#parallel agents
1212 related articles
Deep Dives·3 min
ReAct Pattern and Transformer Architecture Explained: High-Frequency AI Interview Topics for Frontend Developers
Deep dive into Agent core logic ReAct (Reasoning + Acting) execution flow, Transformer self-attention mechanism, and essential AI skills for frontend developers including prompt engineering, RAG, and Agent development.
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Deep Dives·3 min
Two Root Causes of Agent Context Rot: Distraction vs. Poisoning Explained
AI Agent getting dumber over time? Context Rot has two root causes: Distraction (attention dilution) and Poisoning (causal chain contamination). Learn symptoms, mechanisms, and remediation strategies.
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Deep Dives·3 min
What Are Large Language Models? A Deep Dive into Parameters, Models, and the Essence of AI LLMs
What exactly is a large model? This article explains the essence of LLMs from the core concepts of "models" and "parameters," covering GPT parameter scales, vector dimensions, and open-source model selection.
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Tutorials·4 min
Hermes Agent in Practice: Building a Memory-Persistent AI Assistant with a Four-Layer Memory System
Deep dive into Hermes Agent's four-layer memory system architecture, covering Harness Engineering principles, Lark integration, persistent memory configuration, and autonomous Skill evolution for building AI assistants that never forget.
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Tutorials·4 min
The Complete Guide to Mistral Vibe: A Free API-Powered Terminal AI Coding Assistant
Complete guide to Mistral Vibe terminal AI coding assistant: free Experiment Plan setup, Mistral Medium 3.5 features, remote agent capabilities, and six core use cases for zero-cost AI-assisted coding.
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Tutorials·3 min
GPT-OSS-20B Private Deployment Guide: Hardware Selection + Deployment Process + Performance Testing
Complete guide to privately deploying OpenAI's open-source GPT-OSS-20B: GPU selection (RTX 5090/V100/4070Ti), Linux deployment steps, API configuration, and real-world benchmarks with 120B hardware comparison.
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Product Reviews·3 min
OpenAI Codex Desktop In-Depth Review: Skills System, Three Execution Modes & Hands-On Experience
In-depth review of OpenAI Codex Desktop: Skills system installation & customization, Local/Worktree/Cloud execution modes compared, workspace management & security controls for AI-powered development.
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Tutorials·3 min
LocalAI Tutorial: Deploy LLMs Locally Without a GPU Using Docker
Complete LocalAI deployment tutorial: run nearly 1,000 open-source LLMs locally without a GPU. One-click Docker setup, OpenAI API compatible, supports chat, image generation, and voice — fully private.
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Product Reviews·3 min
Rovo Agent: 20 Million Free Tokens Daily, #1 on SWE-bench AI Coding CLI Tool
Rovo Agent is Atlassian's AI coding CLI tool offering 20M free Claude 4 Sonnet tokens daily, ranked #1 on SWE-bench. Learn about its adaptive memory system, installation, and hands-on experience.
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Product Reviews·3 min
Vibe-Kanban: An Open-Source Platform for Unified Orchestration of AI Coding Agents Like Claude Code and Gemini CLI
Vibe-Kanban is an open-source AI coding agent orchestration platform supporting parallel task processing with Claude Code, Gemini CLI, and AMP via kanban tracking and centralized MCP configuration.
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Product Reviews·3 min
Vibe Board: An Open-Source Orchestration Platform for Managing Multiple AI Coding Agents
Vibe Board (VibeCombat) is an open-source AI coding agent management platform supporting parallel orchestration of Claude Code, Gemini CLI, AMP, and more with unified MCP config and real-time task tracking.
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Tutorials·4 min
2025 LLM Career Transition Roadmap: A Three-Phase Plan from Foundations → Frameworks → Real-World Projects
A systematic 2025 LLM career transition roadmap covering Python, Transformers, LangChain, LlamaIndex, RAG, Agent development, and fine-tuning across three phases achievable in 2-3 months.
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Product Reviews·3 min
OMI OpenCode in Practice: A Detailed Guide to the Free Open-Source Multi-Agent AI Coding Framework
Deep dive into OMI OpenCode multi-agent orchestration framework with SysForce. Covers installation, practical demos, free vs. paid plans for building efficient AI coding workflows.
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Expert Opinions·3 min
From WeChat Codex to AI Agent Best Practices: A Developer's Pivot
After completing core WeChat-Codex integration, the Codex Bridge author validated three directions and pivoted to AI Agent best practices—sharing product thinking and methodology insights.
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Tech Frontiers·3 min
OpenAI Codex Hits Mobile: The AI Programming Tool Ecosystem War Goes Full Scale
OpenAI Codex integrates with ChatGPT mobile, Microsoft tightens Claude Code licensing, Tencent open-sources Agent Memory cutting tokens by 61%, NVIDIA launches Rubin platform, RSI valued at $4.6B.
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Product Reviews·3 min
PaiAgent: A Lightweight AI Workflow Orchestration System Built with Vibe Coding
Deep dive into PaiAgent, a lightweight AI workflow orchestration system built with Spring AI and LangGraph4J. Explore its DAG engine design, differentiation from Dify/n8n, and Vibe Coding development insights.
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Tutorials·4 min
Integrating Nano Banana 2 with Claude Code: A Hands-On Tutorial for Fully Automated Batch AI Image Generation
Learn how to integrate Nano Banana 2 image generation with Claude Code for automated batch AI image creation, structured JSON prompts, and reference image editing.
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Tutorials·4 min
Enterprise Deep Research Agent Implementation Guide: Architecture Design and Core Pain Points
A deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
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Tutorials·3 min
Superpowers in Practice: Making AI Coding Follow Software Engineering Standards
Learn how Superpowers solves five major AI coding problems through a standardized seven-step workflow. Practical Vue3 comparison shows dramatic code quality improvements.
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Product Reviews·3 min
Claude Code 2.0 Review: Rewind Rollback, Usage Monitoring, and Other Practical New Features
In-depth review of Claude Code 2.0's three core features: Usage monitoring, Rewind code rollback, and Ctrl+R prompt search, plus Sonnet 4.5 model and VS Code extension insights.
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