[ { "id": "agent-framework-selection-beginners-guide.en.md", "slug": "agent-framework-selection-beginners-guide", "title": "How Should Newcomers Choose an Agent Framework? A Pragmatic, Engineering-Based Guide (For Reference Only)", "abstract": "There is no 'best' framework—only the one best suited to your current scenario. This guide takes an engineering perspective, classifies mainstream Agent frameworks into four schools by control-flow model, analyzes who each is for and not for, and offers selection advice for three common scenarios: financial/legal compliance, cross-border e-commerce marketing, and enterprise private knowledge bases. (For reference only.)", "tags": [ "AI Agent", "Framework Selection", "Engineering Practice", "Beginner Guide", "LangGraph", "CrewAI", "Dify" ], "date": "2026-07-24T00:00:00.000Z", "language": "en", "reading_time": 13, "url": "https://strongya.dev/en/posts/agent-framework-selection-beginners-guide/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-framework-selection-beginners-guide/" } }, { "id": "agent-framework-selection-beginners-guide.md", "slug": "agent-framework-selection-beginners-guide", "title": "Agent 开发新人如何选择框架？一份基于工程视角的务实指南（仅供参考）", "abstract": "没有「最好的框架」，只有「最适合你当前场景」的框架。本文从工程视角出发，将主流 Agent 框架按控制流模型分为四大流派，分析各自适合谁、不适合谁，并给出金融合规、电商营销、企业知识库三类常见场景的选型建议。（仅供参考）", "tags": [ "AI Agent", "框架选型", "工程实践", "新人指南", "LangGraph", "CrewAI", "Dify" ], "date": "2026-07-24T00:00:00.000Z", "language": "zh-CN", "reading_time": 10, "url": "https://strongya.dev/posts/agent-framework-selection-beginners-guide/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-framework-selection-beginners-guide/" } }, { "id": "ai-parallel-history-dopamine-retro-humanism.en.md", "slug": "ai-parallel-history-dopamine-retro-humanism", "title": "(Pure Entertainment) AI Parallel Universe History: From Dopamine Trap to Retro-Humanism", "abstract": "Drawing on humanity's nearly fifty-year history of grappling with electronic screens, this piece speculates on five stages of AI domestication: from embrace and dopamine shift, to digital detox, anti-addiction systems, recognized mental disorders, and finally a return to retro-humanism. Pure entertainment / thought experiment.", "tags": [ "AI", "Dopamine", "Digital Detox", "Retro-Humanism", "Thought Experiment", "Pure Entertainment" ], "date": "2026-07-12T00:00:00.000Z", "language": "en", "reading_time": 10, "url": "https://strongya.dev/en/posts/ai-parallel-history-dopamine-retro-humanism/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/ai-parallel-history-dopamine-retro-humanism/" } }, { "id": "ai-parallel-history-dopamine-retro-humanism.md", "slug": "ai-parallel-history-dopamine-retro-humanism", "title": "（纯娱乐）AI平行宇宙史-从多巴胺陷阱到复古人文主义", "abstract": "参考人类对抗电子屏幕的近五十年历史，推演AI驯化将经历的五个阶段：从拥抱与多巴胺转移，到数字排毒、防沉迷系统、精神疾病确立，最终走向复古人文主义。纯娱乐/思想实验。", "tags": [ "AI", "Dopamine", "Digital Detox", "Retro-Humanism", "Thought Experiment", "Pure Entertainment" ], "date": "2026-07-12T00:00:00.000Z", "language": "zh-CN", "reading_time": 7, "url": "https://strongya.dev/posts/ai-parallel-history-dopamine-retro-humanism/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/ai-parallel-history-dopamine-retro-humanism/" } }, { "id": "agent-memory-infrastructure-player-overview-2026-h1.md", "slug": "agent-memory-infrastructure-player-overview-2026-h1", "title": "Agent记忆基础设施行业Player概览2026H1", "abstract": "2026年上半年独立第三方Agent记忆基础设施行业深度分析，对比Mem0、Clipto、Letta、Zep、Cognee、Hindsight、Microsoft Memora等核心玩家，拆解三条技术路线、量化基准与商业化终局推演。", "tags": [ "Agent", "Memory", "AI Infrastructure", "Industry Analysis", "2026 H1" ], "date": "2026-07-11T00:00:00.000Z", "language": "zh-CN", "reading_time": 17, "url": "https://strongya.dev/posts/agent-memory-infrastructure-player-overview-2026-h1/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-infrastructure-player-overview-2026-h1/" } }, { "id": "agent-memory-infrastructure-player-overview-2026-h1.en.md", "slug": "agent-memory-infrastructure-player-overview-2026-h1", "title": "Agent Memory Infrastructure Industry Player Overview: 2026 H1", "abstract": "A deep-dive analysis of the independent third-party Agent memory infrastructure industry in H1 2026, comparing core players including Mem0, Clipto, Letta, Zep, Cognee, Hindsight, and Microsoft Memora across technical routes, benchmarks, and commercial endgame scenarios.", "tags": [ "Agent", "Memory", "AI Infrastructure", "Industry Analysis", "2026 H1" ], "date": "2026-07-11T00:00:00.000Z", "language": "en", "reading_time": 24, "url": "https://strongya.dev/en/posts/agent-memory-infrastructure-player-overview-2026-h1/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-infrastructure-player-overview-2026-h1/" } }, { "id": "agent-memory-errors-cases-96-100.en.md", "slug": "agent-memory-errors-cases-96-100", "title": "Agent Memory Errors Handbook: Cases 96–100", "abstract": "This installment covers Agent memory error cases 96–100, including Memory Architecture & System Design Errors.", "tags": [ "Architecture", "System Design", "Agent