#declarative agent
248 related articles
Industry Insights·2 min
In-Depth Analysis of C++ + AI Full-Stack Training Programs: Career Transition Paths for Developers in 2026
An in-depth analysis of C++ + AI full-stack training programs covering CUDA, YOLO, RAG, and interest-aligned employment guarantees for C++ developers transitioning to AI roles.
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Product Reviews·1 min
Google Antigravity SDK Released: A Minimalist Python Framework for Building AI Agents
Google releases Antigravity SDK preview, a Python AI Agent framework. Features minimal code startup, declarative security policies, MCP integration, multimodal input, and streaming output.
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Deep Dives·2 min
CLAUDE.md: How One Markdown File Cut AI Coding Rework Rates from 41% to 11%
How CLAUDE.md — a 14k-star GitHub file — uses four golden rules to cut Claude Code rework rates from 41% to 11%, based on Karpathy's analysis of AI coding failures.
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Tutorials·2 min
AI Programming in Practice: Building a Cross-Platform App in 1 Hour with Codex + Firebase
Learn how to use OpenAI Codex and GPT 5.5 for AI programming (Vibe Coding) with Firebase and Vercel to build a complete cross-platform app in 1 hour — covering Web, desktop, and iOS.
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Tutorials·2 min
LangChain Conversational Memory in Practice: Principles and Latest Implementation of Four Memory Types
Deep dive into four conversational memory types in LangChain 0.3: Buffer, Window, Summary, and Summary Buffer. Covers RunnableWithMessageHistory implementation with selection guidelines.
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Tech Frontiers·2 min
Datasette Agent: An Open-Source AI Assistant for Querying Databases with Natural Language
Simon Willison releases Datasette Agent, combining LLM with Datasette to enable natural language database queries, plugin extensions, and local model support for personal data analysis.
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Tutorials·2 min
OpenAI Codex Hands-On Tutorial: A Complete Guide to Prompt Engineering, Agent Skills & Cloud Automation
Deep dive into OpenAI Codex's three core capabilities: prompt engineering for better code generation, agent skills for autonomous programming, and cloud automation for end-to-end CI/CD pipelines.
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Tutorials·2 min
5 Fatal AI Agent Failure Modes: A Practical Guide to Safe Architecture Design
Deep dive into 5 fatal AI Agent failure modes: infinite loops, tool hallucination, context explosion, error cascades, and permission escalation — with practical safety architecture solutions.
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Tutorials·1 min
AI Agent Open-Source Course: 36 Chapters from ReAct to Claude Code Full-Stack Practical Guide
Open-source GitHub project agent-study offers 36 chapters covering ReAct loops, Claude Code reverse engineering, MCP protocol, RAG, DSPy, and production observability as runnable Python code.
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Tutorials·4 min
Windsurf Seamless Account Switching Tool "Spark": Auto-Switch Accounts for Unlimited Free Credits
Detailed analysis of the Windsurf seamless account switching tool "Spark": batch account management, automatic Token refresh, seamless switching mechanism, MCP long conversation capability, ban risks, and compliant alternatives.
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Tutorials·4 min
Windsurf Seamless Account Switching Tool "Spark": Auto-Switch Accounts for Unlimited Free Credits
Detailed analysis of the Windsurf seamless account switching tool "Spark": batch account management, auto Token refresh, seamless switching mechanism, MCP-based long conversations, ban risks, and compliant alternatives.
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Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
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Tutorials·4 min
Claude Opus 4.5 Tutorial: Real-World Coding Tests + How to Access from China Without a VPN
Hands-on review of Claude Opus 4.5's coding, writing, and data visualization capabilities. Includes two methods for accessing it from China without a VPN, plus real demos of bug fixing and dashboard development.
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Product Reviews·2 min
Codex Desktop In-Depth Review: Goodbye Command Line, AI Programming Enters the Visual Era
In-depth review of OpenAI Codex Desktop: Worktree multi-task parallelism, Skills system, automated bug scanning, and comparison with Claude Code to help you decide if this visual AI coding tool fits your workflow.
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Product Reviews·2 min
Pocket Mini Apps: Build and Publish Instantly with an Online Claude Code Platform
Pocket Mini Apps is an online Claude Code platform with multi-project support, instant publishing, and full backend capabilities including WeChat integration and database support.
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Deep Dives·2 min
LangChain Core Architecture Explained: A Practical Guide to Its Five Key Modules
Deep dive into LangChain's five core modules: Model I/O, Data Connection & Retrieval, Chains, Agents, and Memory. Learn RAG workflows, Agent decision-making, and practical AI app development.
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Product Reviews·3 min
The Complete Guide to Mistral Wire: Free Open-Source Terminal AI Coding Assistant & Best Claude Code Alternative
Deep dive into Mistral Wire—a free open-source terminal AI coding assistant. Detailed comparison with Claude Code, covering sub-agents, parallel tasks, slash commands, installation guide & demos.
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Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
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Research·4 min
MEME Benchmark Reveals Critical Flaws in LLM Memory Systems: Dependency Reasoning Accuracy Below 50%
MEME benchmark first evaluates LLM memory dependency reasoning across 6 major systems—best accuracy only 42%. Deep analysis of cascade and missing task failures reveals path to next-gen AI memory.
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Product Reviews·3 min
2025 Comparison of Six Major Agent Development Frameworks: AutoGen/LangChain/LangGraph Selection Guide
In-depth comparison of six AI Agent frameworks—AutoGen, LangChain, LangGraph, Google ADK, OpenAI Agents, AgentScope—covering architecture, ecosystem maturity, and practical selection advice.
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