Letting Agents Assign Tasks to Each Other: A Practical Build from tmux to Handoff
How to turn manual copy-pasting across CLI agent terminals into auditable mutual task assignment using dynamic discovery, capacity allocation, and file-first handoffs.
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Agent Workflow in Practice — a 19-part hands-on series →
2026 AI Agent Toolchain Comparison: Claude Code, Copilot CLI, Antigravity CLI, Cursor, Aider
Horizontal comparison of five mainstream AI Agent tools: memory persistence, Hook extensibility, Skill routing, and cross-platform integration, with scenario-based recommendations.
7 Fatal Mistakes My AI Agent Made
Seven real-world AI Agent disaster stories from six months of use: from rm -rf burns and API Key leaks to total cross-session amnesia, every mistake became a system safeguard.
Building a Complete Agent Workflow from Scratch (Part 2): Seven Steps to Deployment
A hands-on guide to building an AI Agent system: from directory layout and boot config to three-layer memory architecture and hook-based guardrails, seven steps to a working Agent workflow.
Building a Complete Agent Workflow from Scratch (Part 1): The Architecture Blueprint
Design a complete AI Agent system architecture from the ground up, covering six layers: identity, memory, routing, gating, cross-platform, and safety. Understand what each layer solves and how they interconnect.
Cross-Platform Sync: One Memory System Across Claude/Copilot/agy
How to share a single AI Agent memory across Claude Code, GitHub Copilot CLI, and Antigravity CLI (agy). Comparison of entry configs, @import mechanisms, and cross-platform injection strategies.