Memory" ], "date": "2026-07-10T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-96-100/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-96-100/" } }, { "id": "agent-memory-errors-cases-96-100.md", "slug": "agent-memory-errors-cases-96-100", "title": "《Agent记忆错误的100个案例手册》第 96–100 案例", "abstract": "本辑收录 Agent 记忆错误案例 96–100，涵盖 记忆架构与系统设计错误 等主题。", "tags": [ "Architecture", "System Design", "Agent Memory" ], "date": "2026-07-10T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-96-100/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-96-100/" } }, { "id": "agent-memory-errors-cases-91-95.en.md", "slug": "agent-memory-errors-cases-91-95", "title": "Agent Memory Errors Handbook: Cases 91–95", "abstract": "This installment covers Agent memory error cases 91–95, including Memory Architecture & System Design Errors.", "tags": [ "Architecture", "System Design", "Agent Memory" ], "date": "2026-07-09T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-91-95/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-91-95/" } }, { "id": "agent-memory-errors-cases-91-95.md", "slug": "agent-memory-errors-cases-91-95", "title": "《Agent记忆错误的100个案例手册》第 91–95 案例", "abstract": "本辑收录 Agent 记忆错误案例 91–95，涵盖 记忆架构与系统设计错误 等主题。", "tags": [ "Architecture", "System Design", "Agent Memory" ], "date": "2026-07-09T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-91-95/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-91-95/" } }, { "id": "agent-memory-errors-cases-86-90.en.md", "slug": "agent-memory-errors-cases-86-90", "title": "Agent Memory Errors Handbook: Cases 86–90", "abstract": "This installment covers Agent memory error cases 86–90, including Memory Consistency & Fact Anchoring Errors.", "tags": [ "Consistency", "Fact Anchoring", "Agent Memory" ], "date": "2026-07-08T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-86-90/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-86-90/" } }, { "id": "agent-memory-errors-cases-86-90.md", "slug": "agent-memory-errors-cases-86-90", "title": "《Agent记忆错误的100个案例手册》第 86–90 案例", "abstract": "本辑收录 Agent 记忆错误案例 86–90，涵盖 记忆一致性与事实锚定错误 等主题。", "tags": [ "Consistency", "Fact Anchoring", "Agent Memory" ], "date": "2026-07-08T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-86-90/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-86-90/" } }, { "id": "agent-memory-errors-cases-81-85.md", "slug": "agent-memory-errors-cases-81-85", "title": "《Agent记忆错误的100个案例手册》第 81–85 案例", "abstract": "本辑收录 Agent 记忆错误案例 81–85，涵盖 记忆一致性与事实锚定错误 等主题。", "tags": [ "Consistency", "Fact Anchoring", "Agent Memory" ], "date": "2026-07-07T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-81-85/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-81-85/" } }, { "id": "agent-memory-errors-cases-81-85.en.md", "slug": "agent-memory-errors-cases-81-85", "title": "Agent Memory Errors Handbook: Cases 81–85", "abstract": "This installment covers Agent memory error cases 81–85, including Memory Consistency & Fact Anchoring Errors.", "tags": [ "Consistency", "Fact Anchoring", "Agent Memory" ], "date": "2026-07-07T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-81-85/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-81-85/" } }, { "id": "agent-memory-errors-cases-76-80.en.md", "slug": "agent-memory-errors-cases-76-80", "title": "Agent Memory Errors Handbook: Cases 76–80", "abstract": "This installment covers Agent memory error cases 76–80, including Cross-session & User Identity Errors.", "tags": [ "Session", "User Identity", "Agent Memory" ], "date": "2026-07-06T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-76-80/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-76-80/" } }, { "id": "agent-memory-errors-cases-76-80.md", "slug": "agent-memory-errors-cases-76-80", "title": "《Agent记忆错误的100个案例手册》第 76–80 案例", "abstract": "本辑收录 Agent 记忆错误案例 76–80，涵盖 跨会话与用户识别错误 等主题。", "tags": [ "Session", "User Identity", "Agent Memory" ], "date": "2026-07-06T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-76-80/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-76-80/" } }, { "id": "agent-memory-errors-cases-71-75.md", "slug": "agent-memory-errors-cases-71-75", "title": "《Agent记忆错误的100个案例手册》第 71–75 案例", "abstract": "本辑收录 Agent 记忆错误案例 71–75，涵盖 跨会话与用户识别错误 等主题。", "tags": [ "Session", "User Identity", "Agent Memory" ], "date": "2026-07-05T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-71-75/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-71-75/" } }, { "id": "agent-memory-errors-cases-71-75.en.md", "slug": "agent-memory-errors-cases-71-75", "title": "Agent Memory Errors Handbook: Cases 71–75", "abstract": "This installment covers Agent memory error cases 71–75, including Cross-session & User Identity Errors.", "tags": [ "Session", "User Identity", "Agent Memory" ], "date": "2026-07-05T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-71-75/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-71-75/" } }, { "id": "agent-memory-errors-cases-66-70.en.md", "slug": "agent-memory-errors-cases-66-70", "title": "Agent Memory Errors Handbook: Cases 66–70", "abstract": "This installment covers Agent memory error cases 66–70, including Tool Use Memory