#three-layer architecture
204 related articles
·3 min
Agent Tool Call Failures? Layered Fault Governance Is the Right Answer
How to handle Agent tool call failures? Learn a 3-tier fault governance system: exponential backoff, self-correction loops, and human-in-the-loop for high-risk failures.
Read more →
·3 min
What to Do When Model Training Fails? A Systematic Debugging and Iteration Guide
Model training failure is the norm in research, not the end. Using a real DiT fine-tuning failure on weather radar as a case study, this guide offers a systematic three-layer debugging methodology — data, training convergence, and evaluation — to help deep learning practitioners diagnose issues and iterate efficiently.
Read more →
·3 min
Complete AI Agent Development Learning Path: From Core Principles to Enterprise Deployment
A structured AI Agent learning path covering core principles, prompt engineering, tool use, multi-agent systems, and frameworks like LangChain, CrewAI, and Dify for enterprise deployment.
Read more →
Deep Dives
Deep Dive into AI Agent Skill Design: …
·3 min
Deep Dive into AI Agent Skill Design: Engineering Practices from Anthropic and Perplexity
A deep dive into Skill design philosophy from Anthropic's Claude Code team and Perplexity's Agent team, covering the Tax Test, Gotchas Flywheel, progressive disclosure, and Eval-First practices for building high-quality AI Agent skill systems.
Read more →
Voice-Driven Geometric Interaction: LL…
·2 min
Voice-Driven Geometric Interaction: LLM Semantic Parsing and Function Calling Architecture in Practice
How can LLMs translate natural language into geometric operations? This article breaks down a voice-driven geometry system: LLM for semantic parsing, Function Calling to bridge the geometry SDK.
Read more →
Is LLM the Wrong Foundation for Robot …
·3 min
Is LLM the Wrong Foundation for Robot Intelligence? The Great Debate in Embodied AI
Robotics researcher Ranjay Krishna challenges LLMs as the foundation for robot intelligence. Is language an unnecessary layer between perception and action? A deep dive into VLA models vs. end-to-end architectures.
Read more →
·3 min
AI Agents Are Reshaping Software Testing: A Practical Guide from Cursor to LangChain
A deep dive into AI-powered testing: Cursor Skills, Coze agents, and LangChain multi-agent systems for automated test case generation, BDD, and review workflows.
Read more →
AI Agents Playing Games: The Technical…
·2 min
AI Agents Playing Games: The Technical Value and Research Significance Behind the Fun
Why do AI agents play games? Explore how games serve as ideal AI training environments — from DeepMind's AlphaGo to LLM-driven agent experiments — and why game-playing benchmarks matter.
Read more →
·3 min
The Complete Guide to OpenAI Codex: AI Agent Programming and Automation in Practice
A deep dive into OpenAI Codex: browser automation, Goal execution, plugins, Skills ecosystem, and coding power. Master 90% of Codex's features and transform your workflow.
Read more →
·3 min
LangChain Practical Guide: From RAG Applications to Intelligent Agent Development
A comprehensive guide to LangChain: core concepts, RAG applications, Agent development, version selection (0.3/1.0), and career opportunities for Java/Python developers entering LLM development.
Read more →
·3 min
Sony RX10 V Superzoom Deep Dive: Stacked Sensor + 25x Zoom Mark a Major Upgrade
Sony revives the RX10 series after nine years with the RX10 V — featuring a new 1-inch stacked CMOS sensor and Zeiss 24-600mm f/2.4-4 lens. Full specs breakdown inside.
Read more →
·4 min
MCP Protocol Deep Dive: Its Relationship with Function Calling and Agents, Plus a Practical Guide
Deep dive into MCP (Model Context Protocol): clarifying the three-layer relationship between MCP, Function Calling, and Agents, covering protocol roles, call flows, transport choices, and production security for AI developers.
Read more →
·2 min
Siemens TIA Portal AI Agent in Practice: A New Paradigm for Intelligent Industrial PLC Programming
An in-depth look at how AI Agents empower Siemens TIA Portal PLC programming: project decomposition agents, local RAG knowledge retrieval, and automatic error repair working together to lower the barrier to industrial automation programming.
Read more →
·7 min
Unity Custom MCP Tool Development Guide: Enabling AI Agents to Precisely Control the Editor
Learn how to develop custom tools based on the Unity MCP Relay Server, enabling AI agents like Cursor to directly control the Unity editor. Covers setup, tool building, parameter validation, and MCP Pro comparison.
Read more →
·4 min
Building an LLM Wiki with Agents: Let AI Automatically Manage Your Knowledge Base
A deep dive into the LLM Wiki: how Agents auto-build indexes and bidirectional links to solve slow, Token-heavy retrieval in growing knowledge bases. Full breakdown of its three-layer structure.
Read more →
·5 min
Hands-On with PageAgent: Add AI Agent Capabilities to Web Pages with a Single Line of Code
In-depth hands-on review of Alibaba's open-source web automation tool PageAgent: three integration methods, script execution analysis, and a full breakdown of current limitations. Add AI Agent capabilities to web pages with one line of JS.
Read more →
·3 min
Google Open-Sources Stitch Skills: A New Practice in AI Agent Skill Standardization
Google Labs open-sourced stitch-skills, a standardized skill encapsulation solution for AI Agents, compatible with Gemini CLI, Claude Code, Cursor and more.
Read more →
·6 min
Andrew Ng × Anthropic: A Hands-On Claude Code Tutorial and Core Methodology
Andrew Ng partners with Anthropic to launch a hands-on Claude Code course, revealing its simple architecture, local security edge, and core context methodology across three cases: RAG chatbot, Jupyter analysis, and Figma-to-frontend.
Read more →
·7 min
Bluesky Officially Names Toni Schneider as CEO: A New Chapter for the Decentralized Social Platform
Decentralized social platform Bluesky officially names Toni Schneider as CEO, dropping the 'interim' title. The former Automattic chief and open-web advocate says he's 'all in,' marking Bluesky's shift from exploration to certainty and a new phase for its AT Protocol ecosystem.
Read more →
·7 min
50 AI Research Job Applications to FAANG, 0 Replies? Unpacking the Truth Behind the Job Search Struggle
An AI research engineer with 3 years of experience sent 50 applications to FAANG with zero replies. This article breaks down the hidden barriers of top-tech AI roles, the truth about LinkedIn ghost jobs, and the MLE vs. Research Engineer divide.
Read more →