This week we feature articles from Juan Sequeda, Dean Allemang & Bryon Jacob, and Steve Jones.

Additional reading comes from Eli Pariser & Deepti Doshi, Tim Bray, Ethan Mollick, and Sara A. Metwalli.

News comes from Contextual AI, Contentstack & Lytics, dbt Labs & SDF Labs, and Foxit.

Next issue arrives January 29.

All previous issues are available at https://gilbane.com/gilbane-advisor-index


Opinion / Analysis

Knowledge Graphs as a source of trust for LLM-powered enterprise question answering

This paper by Juan Sequeda, Dean Allemang & Bryon Jacob, is the result of two years of research and experimentation primarily focused on the relative contributions of LLMs and knowledge graphs to modern knowledge engineering practices. A really useful and forward-looking contribution. Includes link to last week’s updated PDF. (22 min)

“Our definition of trust is based on three main aspects: (1) LLMs hallucinate, therefore we need to ensure accuracy of responses, (2) LLMs have a black box nature, therefore we need to provide an explanation of where answers come from and (3) there is a risk of incorrect information being used, thus we need to ensure governance.”

https://www.sciencedirect.com/science/article/pii/S1570826824000441

When did random code execution become a feature?

The largest security hole, presented as a bonus

Steve Jones on AI Agents… “There are three core times you should allow unverified code to be executed within the enterprise:

  • When you want to get fired
  • When you’ve decided that working for the company isn’t for you
  • When you’d really like to be personally liable for significant damages” (4 min)

https://blog.metamirror.io/when-did-random-code-execution-become-a-feature-e2b78a45ad6f

More Reading

All Gilbane Advisor issues


Content technology news

Contextual AI launches platform for building specialized RAG agents

Specialized RAG agents orchestrate retrieval and generation based on conversational context for complex knowledge tasks with structured and unstructured data.
https://contextual.ai/blog/contextual-ai-platform-generally-available/

dbt Labs acquires SDF Labs

dbt Labs will integrate SDF’s multi-dialect, dbt-native SQL comprehension capabilities into dbt to improve performance and developer experience.
https://www.getdbt.com/blog/dbt-labs-announces-sdf-labs-acquisition

Foxit launches standalone web-based AI platform

Includes AI chat assistance, document and image analysis, summarization, multilingual translation, and text enhancement for modern document management.
https://www.foxit.com

Contentstack acquires Lytics

The composable DXP adds first-party data, audience insights, content analytics and profile management to elevate brand digital experiences.
https://www.contentstack.com ■ https://www.lytics.com

All content technology news


The Gilbane Advisor is authored by Frank Gilbane and is ad-free, cost-free, and curated for content, computing, web, data, and digital experience technology and information professionals. We publish recommended articles and content technology news most Wednesdays. We do not sell or share personal data.

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