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Architecture and Beyond
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Architecture and Beyond

Focused on AIGC SaaS technical architecture and tech team management, sharing insights on architecture, development efficiency, team leadership, startup technology choices, large‑scale website design, and high‑performance, highly‑available, scalable solutions.

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Recent Articles

Latest from Architecture and Beyond

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Architecture and Beyond
Architecture and Beyond
Apr 12, 2025 · Backend Development

How to Keep Your AIGC Service Stable: Queueing and Rate‑Limiting Strategies

This article explains why AIGC services need queueing systems and rate‑limiting, describes the user‑facing behaviors of both mechanisms, outlines design goals, compares queue and limiter implementations, and provides practical guidance on selecting middleware, monitoring, and integrating them into a production workflow.

AIGCMessage QueueMonitoring
0 likes · 28 min read
How to Keep Your AIGC Service Stable: Queueing and Rate‑Limiting Strategies
Architecture and Beyond
Architecture and Beyond
Apr 5, 2025 · Artificial Intelligence

Why Defining Problem Boundaries Is Crucial for Effective AI Agents

The article discusses how defining clear problem boundaries is essential for AI agents, explains the challenges of vague tasks for large language models, and proposes multi‑stage decomposition, self‑reflection, and human‑in‑the‑loop strategies to improve AI performance on complex, dynamic tasks.

AIAgent architectureTask Decomposition
0 likes · 13 min read
Why Defining Problem Boundaries Is Crucial for Effective AI Agents
Architecture and Beyond
Architecture and Beyond
Mar 29, 2025 · Artificial Intelligence

Understanding and Overcoming AI Anxiety

This article explores the phenomenon of AI anxiety, its roots in uncertainty, fear of replacement, and loss of relevance, and offers practical strategies for acceptance, skill development, human‑AI collaboration, and ethical safeguards to help individuals thrive in the rapidly evolving AI era.

AI anxietyAI ethicsTechnology adoption
0 likes · 12 min read
Understanding and Overcoming AI Anxiety
Architecture and Beyond
Architecture and Beyond
Mar 15, 2025 · Information Security

Prompt Injection Attacks on Large Language Models: Risks, Types, and Defense Framework

This article explains how prompt injection attacks exploit large language models by altering their behavior through crafted inputs, outlines the major harms and attack categories—including direct, indirect, multimodal, code, and jailbreak attacks—and presents a comprehensive three‑layer defense framework covering input‑side, output‑side, and system‑level protections.

AI safetyInformation SecurityLLM security
0 likes · 16 min read
Prompt Injection Attacks on Large Language Models: Risks, Types, and Defense Framework
Architecture and Beyond
Architecture and Beyond
Mar 9, 2025 · Artificial Intelligence

Evolution of AI Interaction Paradigms: From Function Calling to MCP and AI Agents

The article examines the rapid rise of AI agents like Manus and OpenManus, explains the limitations of cloud‑only models, details the Function Calling mechanism and its pros and cons, introduces the Model Context Protocol (MCP) as a more powerful evolution, and finally describes how AI Agents combine planning, dynamic tool use, memory, and autonomous decision‑making to achieve fully closed‑loop intelligent automation.

AI AgentAI InteractionAI automation
0 likes · 20 min read
Evolution of AI Interaction Paradigms: From Function Calling to MCP and AI Agents
Architecture and Beyond
Architecture and Beyond
Feb 22, 2025 · Artificial Intelligence

Understanding Retrieval‑Augmented Generation (RAG) and Its Role in Enhancing Large Language Models

The article explains how the inherent knowledge‑staleness, hallucination, lack of private data, non‑traceable output, limited long‑text handling, and data‑security concerns of large language models can be mitigated by Retrieval‑Augmented Generation, which combines external retrieval, augmentation, and generation to provide up‑to‑date, reliable, and secure AI responses.

AIKnowledge augmentationLLM
0 likes · 15 min read
Understanding Retrieval‑Augmented Generation (RAG) and Its Role in Enhancing Large Language Models
Architecture and Beyond
Architecture and Beyond
Feb 6, 2025 · Operations

Analyzing DeepSeek’s Availability Issues and Applying Traditional Internet Reliability Strategies to AIGC

This article examines DeepSeek’s frequent service interruptions, contrasts the inherent reliability challenges of AIGC products with traditional internet applications, and proposes adopting proven isolation, rate‑limiting, and elastic‑scaling techniques to improve AI service availability and user experience.

AIGCAvailabilityDeepSeek
0 likes · 12 min read
Analyzing DeepSeek’s Availability Issues and Applying Traditional Internet Reliability Strategies to AIGC
Architecture and Beyond
Architecture and Beyond
Feb 1, 2025 · R&D Management

Developing Soft Skills for R&D in the AI Era: From Problem Definition to Critical Thinking

In the AI era, developers must shift from merely writing code to mastering soft skills such as problem definition, cross‑functional collaboration, and critical thinking, using AI tools as assistants while maintaining rigorous quality checks and clear communication to create real business value.

AICritical ThinkingCross‑Functional Collaboration
0 likes · 17 min read
Developing Soft Skills for R&D in the AI Era: From Problem Definition to Critical Thinking