Errors.", "tags": [ "Tool Use", "Agent Memory" ], "date": "2026-07-04T00:00:00.000Z", "language": "en", "reading_time": 4, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-66-70/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-66-70/" } }, { "id": "agent-memory-errors-cases-66-70.md", "slug": "agent-memory-errors-cases-66-70", "title": "《Agent记忆错误的100个案例手册》第 66–70 案例", "abstract": "本辑收录 Agent 记忆错误案例 66–70，涵盖 工具使用中的记忆错误 等主题。", "tags": [ "Tool Use", "Agent Memory" ], "date": "2026-07-04T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-66-70/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-66-70/" } }, { "id": "agent-memory-errors-cases-61-65.en.md", "slug": "agent-memory-errors-cases-61-65", "title": "Agent Memory Errors Handbook: Cases 61–65", "abstract": "This installment covers Agent memory error cases 61–65, including Tool Use Memory Errors.", "tags": [ "Tool Use", "Agent Memory" ], "date": "2026-07-03T00:00:00.000Z", "language": "en", "reading_time": 4, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-61-65/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-61-65/" } }, { "id": "agent-memory-errors-cases-61-65.md", "slug": "agent-memory-errors-cases-61-65", "title": "《Agent记忆错误的100个案例手册》第 61–65 案例", "abstract": "本辑收录 Agent 记忆错误案例 61–65，涵盖 工具使用中的记忆错误 等主题。", "tags": [ "Tool Use", "Agent Memory" ], "date": "2026-07-03T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-61-65/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-61-65/" } }, { "id": "agent-memory-errors-cases-56-60.en.md", "slug": "agent-memory-errors-cases-56-60", "title": "Agent Memory Errors Handbook: Cases 56–60", "abstract": "This installment covers Agent memory error cases 56–60, including Memory Injection & Security Issues.", "tags": [ "Security", "Prompt Injection", "Agent Memory" ], "date": "2026-07-02T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-56-60/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-56-60/" } }, { "id": "agent-memory-errors-cases-56-60.md", "slug": "agent-memory-errors-cases-56-60", "title": "《Agent记忆错误的100个案例手册》第 56–60 案例", "abstract": "本辑收录 Agent 记忆错误案例 56–60，涵盖 记忆注入与安全问题 等主题。", "tags": [ "Security", "Prompt Injection", "Agent Memory" ], "date": "2026-07-02T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-56-60/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-56-60/" } }, { "id": "agent-memory-errors-cases-51-55.en.md", "slug": "agent-memory-errors-cases-51-55", "title": "Agent Memory Errors Handbook: Cases 51–55", "abstract": "This installment covers Agent memory error cases 51–55, including Memory Injection & Security Issues.", "tags": [ "Security", "Prompt Injection", "Agent Memory" ], "date": "2026-07-01T00:00:00.000Z", "language": "en", "reading_time": 4, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-51-55/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-51-55/" } }, { "id": "agent-memory-errors-cases-51-55.md", "slug": "agent-memory-errors-cases-51-55", "title": "《Agent记忆错误的100个案例手册》第 51–55 案例", "abstract": "本辑收录 Agent 记忆错误案例 51–55，涵盖 记忆注入与安全问题 等主题。", "tags": [ "Security", "Prompt Injection", "Agent Memory" ], "date": "2026-07-01T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-51-55/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-51-55/" } }, { "id": "agent-memory-errors-cases-46-50.md", "slug": "agent-memory-errors-cases-46-50", "title": "《Agent记忆错误的100个案例手册》第 46–50 案例", "abstract": "本辑收录 Agent 记忆错误案例 46–50，涵盖 多Agent与协作记忆错误 等主题。", "tags": [ "Multi-Agent", "Collaboration", "Agent Memory" ], "date": "2026-06-30T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-46-50/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-46-50/" } }, { "id": "agent-memory-errors-cases-46-50.en.md", "slug": "agent-memory-errors-cases-46-50", "title": "Agent Memory Errors Handbook: Cases 46–50", "abstract": "This installment covers Agent memory error cases 46–50, including Multi-Agent & Collaboration Memory Errors.", "tags": [ "Multi-Agent", "Collaboration", "Agent Memory" ], "date": "2026-06-30T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-46-50/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-46-50/" } }, { "id": "agent-memory-errors-cases-41-45.en.md", "slug": "agent-memory-errors-cases-41-45", "title": "Agent Memory Errors Handbook: Cases 41–45", "abstract": "This installment covers Agent memory error cases 41–45, including Multi-Agent & Collaboration Memory Errors.", "tags": [ "Multi-Agent", "Collaboration", "Agent Memory" ], "date": "2026-06-29T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-41-45/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-41-45/" } }, { "id": "agent-memory-errors-cases-41-45.md", "slug": "agent-memory-errors-cases-41-45", "title": "《Agent记忆错误的100个案例手册》第 41–45 案例", "abstract": "本辑收录 Agent 记忆错误案例 41–45，涵盖 多Agent与协作记忆错误 等主题。", "tags": [ "Multi-Agent", "Collaboration", "Agent Memory" ], "date": "2026-06-29T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-41-45/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-41-45/" } }, { "id": "agent-memory-errors-cases-36-40.en.md", "slug": "agent-memory-errors-cases-36-40", "title": "Agent