AI Agents are here. They run in the background, make thousands of API calls per second, and at their worst, can corrupt an entire production database before a human even has time to open a monitoring dashboard.
How are the corporate world and the ITIL priesthood reacting to this new reality? VITI Labs went to the field and interviewed a leading "AI Governance" consultant to understand how traditional process theater plans to survive the era of autonomous machines.
Interview: Senior AI Governance Advisor
VITI Labs: "AI agents make decisions in milliseconds. What happens when an agent escapes the test environment and starts making unauthorized changes to production databases?"
Consultant (smiling expertly): "We have identified this Shadow AI risk. We've noticed that AI operations are not as predictable as traditional systems. Therefore, we must keep our feet on the ground and establish shared rules of the game."
VITI Labs (looking at a monitor): "Shared rules? Do you mean architectural guardrails where AI permissions are deterministically restricted based on Zero Trust principles? A Policy-as-Code solution?"
Consultant: "No, no. That is far too technical. Our approach is to create clear management guidelines and policies. Attitudes and operating procedures have been carefully defined in a 45-page PDF document titled Ethical AI Governance Model v1.2. Everyone – including the AI – is expected to familiarize themselves with this document before acting out."
VITI Labs: "So your firewall between the production database and a rogue neural network is... a PDF file on the intranet?"
Consultant: "Yes! The document clearly states that AI is included in services intentionally and in a controlled manner. This is highly strategic. We billed a publicly traded company 15,000 euros for this policy."
VITI Labs: "How does that PDF prevent a data breach that happens in 4 milliseconds?"
Consultant: "It creates shared understanding. Our experts are available with a low threshold to help resolve questions if an agent starts behaving unethically! We just set up a CAB meeting."
The Reality Check: Machine Reality
Consultants are currently selling desperate management the illusion that bureaucracy written for humans will stop a machine. It is as effective as hanging a post-it note on the server room door: "Please do not overload the server. Best, Management Team."
Here is the hard truth: The machine does not read your ethical guidelines. The machine does not attend Tuesday morning's CAB meeting to reflect on corporate values.
If your "governance model" is not coded as an executable ruleset, you do not have a governance model. You just have an expensive short story written by a consultant.
The Business Impact Governance Framework (BIGF) and a deterministic Finite State Machine (FSM) handle AI Governance where it actually happens – in the code.
If an AI agent tries to break its boundaries, BIGF does not send it an email about the rules of the game. It does this:
// BIGF AI Guardrail Execution (Execution time: 4ms) if (ai_agent.action === UNEXPECTED_STATE) { kill(ai_agent.process_id); lock(api_gateway, STATE_RESTRICTED); log("Policy violation detected. Agent terminated. No PDF required."); exit(1); // Fail-Closed. } No shared understanding. No tribal meetings. No 1500-euro-a-day "rules of the game" consultants. Just rules and the absolute execution of those rules.
It is time to stop selling paper as a fire extinguisher.
Just Google it: BIG framework Erkki Laine 😎



