#sub-agent concurrency

64 related articles

Jul 10, 2026·4 min

GPT-5.6 Three-Model Benchmark: How Close Are Sol/Terra/Luna to Claude?

Hands-on benchmark of GPT-5.6's three models — Sol, Terra, and Luna — covering frontend, math, and long-horizon agentic tasks. Full scores, category breakdowns, and selection guidance vs. Fable 5 and Opus 4.8.

Jul 9, 2026·7 min

The Agent Engineer Transition Roadmap: A Deep Dive into Three Core Skill Systems

Want to become an Agent engineer? This article systematically covers three core skill tracks—LLM fundamentals, LangChain architecture development, and enterprise deployment—to help you avoid detours.

Jul 9, 2026·7 min

Zero-Basis Learning Path for AI Agents: A Three-Stage Journey from Beginner to Deployment

A systematic zero-basis learning path for AI Agent development, covering Python and LLM fundamentals, five core capabilities like task planning and RAG, and LangChain hands-on practice.

Jul 9, 2026·5 min

The Halo Open-Source Project: Building Tamper-Evident Runtime Evidence for AI Agents

Halo is an open-source tool providing tamper-evident runtime evidence for AI agents, recording every action via hash chains and cryptography to solve auditing, compliance, and accountability challenges.

Jul 8, 2026·6 min

Deep Dive into GPT-5.6 Ultra's Sub-Agent Architecture and Ten Key AI Industry Trends

In-depth analysis of GPT-5.6 Ultra's sub-agent collaborative reasoning, the global rise of Chinese AI models, world-model evaluation gaps, and AI's real-world deployment challenges and bubble warnings.

Jul 8, 2026·6 min

GPT-5.6 Hits 91.9% on Coding Benchmark: A Guide to Choosing Among Three Tiers and Avoiding Ultra Mode Pitfalls

GPT-5.6 launches Soul/Terra/Luna, with flagship Soul scoring 91.9% on Terminal Bench 2.1. This article breaks down the Ultra vs Max reasoning modes, three-tier pricing, and four hidden pitfalls to guide your technical selection.

Jul 7, 2026·3 min

CrewAI + FastAPI in Practice: Building a Multi-Agent Collaborative Application

Learn CrewAI's core concepts (Agent, Task, Process, Crew, Pipeline) and how to wrap a multi-Agent service with FastAPI. Covers GPT, Qwen, and Ollama local model integrations with real benchmark comparisons.

Jul 6, 2026·5 min

Cursor Reshapes AI Programming: Cloud Agents, the Origin Platform, and a Custom-Built Foundation Model

Cursor launches three major products: cloud agents on mobile, Origin — an agent-native Git platform challenging GitHub, and a custom foundation model with 10-20x compute. AI coding enters the Agent-First era.

Jul 6, 2026·3 min

OpenAI's Official Plugin: Let Codex Review Your Code Inside Claude Code

OpenAI's official open-source plugin brings Codex into Claude Code for cross-model code review. Five core features including adversarial review and sub-agent delegation — with real risk warnings included.

Jul 3, 2026·2 min

Harness Engineering Architecture Explained: An Essential Skill for AI Agent Developer Roles

Harness Engineering is becoming a must-have skill for AI agent developer roles. Learn the architecture, how top agent products use it, and how to practice with LangChain DeepAgents.

Jun 27, 2026·4 min

Kimi Agent Cluster in Practice: One Person Commanding 300 AIs to Collaboratively Build a Website

Deep dive into Kimi Work Agent cluster's three collaboration architectures, with a hands-on demo of 300 AI agents building a website in parallel, covering requirements breakdown, multi-Agent coding, and auto-deployment.

Jun 26, 2026·3 min

LangGraph Beginner's Guide: Core Advantages, Deployment Options, and Complete Learning Path

A comprehensive guide to LangGraph's core advantages, storage mechanisms, differences from LangChain, and private deployment options for building production-ready AI agents.

Jun 25, 2026·4 min

Cursor's Three Major Announcements: Mobile App, Git Platform, and In-House Frontier Model

Cursor unveils three major updates: Cursor Mobile, Origin platform challenging GitHub, and a frontier in-house LLM trained from scratch. A deep dive into Cursor's strategy.

Jun 25, 2026·3 min

What Is AI Loop Programming? A Deep Dive into the Real Value and Hype Behind Loop Engineering

AI Loop Engineering is called a new programming paradigm, but is it truly revolutionary? This article analyzes its core principles, mathematical limitations, real-world details, and the hype behind it.

Jun 23, 2026·3 min

Codex Hands-On from Scratch: Building a Full-Stack World Cup App Without Writing Code

Learn how to build a full-stack World Cup app with OpenAI Codex without writing code, covering multi-session concurrency, MCP voice synthesis, Skill encapsulation, and scheduled task automation.

Jun 23, 2026·3 min

Claude Code Source Code Leak: 500,000 Lines of Code Reveal Core Multi-Agent Architecture Design

Anthropic accidentally leaked 500K+ lines of Claude Code TypeScript source via a Source Map misconfiguration, revealing its Coordinator multi-agent architecture, Kairos prediction system, and shadow rollback mechanism.

Jun 22, 2026·4 min

Interview with Claude Code Lead: AI Programming ROI Mindset, Loops, and the Evolving Role of Engineers

Claude Code lead Boris Cherny shares insights on 100% AI coding, ROI thinking frameworks, Loops automation, Fable model capabilities, and how engineers are shifting from coding to product intuition and system design.

Jun 20, 2026·3 min

Claude Code Workflow in Action: 68 Sub-Agents Working Concurrently

Hands-on test of Claude Code's Workflow mode with 68 concurrent sub-agents. Covers setup, write-review separation, real concurrency results, and token costs.

Jun 20, 2026·4 min

Codewell Hands-On Review: Is This Terminal AI Coding Assistant with Nearly 40K GitHub Stars Actually Worth It?

Hands-on review of Codewell (formerly DeepSeek2E), the open-source terminal AI coding assistant with nearly 40K GitHub stars. Supports 25 LLM providers, local models at zero cost, and MIT license.

Jun 18, 2026·2 min

Claude Code Dynamic Workflows Explained: How Multi-Agent Collaboration Is Changing AI Programming

Deep dive into Claude Code's Dynamic Workflows: how multi-agent parallel collaboration enables 750K-line code migrations, repo-wide bug hunts, and pre-launch red team validation.