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Abstract observatory mapping connected artificial intelligence research signals
AI OBSERVATORY / 28

Artificial intelligence articles

Find practical AI guides and analysis in one place.

KNOWLEDGE PATHS6 specialist tracks
EDITORIAL MODEProblem-led & practical
REVIEWTechnical + editorial
LANGUAGESIndependent FA / EN
Trust architecture and a knowledge validation prism
FEATURED DOSSIER

Featured article

Four layers that turn fluent output into grounded, traceable, and controllable answers.

RAGGovernanceEvaluation
Read the Dossier
Topic map

Start with the problem

Filters organize insights by decision—from agent design to data readiness and risk management.

AI AGENTAuthority

How far should an intelligent agent be allowed to act?

A framework for tools, action ceilings, human approval, and event logging.

10 minArchitecture Guide
RAGQuality

Seven signs of an AI-ready knowledge base

Ownership, versions, metadata, access policy, and precise citation.

8 minChecklist
GOVERNANCERisk

What should enterprise AI event logs retain?

Balancing auditability, privacy, and the operational cost of retention.

9 minTechnical Note
ADOPTIONChange

Why successful pilots do not always earn adoption

Process ownership, user enablement, and clear measures in the path from demo to product.

7 minDigital Transformation
EVALUATIONAgents

Agent evaluation is not the same as model Q&A.

How to measure tool success, action sequence, safe stopping, and outcome quality.

11 minTesting & Measurement
DOCUMENT AIDocuments

Tables, appendices, and images: document AI blind spots

Why simple text extraction is not enough for many enterprise documents.

6 minData Guide