12 articles on this topic.
An agent without a computer is a chat window. A team of agents without a team computer is a set of chat windows that cannot see each other. Both have a place, and settling for one costs more than it saves.
Every team wants a company brain its agents can draw on. The hard part is not storing knowledge. It is deciding who owns each piece of context, who may read it, and how to trust an answer three models read three ways.
Multi-agent systems distribute responsibility across a network. Governed execution keeps authority, evidence, approvals, and accountability intact as work moves.
Small teams have the most to gain from AI agents and the least room for a mistake. Governed AI gives a lean business the leverage of automation without giving up oversight.
The honest answer to whether AI agents are safe is: only when they are governed. Scope, approvals, and audit trails are what turn an autonomous agent into one you can trust.
How to design agent identity, delegation, authorization, and credentials without turning automation into invisible impersonation.
Open protocols are solving how agents reach tools. The harder problem is deciding what an agent may do, proving what it did, and stopping it mid-run. Here is how we think about that.
The jump from AI assistance to AI execution is not a model problem alone. It is an operating model problem: who owns the work, what systems can be touched, and how every action is reviewed.
The engineering behind approval gates: suspension, evidence, expiry, revalidation, revocation, and safe continuation.
Approval is often treated as the thing slowing automation down. In business AI execution, it is the mechanism that lets more work move without pretending every action has the same risk.
An audit trail is not a transcript dump. For autonomous AI work, it should show the goal, plan, tools, evidence, decisions, approvals, and final outcome in a way humans can reconstruct.
A principal architect’s guide to state, failures, retries, and consistency when humans and AI agents work together.
