Human-AI Operations FrameworkPractitioner Guide v0.1

Implementation companion

Turn the framework into operating practice.

The HAIOF Practitioner Guide is the practical implementation companion to the Core Framework.

The complete Practitioner Guide remains private and is not publicly downloadable. This page provides an approved overview only.

Guide contents

1. Assess reality

Understand current AI use, workflows, authority, knowledge quality, governance friction, dependency and measurable value.

2. Redesign the work

Map the current workflow, remove unnecessary activity, classify the remaining work and define the Intent Contract.

3. Assign responsibility

Clarify process ownership, human authority, execution, approval, monitoring, escalation and knowledge ownership.

4. Prepare knowledge and boundaries

Identify authoritative sources, data boundaries, access, prohibited actions and human takeover requirements.

5. Evaluate and pilot

Use representative cases, edge cases, prohibited-action tests, measurable baselines and explicit pilot decisions.

6. Operate and improve

Monitor quality, incidents, changes, cost, governance friction and Human Takeover Readiness.

Approved public resources

Selected free tools from the Guide are published in full on the Tools page. Practitioner records are previewed only.