Content Engineering (Enigma Technologies)
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Type: Software
Organization: Enigma
Dates: 2025-26
Topics: Claude Skills, MCP, GraphQL, Model evaluation, Agent orchestration

Summary
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The software side of an agentic research desk: reusable skills, entity resolution, and multi-model evaluation that supported data-journalism investigations.

Project Notes
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This is the tooling half of the same problem described under Data Journalism: how to make agent-assisted research durable enough for editorial work. Between Enigma’s data systems and the people using language models to investigate and publish, I built a content-engineering layer: reusable query and research skills, a GraphQL client for resolving business identities, and an MCP server that compared models across providers on the same tasks and criteria.

The point was not to make an agent appear autonomous. It was to preserve the parts of a method that should survive from one session to the next: how to query the entity graph, where a result came from, which checks a claim had passed, and when a person needed to review the work. Scheduled multi-session workflows used explicit handoffs, monitoring, and durable state rather than relying on a single long prompt.

Public-facing outcomes of that stack include launch material for the Enigma Government Archive and Enigma’s KYB Agent on Google Cloud. The investigation pieces linked from the Data Journalism project are worked examples of research run through related pipelines; they were published under institutional bylines. Internal tool counts and architecture details rest on work records and are not independently attributed on those public pages.

Original and Related Work
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Enigma Government Archive
  Read Enigma's account of the public-record archive and the research infrastructure behind it.
  https://www.enigma.com/resources/blog/enigma-government-archive
KYB Agent on Google Cloud
  Read a product case study of the business-verification agent built on Enigma data and Google Cloud.
  https://www.enigma.com/resources/blog/enigma-kyb-agent-on-google-cloud

Canonical page: https://charlesberret.net/projects/#content-engineering-platform
Plaintext: https://charlesberret.net/projects/content-engineering-platform.txt