fri, 19 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/prompt-engineering-practice/Prompt 不是「求 AI 帮忙」，而是「指挥 AI 干活」。本文用 20 个真实案例拆解 Prompt 工程的核心技巧。https://guijiagi.com/posts/agent-frameworks-comparison/Fri, 19 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agent-frameworks-comparison/从架构设计、多智能体协作、工具调用、记忆机制等维度，深度对比 LangChain、AutoGen、CrewAI 三大主流 Agent 框架，附选型决策树。https://guijiagi.com/posts/mcp-vs-a2a-ai-agent-%E9%80%9A%E4%BF%A1%E5%8D%8F%E8%AE%AE%E7%9A%84%E4%B8%A4%E5%A4%A7%E9%98%B5%E8%90%A5/Fri, 19 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/mcp-vs-a2a-ai-agent-%E9%80%9A%E4%BF%A1%E5%8D%8F%E8%AE%AE%E7%9A%84%E4%B8%A4%E5%A4%A7%E9%98%B5%E8%90%A5/深入对比 Anthropic MCP 与 Google A2A 协议的技术路线、生态系统与应用场景，分析未来 Agent 互操作性的标准之争https://guijiagi.com/posts/react-pattern/Thu, 18 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/react-pattern/ReAct（Reasoning + Acting）是 Agent 最经典的推理范式。本文从原理拆解到代码实现，深入分析 ReAct 的优势、局限和进化方向。https://guijiagi.com/posts/gpt5-deep-review/Thu, 18 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/gpt5-deep-review/GPT-5 到底强在哪？我们用 50 道推理题、20 个 Agent 任务和 10 个真实场景全面测试了 GPT-5。https://guijiagi.com/posts/ai-%E7%BC%96%E7%A8%8B-agent-2026-%E6%A8%AA%E8%AF%84-cursor-vs-github-copilot-vs-codex-vs-claude-code/Thu, 18 Jun 2026 00:00:00 +0800https://guijiagi.com/posts/ai-%E7%BC%96%E7%A8%8B-agent-2026-%E6%A8%AA%E8%AF%84-cursor-vs-github-copilot-vs-codex-vs-claude-code/全面对比四大 AI 编程工具的能力边界、适用场景与性价比，基于 2026 年最新版本的实测数据https://guijiagi.com/posts/multi-agent-collaboration/Tue, 16 Jun 2026 15:00:00 +0800https://guijiagi.com/posts/multi-agent-collaboration/单个 Agent 能力有限，多个 Agent 协作能解决更复杂的问题。本文探讨多智能体协作的核心模式、通信协议和工程挑战。https://guijiagi.com/posts/ai-data-privacy/Tue, 16 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/ai-data-privacy/Agent 处理用户数据时如何做到合规？从数据采集到存储到输出的全链路隐私保护方案。https://guijiagi.com/posts/llm-selection-guide-v2/Mon, 15 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/llm-selection-guide-v2/GPT-5 vs Claude 4 vs Qwen3 vs DeepSeek V3——四大旗舰模型横评，附不同场景选型建议。https://guijiagi.com/posts/tool-use-evolution/Mon, 15 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/tool-use-evolution/LLM 本身只能生成文本。工具调用赋予了 AI 操作真实世界的能力。本文梳理从 Function Calling 到 MCP 的完整技术演进。https://guijiagi.com/posts/agent-security/Sun, 14 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/agent-security/Agent 能调用工具就意味着能造成真实危害。本文系统梳理 Agent 安全的攻击面、防御策略和治理框架。https://guijiagi.com/posts/agi-roadmap/Sun, 14 Jun 2026 08:00:00 +0800https://guijiagi.com/posts/agi-roadmap/从当前的大模型到真正的 AGI，需要跨越哪些鸿沟？本文梳理主流 AGI 路线图、技术里程碑和关键挑战。https://guijiagi.com/posts/multimodal-agent/Sat, 13 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/multimodal-agent/2026 年的多模态 Agent 不再是「文本+图片」的简单组合，而是文本、图像、音频、视频、代码的统一理解与生成。https://guijiagi.com/posts/agent-benchmark/Sat, 13 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/agent-benchmark/聊天机器人有 MMLU，Agent 有什么？本文梳理 Agent 测评的方法论、主流 Benchmark 和实践建议。https://guijiagi.com/posts/mcp-protocol/Fri, 12 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/mcp-protocol/Model Context Protocol 正在统一 AI 工具调用的接口标准。本文深入解析 MCP 的设计理念、协议细节和生态现状。https://guijiagi.com/posts/ai-alignment/Fri, 12 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/ai-alignment/对齐（Alignment）是 AGI 的终极难题：如何确保 AI 的行为符合人类价值观？从 RLHF 到 DPO 到 Constitutional AI。https://guijiagi.com/posts/inference-cost-optimization/Thu, 11 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/inference-cost-optimization/GPT-4 级别推理成本一年降了 70%。本文拆解量化、MoE、投机解码三大降本利器。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/context-engineering/Wed, 10 Jun 2026 12:00:00 +0800https://guijiagi.com/posts/context-engineering/Prompt 工程已死，上下文工程当立。当 Agent 需要处理 2M tokens 的上下文时，如何管理注意力分配？https://guijiagi.com/posts/agi-exploration/Wed, 10 Jun 2026 08:00:00 +0800https://guijiagi.com/posts/agi-exploration/什么是真正的 AGI 智能体？从图灵测试到 LLM Agent，从概念演进到工程实践，本文系统梳理 AGI 智能体的核心特征、技术栈和实践路径。https://guijiagi.com/posts/opensource-ecosystem/Tue, 09 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/opensource-ecosystem/2026 年开源 AI 生态有多成熟？从模型到框架到工具，一张地图看懂开源 Agent 全栈技术选型。https://guijiagi.com/posts/rag-practical-guide/Mon, 08 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/rag-practical-guide/RAG 是 Agent 最实用的知识增强方案。本文从架构设计到代码实现，完整拆解生产级 RAG 系统的每个环节。https://guijiagi.com/posts/local-deploy-guide/Sun, 07 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/local-deploy-guide/数据隐私 + 成本控制 + 无限调用——本地部署大模型的三大理由。本文手把手教你部署生产级 LLM 服务。https://guijiagi.com/posts/rag-vs-finetuning/Sat, 06 Jun 2026 16:00:00 +0800https://guijiagi.com/posts/rag-vs-finetuning/RAG 和 Fine-tuning 不是竞争关系，而是互补关系。本文用决策树帮你选对方案。https://guijiagi.com/posts/edge-agent/Thu, 04 Jun 2026 10:00:00 +0800https://guijiagi.com/posts/edge-agent/手机端跑 7B 模型不是梦。端侧 Agent 兼顾隐私、延迟和成本，2026 年迎来爆发。https://guijiagi.com/posts/vector-db-comparison/Wed, 03 Jun 2026 14:00:00 +0800https://guijiagi.com/posts/vector-db-comparison/RAG 系统的心脏是向量数据库。本文实测 5 大向量数据库，帮你选出最适合的那个。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。https://guijiagi.com/posts/agi-roadmap-v2/Mon, 01 Jun 2026 08:00:00 +0800https://guijiagi.com/posts/agi-roadmap-v2/AGI 不是「有」或「没有」的二选一。本文用五级分类法，描绘从当前 AI 到真正 AGI 的完整路线图。