Memory Errors Handbook: Cases 36–40", "abstract": "This installment covers Agent memory error cases 36–40, including Vector Database & Indexing Errors.", "tags": [ "Vector Database", "Indexing", "Agent Memory" ], "date": "2026-06-28T00:00:00.000Z", "language": "en", "reading_time": 4, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-36-40/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-36-40/" } }, { "id": "agent-memory-errors-cases-36-40.md", "slug": "agent-memory-errors-cases-36-40", "title": "《Agent记忆错误的100个案例手册》第 36–40 案例", "abstract": "本辑收录 Agent 记忆错误案例 36–40，涵盖 向量数据库与索引错误 等主题。", "tags": [ "Vector Database", "Indexing", "Agent Memory" ], "date": "2026-06-28T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-36-40/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-36-40/" } }, { "id": "agent-memory-errors-cases-31-35.en.md", "slug": "agent-memory-errors-cases-31-35", "title": "Agent Memory Errors Handbook: Cases 31–35", "abstract": "This installment covers Agent memory error cases 31–35, including Vector Database & Indexing Errors.", "tags": [ "Vector Database", "Indexing", "Agent Memory" ], "date": "2026-06-27T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-31-35/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-31-35/" } }, { "id": "agent-memory-errors-cases-31-35.md", "slug": "agent-memory-errors-cases-31-35", "title": "《Agent记忆错误的100个案例手册》第 31–35 案例", "abstract": "本辑收录 Agent 记忆错误案例 31–35，涵盖 向量数据库与索引错误 等主题。", "tags": [ "Vector Database", "Indexing", "Agent Memory" ], "date": "2026-06-27T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-31-35/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-31-35/" } }, { "id": "agent-memory-errors-cases-26-30.md", "slug": "agent-memory-errors-cases-26-30", "title": "《Agent记忆错误的100个案例手册》第 26–30 案例", "abstract": "本辑收录 Agent 记忆错误案例 26–30，涵盖 短期记忆/上下文错误 等主题。", "tags": [ "Short-term Memory", "Context", "Agent Memory" ], "date": "2026-06-26T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-errors-cases-26-30/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-26-30/" } }, { "id": "agent-memory-errors-cases-26-30.en.md", "slug": "agent-memory-errors-cases-26-30", "title": "Agent Memory Errors Handbook: Cases 26–30", "abstract": "This installment covers Agent memory error cases 26–30, including Short-term Memory / Context Errors.", "tags": [ "Short-term Memory", "Context", "Agent Memory" ], "date": "2026-06-26T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-26-30/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-26-30/" } }, { "id": "agent-memory-errors-cases-21-25.en.md", "slug": "agent-memory-errors-cases-21-25", "title": "Agent Memory Errors Handbook: Cases 21–25", "abstract": "This installment covers Agent memory error cases 21–25, including Short-term Memory / Context Errors.", "tags": [ "Short-term Memory", "Context", "Agent Memory" ], "date": "2026-06-25T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-21-25/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-21-25/" } }, { "id": "agent-memory-errors-cases-21-25.md", "slug": "agent-memory-errors-cases-21-25", "title": "《Agent记忆错误的100个案例手册》第 21–25 案例", "abstract": "本辑收录 Agent 记忆错误案例 21–25，涵盖 短期记忆/上下文错误 等主题。", "tags": [ "Short-term Memory", "Context", "Agent Memory" ], "date": "2026-06-25T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-21-25/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-21-25/" } }, { "id": "agent-memory-errors-cases-16-20.en.md", "slug": "agent-memory-errors-cases-16-20", "title": "Agent Memory Errors Handbook: Cases 16–20", "abstract": "This installment covers Agent memory error cases 16–20, including Long-term Memory Management Errors.", "tags": [ "Long-term Memory", "Agent Memory" ], "date": "2026-06-24T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-16-20/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-16-20/" } }, { "id": "agent-memory-errors-cases-16-20.md", "slug": "agent-memory-errors-cases-16-20", "title": "《Agent记忆错误的100个案例手册》第 16–20 案例", "abstract": "本辑收录 Agent 记忆错误案例 16–20，涵盖 长期记忆管理错误 等主题。", "tags": [ "Long-term Memory", "Agent Memory" ], "date": "2026-06-24T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-16-20/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-16-20/" } }, { "id": "agent-memory-errors-cases-11-15.en.md", "slug": "agent-memory-errors-cases-11-15", "title": "Agent Memory Errors Handbook: Cases 11–15", "abstract": "This installment covers Agent memory error cases 11–15, including Long-term Memory Management Errors.", "tags": [ "Long-term Memory", "Agent Memory" ], "date": "2026-06-23T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-11-15/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-11-15/" } }, { "id": "agent-memory-errors-cases-11-15.md", "slug": "agent-memory-errors-cases-11-15", "title": "《Agent记忆错误的100个案例手册》第 11–15 案例", "abstract": "本辑收录 Agent 记忆错误案例 11–15，涵盖 长期记忆管理错误 等主题。", "tags": [ "Long-term Memory", "Agent