#task delegation
118 related articles
·3 min
Deep Dive into ChatGPT Ultra's Parallel Sub-Agent Architecture: Parameters, Configuration, and Best Practices
A deep dive into ChatGPT Ultra mode's parallel sub-agent architecture, covering concurrency limits, delegation depth, token optimization, and configuration best practices for GPT-5.6.
Read more →
·6 min
A Deep Dive into OpenAI Codex: How AI Engineers Are Reimagining Software Development with Agents
OpenAI Codex is redefining how AI engineers work: from code completion to autonomous Agents, from single-threaded to parallel Value Maxing. A deep dive into the Codex App architecture, open ecosystem, and Manager of Agents practice.
Read more →
·3 min
GPT-Live Hands-On: Voice Finally Gets GPT-5.5 — How Good Is the Full-Duplex Experience?
GPT-Live hands-on: Voice chat now powered by GPT-5.5 Thinking, full-duplex architecture, real-time search, visual cards & tool calling. Full review inside.
Read more →
·3 min
What Should AI Agents Require Human Approval For? A Practical HITL Framework
Too much human approval kills efficiency; too little creates risk. This article provides a practical HITL framework covering reversibility, blast radius, data flow, and tiered thresholds to help teams balance safety and autonomy in AI Agent deployments.
Read more →
·3 min
OpenAI GPT Live Full-Duplex Voice AI: From Turn-Based to Real Conversation
OpenAI's GPT Live brings full-duplex voice AI with simultaneous listening and speaking, real-time interruption, dual-model delegation, and semantic-level live translation. A deep dive into the technology.
Read more →
·3 min
ChatGPT Full-Duplex Voice Model GPT Live Launches: A Complete Revolution in Conversational AI
OpenAI launches ChatGPT Voice powered by GPT Live One — a true full-duplex voice model with real-time bilingual translation, delegation to GPT 5.5 for deep reasoning, and natural conversational flow.
Read more →
·2 min
AI Agent Development for Beginners: A Complete Three-Stage Learning Roadmap
A complete AI Agent development learning roadmap covering three stages: Fundamentals (environment setup, tool use, memory), Advanced (multi-agent systems, RAG, ReAct), and Practical Projects (enterprise chatbots, automation tools).
Read more →
·2 min
AI Agent Development in Practice: A Complete Guide to Framework Selection, Tool Calling, and Production Deployment
A comprehensive guide to AI Agent development: covering Agent vs. Chatbot differences, framework selection, tool calling design, RAG pipeline setup, and production deployment best practices.
Read more →
·2 min
From Beginner to Advanced AI Agent Development: A Deep Dive into One Essential Hands-On Book
A deep dive into a hands-on AI Agent development book covering component architecture, RAG, multi-agent systems, Function Calling, and production observability.
Read more →
·2 min
Codex Isn't Gone! OpenAI Quietly Upgrades It Into ChatGPT Work — A Full-Featured AI Assistant
OpenAI quietly upgraded its Codex client into ChatGPT Work, unifying Chat, Codex, and Work into one desktop app. A deep dive into the product strategy and how it stacks up against Claude Code.
Read more →
·5 min
The Complete Guide to Building an AI-Powered Second Brain with Obsidian + Hermes Agent
An in-depth guide to building an AI-driven second brain with Obsidian + Hermes Agent. Covers living files, VPS deployment, core memory mechanisms, and skill visualization.
Read more →
·4 min
OpenAI GPT-Live Voice Model: How Full-Duplex Interaction Reshapes Human-AI Conversation
OpenAI unveils the GPT-Live voice model family, with full-duplex interaction enabling AI to listen and speak simultaneously and delegate complex reasoning to GPT-5.5. GPQA benchmark jumps from 45% to 80%.
Read more →
·3 min
OpenAI GPT Live: Full-Duplex Voice AI That Listens, Speaks, and Executes Tasks Simultaneously
OpenAI launches GPT Live, a voice AI model family supporting full-duplex real-time conversation, deep task delegation, multimodal interaction, and instant translation, with reasoning near GPT-5 level.
Read more →
·5 min
GPT-5.6 Released: Hands-On Analysis of Programmatic Tool Calling and Autonomous Agents
GPT-5.6 is officially released with core upgrades including programmatic tool calling, autonomous subagent delegation, and higher token information density. A hands-on card game build reveals its Agentic power.
Read more →
·7 min
Codex Direct Connection Configuration Guide for China: Complete GPT Agent Setup Tutorial
Complete guide for configuring OpenAI Codex Agent in China, covering installation, API key setup, permission modes, reasoning intensity, and security considerations for third-party relay services.
Read more →
·6 min
GPT Live Full-Duplex, Grok 4.5 Coding, Seedream 5.0 Images: AI Accelerates Across Three Tracks Simultaneously
OpenAI's GPT Live full-duplex voice model, Grok 4.5 coding model with Cursor, and ByteDance's Seedream 5.0 Pro image generation launched together. A deep dive into three AI releases.
Read more →
·7 min
GitHub Copilot in Practice: The Capability Boundaries of AI Programming and the Irreplaceable Value of Humans
A developer's real case of building a dental clinic management system with GitHub Copilot and Azure SQL, revealing AI coding limits in cloud security config and how Human-in-the-Loop breaks through.
Read more →
·2 min
OpenAI Launches GPT-Live: Full-Duplex Voice AI That Feels Like a Real Conversation
OpenAI launches GPT-Live, a full-duplex voice AI supporting continuous interaction and intelligent task delegation for real-time translation, language correction, and parallel search.
Read more →
·4 min
The OpenAI Codex Product Philosophy: How AI Engineers Are Shifting from Writing Code to Managing Agents
OpenAI Codex isn't about replacing engineers—it's about empowering them. A deep dive into the AI Engineer conference talk: from code completion to long-horizon agents, Value Maxing, and managing agent teams.
Read more →
·4 min
AI Agent Development Deep Dive: Opportunities, Real Entry Barriers, and Learning Paths
A deep dive into AI Agent development: real architecture, entry barriers, and learning paths. From ReAct to multi-agent systems and LangChain — cut through the hype.
Read more →