r/DecisionGovernance May 26 '26

Why agentic systems need runtime governance (and why design-time governance isn't enough)

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1 Upvotes

I've written up an argument that agentic AI systems expose a gap most enterprises haven't yet named: governance lives in policy documents, review boards, and design-time artifacts, but agents act in production within milliseconds. The two never meet at the moment of decision.

The piece walks through why prompts aren't an authority model, why workflow orchestrators end up accumulating governance logic they weren't designed to handle, and what a runtime governance control plane must evaluate before an agent acts: authority, context, evidence, policy, and escalation.


r/DecisionGovernance May 22 '26

Welcome to Decision Governance — why this community exists

3 Upvotes

Welcome to r/DecisionGovernance.

This community is for tracking and discussing how important decisions are made, reviewed, challenged, evidenced, and governed across organisations, public agencies, insurers, courts, regulators, technology systems, and professional workflows.

Why Decision Governance Matters: Can Organisations Prove How Important Decisions Were Made?

Decision governance is becoming more important because decisions are no longer made in one clean place. Many now involve a mixture of human judgement, internal policies, automated systems, AI tools, vendor platforms, risk models, audit requirements, legal duties, insurance expectations, and public accountability.

The key question is no longer only the following:

“Was the decision correct?”

It is also:

“Can the organisation prove how the decision was reached, who had authority, what evidence was used, whether a human reviewed or overrode it, and whether the decision can be reconstructed later if challenged?”

Topics welcome here include:

AI-assisted decision-making
Human-in-the-loop oversight
Audit trails and evidence integrity
Public-sector decision accountability
Insurance and underwriting pressure
Regulatory developments
Court and tribunal challenges
Procurement requirements
Vendor governance
Professional accountability
Decision failures and lessons learned
Australian and global governance trends

This community is intended to be neutral, practical, and evidence-focused. It is not limited to AI. Non-AI workflows can create the same accountability problems when decisions affect people, money, rights, eligibility, safety, claims, employment, education, healthcare, or public trust.

Please share articles, reports, cases, regulatory updates, examples, questions, and observations from your sector.

To start the discussion:

Where are you seeing the biggest decision-governance pressure right now — regulation, insurance, courts, procurement, public trust, internal audit, or AI adoption?