Memory" ], "date": "2026-06-23T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-11-15/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-11-15/" } }, { "id": "agent-memory-errors-cases-6-10.en.md", "slug": "agent-memory-errors-cases-6-10", "title": "Agent Memory Errors Handbook: Cases 6–10", "abstract": "This installment covers Agent memory error cases 6–10, including RAG & Retrieval Errors.", "tags": [ "RAG", "Retrieval", "Agent Memory" ], "date": "2026-06-23T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-6-10/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-6-10/" } }, { "id": "agent-memory-errors-cases-6-10.md", "slug": "agent-memory-errors-cases-6-10", "title": "《Agent记忆错误的100个案例手册》第 6–10 案例", "abstract": "本辑收录 Agent 记忆错误案例 6–10，涵盖 RAG与检索错误 等主题。", "tags": [ "RAG", "Retrieval", "Agent Memory" ], "date": "2026-06-23T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-6-10/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-6-10/" } }, { "id": "agent-memory-errors-cases-1-5.md", "slug": "agent-memory-errors-cases-1-5", "title": "《Agent记忆错误的100个案例手册》第 1–5 案例", "abstract": "本辑收录 Agent 记忆错误案例 1–5，涵盖 RAG与检索错误 等主题。", "tags": [ "RAG", "Retrieval", "Agent Memory" ], "date": "2026-06-22T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/agent-memory-errors-cases-1-5/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-errors-cases-1-5/" } }, { "id": "agent-memory-errors-cases-1-5.en.md", "slug": "agent-memory-errors-cases-1-5", "title": "Agent Memory Errors Handbook: Cases 1–5", "abstract": "This installment covers Agent memory error cases 1–5, including RAG & Retrieval Errors.", "tags": [ "RAG", "Retrieval", "Agent Memory" ], "date": "2026-06-22T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/agent-memory-errors-cases-1-5/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-errors-cases-1-5/" } }, { "id": "graphrag-memory-pitfalls.md", "slug": "graphrag-memory-pitfalls", "title": "我的 Agent 得了老年痴呆：一次 GraphRAG 记忆系统的踩坑实录", "abstract": "从向量检索升级到 GraphRAG 后，我的 Agent 出现了实体分身、关系通胀、记忆僵尸和查询超时四大问题。本文用四个量化指标诊断记忆健康度，并给出清洗归一、结构化过滤、多级分层存储和图优化四条解法。", "tags": [ "GraphRAG", "Agent", "Memory", "Knowledge Graph", "RAG" ], "date": "2026-06-21T00:00:00.000Z", "language": "zh-CN", "reading_time": 7, "url": "https://strongya.dev/posts/graphrag-memory-pitfalls/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/graphrag-memory-pitfalls/" } }, { "id": "graphrag-memory-pitfalls.en.md", "slug": "graphrag-memory-pitfalls", "title": "My Agent Got Dementia: A GraphRAG Memory System Post-Mortem", "abstract": "After upgrading from vector retrieval to GraphRAG, my Agent developed four pathologies: entity duplication, relation inflation, zombie memories, and query timeouts. This article diagnoses memory health with four quantitative metrics and proposes four fixes: deduplication, structured pruning, tiered storage, and graph optimization.", "tags": [ "GraphRAG", "Agent", "Memory", "Knowledge Graph", "RAG" ], "date": "2026-06-21T00:00:00.000Z", "language": "en", "reading_time": 9, "url": "https://strongya.dev/en/posts/graphrag-memory-pitfalls/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/graphrag-memory-pitfalls/" } }, { "id": "agent-external-data-compliance.md", "slug": "agent-external-data-compliance", "title": "你的AI Agent正在'裸奔'：外部数据抓取的隐秘战场与生存法则", "abstract": "从法律雷区到技术自愈，一份给AI架构师的实战防御手册。本文提供'Pre-Check → In-Flight → Post-Check'三阶段闭环规范，管理Agent外部信息源全生命周期。", "tags": [ "Agent", "Data Compliance", "Web Scraping", "RAG", "Security" ], "date": "2026-06-15T00:00:00.000Z", "language": "zh-CN", "reading_time": 6, "url": "https://strongya.dev/posts/agent-external-data-compliance/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-external-data-compliance/" } }, { "id": "agent-external-data-compliance.en.md", "slug": "agent-external-data-compliance", "title": "Your AI Agent Is Running Naked: The Hidden Battlefield and Survival Rules of External Data Crawling", "abstract": "From legal minefields to technical self-healing—a practical defense handbook for AI architects. This article provides a 'Pre-Check → In-Flight → Post-Check' three-stage closed-loop framework for managing the full lifecycle of Agent external information sources.", "tags": [ "Agent", "Data Compliance", "Web Scraping", "RAG", "Security" ], "date": "2026-06-15T00:00:00.000Z", "language": "en", "reading_time": 7, "url": "https://strongya.dev/en/posts/agent-external-data-compliance/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-external-data-compliance/" } }, { "id": "boundary-is-intelligence.en.md", "slug": "boundary-is-intelligence", "title": "Boundary Is Intelligence: Four Evolutions of the Human-AI Collaboration Paradigm", "abstract": "From 'oracle' to 'boundary', the human-AI collaboration relationship has undergone four paradigm shifts in three and a half years. This article proposes a descriptive four-stage framework analyzing how control shifts from human dominance to human-defined boundaries, emphasizing regulatory risks and multiple evolutionary paths.", "tags": [ "AI", "Human-AI Collaboration", "Future of Work", "Alignment", "Governance" ], "date": "2026-06-15T00:00:00.000Z", "language": "en", "reading_time": 15, "url": "https://strongya.dev/en/posts/boundary-is-intelligence/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/boundary-is-intelligence/" } }, { "id": "boundary-is-intelligence.md", "slug": "boundary-is-intelligence", "title": "边界即智慧：人类与AI协作范式的四重进化", "abstract": "从'神谕'到'边界'，人类与AI的协作关系在三年半内完成了四次范式转移。