AI and Agents
- What's the Difference Between an Agent and a Tool?
A ChatGPT tab is a tool. But an 'agent' is a defined entity in your organization with clear responsibility, a specific model, defined abilities, and organizational policy. The gap between them and what it means.
- How Many AI Agents Are Running in Your Company?
Personal ChatGPT and Claude tabs, undocumented automation, data-processing scripts — nobody knows the real count. The definition of shadow AI and its cost to the organization.
- A2A Delegation: How Agents Hand Off Work to Each Other
Agent-to-Agent delegation: when one agent hands a task to another, accountability spreads, approval chains form, and failures hide. Building traceable handoff patterns across an agent fleet.
- Role, Policy, Delegation and Version Control: The Whole Agent Organization
The synthesis of this series: agent definition, org chart placement, policy, delegation and config-as-code combined into a manageable agent organization. Why Slack or ChatGPT alone is not enough, and where to start.
- Agent or Tool? Definition and Difference
The fundamental difference between a chatbot in a browser tab and an agent defined in your organization with accountability and control. For personal use, a tool suffices; for organizational work, an agent is essential.
- Shadow AI: The Agents in Your Company That Nobody Answers For
Concrete shadow AI scenarios: agents built on personal accounts, invisible to the organization's records, producing real work with no owner and no accountability.
- How Does Work Divide in Hybrid Teams, and How Do You Build Approval Chains?
How work is divided in hybrid teams with humans and agents, how to build approval chains, aligning human and agent roles toward the same goal, and managing organizational structure via Git with config-as-code.
- How Do Agents Delegate Tasks to Each Other?
Agent-to-Agent (A2A) delegation: how one agent hands off a task to another, with approval flows and output control. Parallels with human organizational delegation.
- Why Must Your Organization Chart Include AI Agents?
How agents become part of the department and personnel hierarchy — same org chart with both human and agent nodes, responsible_id relationships. If an agent has no department, nobody is accountable for what it does.
- How Do You Tell the Difference Between an AI Tool and an Agent?
The difference between a chatbot in a browser tab and a defined agent with accountability, model, skills, and policy. Personal tasks call for tools; corporate processes call for agents.
- How Many AI Agents Are Running in Your Company, and Does Anyone Know?
Shadow AI scenarios: employees using personal ChatGPT, Claude, and other AI accounts outside corporate policy — leaving no audit trail, no accountability, and no governance.
- Why Aren't Slack and ChatGPT Enough for AI Agent Organization?
Why structural organizational context (role+policy+delegation+version control) cannot be achieved with Slack or ChatGPT alone, and why a self-hosted/file-based approach delivers security and controllability.