Tag: AI Infrastructure

2 articles

Agent Memory Infrastructure Industry Player Overview: 2026 H1

7/11/2026

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.

Agent Long-term Memory: Why 90% of Projects Fail in Production

6/5/2026

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.

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Agent Architecture LangGraph Actor Model MCP Human-in-the-Loop Data Compliance Web Scraping RAG Security Retrieval Agent Memory Developer Ecosystem Industry Analysis Workflow AI Agent Framework Selection Engineering Practice Beginner Guide CrewAI Dify 框架选型工程实践新人指南 Long-term Memory Short-term Memory Context Vector Database Indexing Multi-Agent Collaboration Prompt Injection Tool Use Session User Identity Consistency Fact Anchoring System Design AI Infrastructure Memory 2026 H1 AI-Native 范式智能体架构 AI Dopamine Digital Detox Retro-Humanism Thought Experiment Pure Entertainment Paradigm COT ReAct Comparison Human-AI Collaboration Future of Work Alignment Governance RPA Enterprise Automation HITL 企业自动化工作流 GraphRAG Knowledge Graph LLM Cognitive Science AI Impact Human-AI Interaction 2026 Outlook Prompt Engineering Deep Research Reinforcement Learning Decision Making Agent Design System Architecture Strong Super-Agent OpenClaw