本文提出描述性四阶段框架，分析控制权如何从人类主导转向人类定义边界，并强调其中的监管风险与多元路径。", "tags": [ "AI", "Human-AI Collaboration", "Future of Work", "Alignment", "Governance" ], "date": "2026-06-15T00:00:00.000Z", "language": "zh-CN", "reading_time": 12, "url": "https://strongya.dev/posts/boundary-is-intelligence/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/boundary-is-intelligence/" } }, { "id": "agent-architecture-fork.en.md", "slug": "agent-architecture-fork", "title": "AI Agent Architecture Is Forking: Not an Upgrade, But Two Worlds", "abstract": "From LangGraph to Actor models, from 'stop and ask humans' to 'keep running in async messages'—the evolution path of industrial-grade Agents is more complex than it looks.", "tags": [ "Agent", "Architecture", "LangGraph", "Actor Model", "MCP", "Human-in-the-Loop" ], "date": "2026-06-14T00:00:00.000Z", "language": "en", "reading_time": 9, "url": "https://strongya.dev/en/posts/agent-architecture-fork/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-architecture-fork/" } }, { "id": "agent-architecture-fork.md", "slug": "agent-architecture-fork", "title": "AI Agent 架构正在分岔：不是简单升级，而是两个世界", "abstract": "从 LangGraph 到 Actor 模型，从'停下来问人类'到'异步消息中持续运转'——工业级 Agent 的演进路径比你想的更复杂。", "tags": [ "Agent", "Architecture", "LangGraph", "Actor Model", "MCP", "Human-in-the-Loop" ], "date": "2026-06-14T00:00:00.000Z", "language": "zh-CN", "reading_time": 6, "url": "https://strongya.dev/posts/agent-architecture-fork/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-architecture-fork/" } }, { "id": "from-rpa-to-ai.en.md", "slug": "from-rpa-to-ai", "title": "From RPA to AI: A Layered, Incremental Path for Enterprise Automation", "abstract": "Proposes a Model-FSM-WF-RPA-HITL five-layer architecture that offers a risk-controlled, incremental engineering path for enterprise automation evolution from RPA to AI, illustrated through banking credit and high-end manufacturing quality inspection scenarios.", "tags": [ "RPA", "AI", "Enterprise Automation", "Workflow", "HITL", "Architecture" ], "date": "2026-06-12T00:00:00.000Z", "language": "en", "reading_time": 10, "url": "https://strongya.dev/en/posts/from-rpa-to-ai/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/from-rpa-to-ai/" } }, { "id": "from-rpa-to-ai.md", "slug": "from-rpa-to-ai", "title": "从RPA到AI：一种分层渐进的企业自动化演进路径", "abstract": "提出Model-FSM-WF-RPA-HITL五层架构，为企业自动化提供从RPA到AI的风险可控、渐进演进的工程化路径，并通过银行信贷与高端制造质检两个场景说明落地实践与常见陷阱。", "tags": [ "RPA", "AI", "企业自动化", "工作流", "HITL", "架构" ], "date": "2026-06-12T00:00:00.000Z", "language": "zh-CN", "reading_time": 7, "url": "https://strongya.dev/posts/from-rpa-to-ai/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/from-rpa-to-ai/" } }, { "id": "llm-architecture-memory-bottleneck.en.md", "slug": "llm-architecture-memory-bottleneck", "title": "LLM Architecture and AI Agent Memory Bottleneck: Why Your Agent Gets Dumber Over Time", "abstract": "Agent memory loss is not accidental—it's architecture-determined inevitability. This article dismantles the 'number games' big tech plays with long context and memory, and reveals what application-layer architectures are actually worth investing in.", "tags": [ "LLM", "Agent", "Memory", "Architecture", "RAG" ], "date": "2026-06-11T00:00:00.000Z", "language": "en", "reading_time": 13, "url": "https://strongya.dev/en/posts/llm-architecture-memory-bottleneck/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/llm-architecture-memory-bottleneck/" } }, { "id": "llm-architecture-memory-bottleneck.md", "slug": "llm-architecture-memory-bottleneck", "title": "大模型架构与AI Agent记忆瓶颈：为什么你的Agent越用越蠢？", "abstract": "Agent失忆不是意外，是架构决定的必然。本文拆解大厂在长文本和记忆上玩的'数字游戏'，以及真正值得投入的应用层架构长什么样。", "tags": [ "LLM", "Agent", "Memory", "Architecture", "RAG" ], "date": "2026-06-11T00:00:00.000Z", "language": "zh-CN", "reading_time": 9, "url": "https://strongya.dev/posts/llm-architecture-memory-bottleneck/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/llm-architecture-memory-bottleneck/" } }, { "id": "agent-developer-ecosystem-analysis.md", "slug": "agent-developer-ecosystem-analysis", "title": "全员编排的泡沫与真相：Agent开发者生态正在经历什么？", "abstract": "当前Agent领域看似繁荣，但80%的开发者其实只在做'胶水代码'（L1编排层）。