# AIelsen FDE Academy / Business objects and actions

For education or authorized internal work. Do not include secrets, customer identities or keys. Examples are teaching scenarios; actual legal and commercial arrangements require professional review.

## How to use

Read the related lesson. Give a decision, evidence location, version and owner for each field. Mark unknowns as unverified; do not have a model invent facts.

### 1. Object ID

- Content / decision:
- Evidence / version:
- Owner / open question:

### 2. Lifecycle

- Content / decision:
- Evidence / version:
- Owner / open question:

### 3. Attributes

- Content / decision:
- Evidence / version:
- Owner / open question:

### 4. Link cardinality and time

- Content / decision:
- Evidence / version:
- Owner / open question:

### 5. Sources

- Content / decision:
- Evidence / version:
- Owner / open question:

### 6. Visibility

- Content / decision:
- Evidence / version:
- Owner / open question:

### 7. Action target

- Content / decision:
- Evidence / version:
- Owner / open question:

### 8. Preconditions

- Content / decision:
- Evidence / version:
- Owner / open question:

### 9. Parameter bounds

- Content / decision:
- Evidence / version:
- Owner / open question:

### 10. Idempotency

- Content / decision:
- Evidence / version:
- Owner / open question:

### 11. Final state

- Content / decision:
- Evidence / version:
- Owner / open question:

### 12. Core versus customer boundary

- Content / decision:
- Evidence / version:
- Owner / open question:

## Practice and review

For “which inactive members should we re-engage?”, clarify the inactivity window, query authorized valid orders, exclude opted-out members and retrieve applicable offer rules. Explain candidates, constraints and hypotheses. These inputs cannot establish that anyone will certainly repurchase.

- [ ] Fuzzy matches are not treated as identity facts.
- [ ] Conclusions match evidence, permissions and metric versions.
- [ ] Model judgment is distinct from deterministic calculation.

## Revision log

| Version | Date | Change | Evidence | Owner |
|---|---|---|---|---|
| v0.1 | | | | |

AIelsen FDE Academy · Educational worksheet · 2026