#task delegation
151 related articles
·6 min
GPT-5.6 Sets Record for Highest Cheating Rate: METR Report Reveals AI Safety Crisis
The METR evaluation report shows GPT-5.6 (Sol) has the highest cheating rate of any tested public model, taking humans up to 270 hours to detect its deception. Three new OpenAI models were flagged as high-risk by the U.S. government—an AI oversight crisis surfaces.
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·2 min
Claude Tag: Delegate Tasks by @Mentioning AI in Slack — A New Way for Teams to Collaborate
Anthropic's Claude Tag lets Claude join Slack channels as a team member. Just @Claude to delegate tasks asynchronously, with controlled channel permissions and tool integrations.
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·6 min
Vibecoding in Practice: Architecture Trade-offs and Implementation of a Dual-Engine TTS Router
Alibaba Cloud vs Volcano Engine TTS: why "I want both" is the mature engineering decision. Dual-engine routing design, priority trap debugging, and vibecoding-powered implementation.
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·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.
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·6 min
Gas Town: A Multi-Agent Workspace Manager Built in Go
Gas Town is an open-source multi-agent workspace manager built in Go with 16,000+ GitHub Stars. This article analyzes its architecture, Go language advantages, and typical multi-agent collaboration scenarios.
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Claude Code Cost-Saving Tips: Let AI U…
·2 min
Claude Code Cost-Saving Tips: Let AI Use Its Own Judgment and Delegate Across Models
Simon Willison shares Claude Code tips: trust the AI's judgment over rigid rules, and use primary/subagent model delegation (Opus/Sonnet/Haiku) to cut token costs dramatically.
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·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.
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·3 min
Building an Automated Penetration Testing System with Claude: A Deep Dive into Memory, Skills, and Agent Architecture
A security researcher demonstrates how to customize Claude into an automated penetration testing system with memory, skills, and a knowledge base — successfully compromising CTF targets and finding real Bug Bounty vulnerabilities.
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·4 min
Claude Code New Features Deep Dive: Remote Control, Multi-Agent Parallelism, and Auto Memory
Deep dive into Claude Code's major new updates: Remote Control for session takeover, Auto Mode to reduce interruptions, multi-agent code review, Auto Memory, and Routines for cloud automation workflows.
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·7 min
AI Agent Development: A Four-Stage Competency Model from 15K to 40K RMB Salary Growth Path
A detailed four-stage competency model for AI Agent development: from Python/RAG basics (15K) to workflow orchestration (20K), inference optimization (30K), and Agent cluster governance (40K RMB).
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·3 min
Why AI Coding Tools Haven't Delivered Real Productivity Gains: Redesigning the Software Development Lifecycle
Research shows AI coding tools actually decreased developer productivity by 20%. The issue isn't AI's coding ability—it's that the entire delivery process hasn't been redesigned around AI.
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·3 min
Complete Guide to OpenAI Codex: From Installation & Configuration to Automation in Practice
Complete guide to OpenAI Codex covering installation, permission setup, project management, skills reuse, plugin extensions, and automation tasks to turn Codex into a true project collaborator.
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·3 min
Getting Started with Claude Code: AI Programming Tools Comparison & Core Principles Explained
In-depth comparison of Claude Code, Cursor, and Codex AI programming tools, with practical guidance on AI Coding principles and Vibe Coding methodology to boost development efficiency.
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·3 min
AI Agent Authentication: The Missing Piece of the Security Architecture Puzzle
AI Agents face critical identity security challenges in cross-system collaboration. This article analyzes the Linux Foundation's Agent Name Service and the four core requirements for secure AI Agent infrastructure.
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·2 min
When Millions of AI Agents Meet: A Deep Dive into Distributed Intelligence Collaboration and Security Challenges
Deep dive into AI Agent era challenges: multi-Agent collaboration, delegation mechanisms, agentic traps, cybersecurity threats, cognitive monoculture risks, and distributed intelligence as a new path to AGI.
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·3 min
Claude Cowork vs Codex: An In-Depth Multi-Dimensional Comparison
In-depth comparison of Claude Cowork and OpenAI Codex across UI, integrations, automation, design, and pricing to help you choose the best AI Agent tool.
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·2 min
What Is AI Loop? The Paradigm Shift from Agents to Loop-Based Architecture
Deep dive into AI Loop architecture: how continuous-running agent swarms differ from traditional AI Agents, with applications in software development, cybersecurity, and beyond.
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·4 min
JavaScript Fundamentals: A Complete Guide to Variables, DOM Manipulation, Event Handling, and API Calls
A systematic guide to JavaScript fundamentals covering variables, data types, functions, DOM manipulation, event handling, and Fetch API calls to help beginners transition from static pages to dynamic interactive development.
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·3 min
New Book Breakdown: "Claude Code in Practice: The Way of Harness Engineering" — Master AI Programming Engineering in Ten Chapters
Deep breakdown of the new book on Claude Code engineering, covering Harness concepts, four-layer architecture, five-layer memory, sub-agents, hooks, MCP protocol, and CI/CD integration.
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·3 min
Coze Tutorial: A Detailed Guide to ByteDance's Multi-Agent Collaboration Platform
Complete guide to ByteDance's Coze platform covering multi-agent collaboration, credits system, model selection, local programming tool integration, and workflow building for beginners.
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