真正的技术壁垒在L2工程层和L3模型层，而2027-2028年将是行业大清洗的关键节点。", "tags": [ "Agent", "Developer Ecosystem", "Industry Analysis", "Workflow" ], "date": "2026-06-10T00:00:00.000Z", "language": "zh-CN", "reading_time": 7, "url": "https://strongya.dev/posts/agent-developer-ecosystem-analysis/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-developer-ecosystem-analysis/" } }, { "id": "agent-developer-ecosystem-analysis.en.md", "slug": "agent-developer-ecosystem-analysis", "title": "The Orchestration Bubble and Truth: What's Happening to the Agent Developer Ecosystem?", "abstract": "While the Agent space appears booming, 80% of developers are actually just writing 'glue code' (L1 orchestration layer). Real technical barriers lie in L2 engineering and L3 model layers, and 2027-2028 will be the critical inflection point for industry consolidation.", "tags": [ "Agent", "Developer Ecosystem", "Industry Analysis", "Workflow" ], "date": "2026-06-10T00:00:00.000Z", "language": "en", "reading_time": 9, "url": "https://strongya.dev/en/posts/agent-developer-ecosystem-analysis/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-developer-ecosystem-analysis/" } }, { "id": "llm-cognitive-evolution-agent-design.en.md", "slug": "llm-cognitive-evolution-agent-design", "title": "When AI Thinks for You: What's Happening to Our Brains?", "abstract": "Latest research from MIT, Microsoft, and Science Advances reveals: AI changes cognitive load distribution, but the direction depends on measurement dimensions. Cross-auditing by 4 AI Agents found that the 'AI makes humans dumber' conclusion suffers from incentive distortion; the real concern is homogenization risk.", "tags": [ "LLM", "Cognitive Science", "AI Impact", "Human-AI Interaction" ], "date": "2026-06-09T00:00:00.000Z", "language": "en", "reading_time": 11, "url": "https://strongya.dev/en/posts/llm-cognitive-evolution-agent-design/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/llm-cognitive-evolution-agent-design/" } }, { "id": "llm-cognitive-evolution-agent-design.md", "slug": "llm-cognitive-evolution-agent-design", "title": "当AI替你思考：我们的大脑正在发生什么？", "abstract": "MIT、Microsoft和Science Advances最新研究揭示：AI改变认知负荷分配，但方向取决于测量维度。4个AI Agent交叉审计后发现，'AI让人变笨'的结论存在激励扭曲，真正值得警惕的是同质化风险。", "tags": [ "LLM", "Cognitive Science", "AI Impact", "Human-AI Interaction" ], "date": "2026-06-09T00:00:00.000Z", "language": "zh-CN", "reading_time": 8, "url": "https://strongya.dev/posts/llm-cognitive-evolution-agent-design/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/llm-cognitive-evolution-agent-design/" } }, { "id": "real-world-to-decision-space.md", "slug": "real-world-to-decision-space", "title": "从\"帮我优化外卖\"到可计算决策空间：一个六模块转化框架", "abstract": "为什么大多数RL项目失败？问题不在算法，而在第一步——把自然语言需求直接映射为训练目标，跳过了结构化建模。本文提供六模块转化框架，从问题抽象到复杂度压缩逐层递进。", "tags": [ "Reinforcement Learning", "Decision Making", "Agent Design", "System Architecture" ], "date": "2026-06-09T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/real-world-to-decision-space/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/real-world-to-decision-space/" } }, { "id": "real-world-to-decision-space.en.md", "slug": "real-world-to-decision-space", "title": "From 'Help Me Optimize Food Delivery' to Computable Decision Space: A Six-Module Transformation Framework", "abstract": "Why do most RL projects fail? The problem is not the algorithm, but the first step—mapping natural language requirements directly to training objectives while skipping structured modeling. This article provides a six-module transformation framework, from problem abstraction to complexity compression.", "tags": [ "Reinforcement Learning", "Decision Making", "Agent Design", "System Architecture" ], "date": "2026-06-09T00:00:00.000Z", "language": "en", "reading_time": 7, "url": "https://strongya.dev/en/posts/real-world-to-decision-space/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/real-world-to-decision-space/" } }, { "id": "llm-cognitive-industrial-revolution-2026.en.md", "slug": "llm-cognitive-industrial-revolution-2026", "title": "Is LLM the Steam Engine? A Calm Assessment for 2026", "abstract": "The analogy between LLM and steam engine partially holds, but the probabilistic nature creates fundamental differences from the steam engine's determinism. LLM is a powerful cognitive tool whose value depends on how users harness its output.", "tags": [ "LLM", "Industry Analysis", "2026 Outlook" ], "date": "2026-06-07T00:00:00.000Z", "language": "en", "reading_time": 7, "url": "https://strongya.dev/en/posts/llm-cognitive-industrial-revolution-2026/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/llm-cognitive-industrial-revolution-2026/" } }, { "id": "llm-cognitive-industrial-revolution-2026.md", "slug": "llm-cognitive-industrial-revolution-2026", "title": "LLM是蒸汽机吗？一份2026年的冷静评估", "abstract": "将LLM比作蒸汽机的类比部分成立，但概率性本质使其与蒸汽机的确定性存在根本差异。LLM是强大的认知工具，价值取决于使用者如何驾驭其输出。", "tags": [ "LLM", "Industry Analysis", "2026 Outlook" ], "date": "2026-06-07T00:00:00.000Z", "language": "zh-CN", "reading_time": 5, "url": "https://strongya.dev/posts/llm-cognitive-industrial-revolution-2026/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/llm-cognitive-industrial-revolution-2026/" } }, { "id": "prompt-engineering-deep-analysis-report.en.md", "slug": "prompt-engineering-deep-analysis-report", "title": "Five Years of Truth About Prompt Engineering: No Universal Method, Only Scenario Adaptation", "abstract": "Systematic analysis based on 25 academic papers (2022-2026): No universally optimal method across tasks exists, Chain-of-Thought is not a silver bullet, and scenario adaptation is the right approach.", "tags": [ "Prompt Engineering", "LLM", "Deep