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Articles

Guides and analysis on agentage.hu

Twelve in-depth articles by Zoltán Varga. Each one answers a single question, starting with the short answer.

Guide

Designing an AI Newsroom Pipeline: From Signal to Published Story

A practical guide to mapping the six stages of an AI-native newsroom while retaining full editorial control.

Checklist

Where the Human Must Sit in an AI Newsroom Workflow

A practical checklist for editors to maintain control while deploying agentic pipelines for content creation.

Analysis

Single Agent or Multi-Agent? Choosing the Right Setup for News Work

Parallel agents excel at decomposable research tasks while sequential writing demands a single thread to avoid coordination costs.

Guide

Chain-of-Verification: Adding a Checking Step to AI News Drafts

Separate the drafting phase from the verification phase to catch hallucinations before an editor ever sees the text.

Guide

How to Measure the Quality of a Newsroom's AI Knowledge Base

Editors can verify AI accuracy by running automated evaluations on historical stories before publishing new content.

Analysis

Why AI Drafts Invent Citations and How a Newsroom Blocks Them

AI models prioritize plausible text over factual truth, creating invisible errors that require strict human and automated verification steps.

Checklist

Guardrails for News Agents: Step Limits, Budgets and Stop Rules

A practical checklist of limits that separates a fragile demo from a reliable, daily-run newsroom agent system.

Pattern

The Ghost Agent Problem: When an AI Reports Work It Never Did

An AI agent can confidently report a tool call that never happened, creating a dangerous illusion of verification in your newsroom pipeline.

Pattern

Source Collapse: Detecting Narrow Source Diversity in AI Research Agents

A practical guide to measuring and correcting source diversity in automated research workflows to prevent editorial blind spots.

Guide

Building an Audit Trail for Every AI-Assisted News Item

A practical guide to designing tamper-evident logs that capture every AI interaction in the news production pipeline.

Concept

AI Newsroom Glossary: Agents, Grounding, Verification and More

Operational definitions for the terms that determine editorial control in an AI-driven newsroom pipeline.

Q&A

AI in the Newsroom: Speed, Accuracy, and Editorial Control

A practical guide to building an AI-native newsroom pipeline that prioritizes verification over volume.