Reusable AI workflow recipe
Public research to a source-audited brief
Create a draft brief that keeps source dates, direct links, uncertainty, and contradictory evidence visible.
Use this structure only inside a bounded task
Low-stakes background research using public primary sources.
Prepare these approved inputs and owners
- Research question
- Allowed source types
- Current primary-source links
- Brief structure
Run the workflow in this order
- 01
Define the cutoff date and source standard.
- 02
Capture claim, source, publication date, event date, and limitation together.
- 03
Ask for contradictions and missing evidence, not false consensus.
- 04
Open and verify every source supporting a material claim.
Hold before consequence
A reviewer confirms links, dates, quotations, context, conflicts, and whether the brief is current enough for its use.
Return control to a person
A claim lacks a reachable source, requires private evidence, or could drive a legal, medical, financial, employment, or safety decision.
Keep the approved result in the normal system
Keep a dated source log with the final approved brief and schedule refresh when facts are time-sensitive.