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architecture

CQRS for DD Case State: When the Read Model Has to Lie (On Purpose)

A DD case has one write model and twenty read shapes — timeline, graph, risk score, audit log, compliance export. Forcing them all through the same Ecto query is how dashboards die. CQRS is the fix.

Apr 09, 2026 ·8 min
intelligence

Entity Resolution: The Hard Part of Due Diligence Nobody Wants to Own

Two rows with the same ICO are easy. Two rows where one says 'Navigara s.r.o.' and the other says 'NAVIGARA SRO - in likvidaci' are where entity resolution earns its keep. Here's how Prismatic does it.

Apr 09, 2026 ·8 min
intelligence

Knowledge Graphs for Due Diligence: Why Relations Beat Records

Tabular DD misses the thing DD is for: the relationships between entities. Moving a DD case from Postgres rows to a knowledge graph changes which questions you can actually answer.

Apr 09, 2026 ·7 min
intelligence

Meilisearch for Intelligence Search: Typo Tolerance Is a Security Feature

Intelligence search is not product search. Users type 'Navigara' and the source says 'Navigára spol. s r.o.'. Exact match is worse than useless. Meilisearch + disciplined ranking makes the difference between finding the risk and missing it.

Apr 09, 2026 ·7 min
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