AI Methodology
EmpiresDiary uses automation to scale history publishing, but automation is constrained by a factual review pipeline.
Text Generation
Episodes begin as structured AI-generated drafts. Prompts define the historical scope, intended reading level, episode arc, and the need for concrete dates, people, places, and historical context.
Draft generation is not the publish step. Each draft must still survive a factual audit before it becomes a public episode.
Factual Audit And Revision
- An automated historian-auditor checks the draft for false claims, unsupported certainty, chronology problems, and anachronisms.
- If the draft fails, a revision pass addresses the flagged issues.
- The revised draft is checked again before publication.
- Citations and source notes are retained with the episode output so readers can inspect the factual basis.
Audio And Visuals
Audio narration is generated from the reviewed episode text. Artwork is generated from historically constrained prompts that specify era, geography, architecture, clothing, military equipment, and other period details.
We explicitly avoid generic “ancient ruins” imagery and other cross-era shortcuts. Each series and episode image should reflect the time period and region actually being discussed.
Limits
AI systems can still make mistakes. EmpiresDiary treats the audit and corrections process as part of publication, not as optional polishing after the fact.