# Seed-Document Entity Extraction **Entity class:** Concept or operational method **Domain:** Agentic Software ## Definition Processing a starting document identifies the people, organizations, topics, and relationships needed to initialize a model. MiroFish uses the step to connect supplied narrative material with its simulation structure. ## Operational role Agentic software turns research methods into loops that plan, collect, compare, revise, and report. Visual analysis, browser orchestration, memory, query evolution, and connected databases supply different implementation layers. The article follows the builders and systems through which civilians can develop useful intelligence work at machine speed. **Architecture connections:** [[wiki/OSINT|OSINT]] · [[wiki/AI Agent|AI Agent]] · [[wiki/Cyber Threat Intelligence|Cyber Threat Intelligence]]. ## Relationships - **article-linked implementation or program:** [[wiki/MiroFish|MiroFish]]. - **article-linked mechanism or framework:** [[wiki/Knowledge-Graph Construction|Knowledge-Graph Construction]]. - **collection route:** [[collections/The Civilian Intelligence Marketplace|The Civilian Intelligence Marketplace]]. - **counterterrorism architecture:** [[collections/Terrorism, Counterterrorism, and the Intelligence Environment|Terrorism, Counterterrorism, and the Intelligence Environment]]. - **source article:** [[articles/The Coming Market for Civilian Spycraft|The Coming Market for Civilian Spycraft]]. ## Sources / Provenance - [[articles/The Coming Market for Civilian Spycraft#XII. The Agentic OSINT Era: Civilian Intelligence at Machine Speed|The Coming Market for Civilian Spycraft — XII. The Agentic OSINT Era: Civilian Intelligence at Machine Speed]] — October 2026 revision; immediate source for this entry’s place in the marketplace. - [GeoSeer, The AI Agent Era of OSINT: 5 Emerging Tools Redefining Intelligence Gathering in 2026 (March 23, 2026; vendor-authored).](https://geoseeer.com/blog/emerging-osint-tools-ai-agent-era) - [GitHub, MiroFish: A Simple and Universal Swarm Intelligence Engine.](https://github.com/666ghj/MiroFish)