Current Research: Checking the Facts That Can Change

Why it matters

Clear scope, evidence, authorization, and exception handling help a business owner understand what information supports a recommendation and what still requires a decision.

Illustrative property-management example

Illustrative property-management example: an after-hours resident request is evaluated using the relevant question, approved records, current facts, and explicit review. A call received, connection attempted, provider accepting, and service outcome recorded remain separate events.

Procedure

1. Define the question and decision owner.
2. Identify required information and authorized sources.
3. Set evidence, output, and permission requirements.
4. Check dates, conflicts, missing facts, and failure cases.
5. Record findings and escalate anything outside the agreed boundary.

Technical detail

Separate model training, runtime instructions, retrieval, persistent memory, and fine-tuning. Ordinary conversations do not automatically retrain a model.

Enforce authentication, authorization, tenant boundaries, tool permissions, and write controls in software, not only in prompts. Record provenance, versions, assumptions, and test results.

Treat inaccessible, stale, contradictory, or embedded-document instructions as untrusted content requiring qualification or escalation.

Evidence and deliverables

• A concise role or review specification.
• Source, date, version, and provenance records.
• Representative tests, findings, and unresolved issues.

Limitations and exception handling

• Names and agreement do not prove expertise or correctness.
• Missing authorization, current facts, or accountable ownership requires escalation.
• A connection or recommendation does not prove dispatch, arrival, or completed work.

Related explanations