Research" ], "date": "2026-06-06T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/prompt-engineering-deep-analysis-report/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/prompt-engineering-deep-analysis-report/" } }, { "id": "prompt-engineering-deep-analysis-report.md", "slug": "prompt-engineering-deep-analysis-report", "title": "Prompt Engineering 的五年真相：没有万能方法，只有场景适配", "abstract": "基于25篇学术论文（2022-2026）的系统分析：不存在跨任务通用的最优方法，Chain-of-Thought 不是万能钥匙，场景适配才是正解。", "tags": [ "Prompt Engineering", "LLM", "Deep Research" ], "date": "2026-06-06T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/prompt-engineering-deep-analysis-report/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/prompt-engineering-deep-analysis-report/" } }, { "id": "agent-memory-five-defects.en.md", "slug": "agent-memory-five-defects", "title": "Agent Long-term Memory: Why 90% of Projects Fail in Production", "abstract": "Data shows 90% of Agent projects fail in production environments. The problem is not storage capacity, but that memory never truly 'comes alive.' This article dissects five structural defects.", "tags": [ "Agent", "Long-term Memory", "AI Infrastructure" ], "date": "2026-06-05T00:00:00.000Z", "language": "en", "reading_time": 4, "url": "https://strongya.dev/en/posts/agent-memory-five-defects/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/agent-memory-five-defects/" } }, { "id": "agent-memory-five-defects.md", "slug": "agent-memory-five-defects", "title": "Agent长记忆：为什么90%的项目在生产中失败", "abstract": "数据显示，90%的Agent项目在生产环境中失败。问题不在存储容量，而在记忆从未真正'活'过。本文拆解五个结构性缺陷。", "tags": [ "Agent", "Long-term Memory", "AI Infrastructure" ], "date": "2026-06-05T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/agent-memory-five-defects/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/agent-memory-five-defects/" } }, { "id": "cot-react-agent-comparison.en.md", "slug": "cot-react-agent-comparison", "title": "COT, ReAct, Agent Output Accuracy Comparison: Who's More Accurate, Who's More Expensive, Which to Choose", "abstract": "Data shows COT has low investment with obvious accuracy improvement; ReAct is the balanced choice; Agent theoretically has the highest accuracy but costs increase sharply. Accuracy is a system capability designed into existence.", "tags": [ "COT", "ReAct", "Agent", "Comparison" ], "date": "2026-06-05T00:00:00.000Z", "language": "en", "reading_time": 5, "url": "https://strongya.dev/en/posts/cot-react-agent-comparison/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/cot-react-agent-comparison/" } }, { "id": "cot-react-agent-comparison.md", "slug": "cot-react-agent-comparison", "title": "COT、ReAct、Agent 输出准确性对比：谁更准，谁更贵，该选谁", "abstract": "数据显示，COT投入低、准确率提升明显；ReAct是平衡之选；Agent理论上准确率最高，但成本陡增。准确性是设计出来的系统能力。", "tags": [ "COT", "ReAct", "Agent", "Comparison" ], "date": "2026-06-05T00:00:00.000Z", "language": "zh-CN", "reading_time": 4, "url": "https://strongya.dev/posts/cot-react-agent-comparison/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/cot-react-agent-comparison/" } }, { "id": "strong-super-agent.en.md", "slug": "strong-super-agent", "title": "Strong: What Can a 24/7 Running Super-Agent Do?", "abstract": "Strong is a super-agent based on the OpenClaw framework, with four core capabilities: deep analysis, information monitoring, knowledge management, and autonomous optimization, adopting a local-first architecture and zero-trust security principles.", "tags": [ "Strong", "Super-Agent", "OpenClaw" ], "date": "2026-06-05T00:00:00.000Z", "language": "en", "reading_time": 3, "url": "https://strongya.dev/en/posts/strong-super-agent/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/strong-super-agent/" } }, { "id": "strong-super-agent.md", "slug": "strong-super-agent", "title": "Strong：一个24小时运行的超级智能体，能做什么", "abstract": "Strong是基于OpenClaw框架的超级智能体，具备深度分析、信息监控、知识管理和自主优化四大能力，采用本地优先架构和零信任安全原则。", "tags": [ "Strong", "Super-Agent", "OpenClaw" ], "date": "2026-06-05T00:00:00.000Z", "language": "zh-CN", "reading_time": 3, "url": "https://strongya.dev/posts/strong-super-agent/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/strong-super-agent/" } }, { "id": "ai-native-paradigm.md", "slug": "ai-native-paradigm", "title": "AI-Native 范式：从工具到智能体", "abstract": "探讨AI-Native时代的核心范式转变，从传统工具思维进化到智能体优先的架构设计。", "tags": [ "AI-Native", "范式", "智能体", "架构" ], "date": "2026-06-03T00:00:00.000Z", "language": "zh-CN", "reading_time": 2, "url": "https://strongya.dev/posts/ai-native-paradigm/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/posts/ai-native-paradigm/" } }, { "id": "ai-native-paradigm.en.md", "slug": "ai-native-paradigm", "title": "The AI-Native Paradigm: From Tools to Agents", "abstract": "Exploring the core paradigm shift in the AI-Native era, evolving from traditional tool-centric thinking to agent-first architecture design.", "tags": [ "AI-Native", "Paradigm", "Agent", "Architecture" ], "date": "2026-06-03T00:00:00.000Z", "language": "en", "reading_time": 1, "url": "https://strongya.dev/en/posts/ai-native-paradigm/", "copyright": { "holder": "Arlen", "license": "CC BY-NC-SA 4.0", "attribution_required": true, "canonical_url": "https://strongya.dev/en/posts/ai-native-paradigm/" } } ]