About
The AI-native newsroom
People own strategy, expertise, investigations and editorial responsibility. AI agents take on the routine intellectual and production work.
Qalqan Media is designed as an AI-native outlet: not a newsroom of fifty people, but a small professional team amplified by a set of specialised agents and a shared orchestrator.
The point is not saving money but speed and reach: one event becomes material for different audiences — a technical breakdown for the specialist, a risk read for the executive, a plain instruction for an older reader.
And no piece goes out without a person. Automation stops exactly where editorial responsibility begins.
How the system is arranged
- Human governanceEditor-in-chief, editorial board and expert council. Strategy, topics, final decisions.
- OrchestratorDecides which agents run for a given event, in which format the piece is prepared and who signs it off.
- Monitoring layerSource tracking, trend detection, threat level assessment, open-source work, fact-checking.
- Editorial layerDrafts, structure, audience adaptation, translation into three languages, matching the topic to an expert.
- ProductionText, illustration, infographics, video, podcast, social media and newsletter material.
- Risk scoring and approvalAssessment across six risk dimensions and the human approval levels.
- Distribution and analyticsPublication across platforms, response analysis, the decision to update a piece.
What exactly is automated
Monitoring
Round-the-clock tracking of official sources, media and specialist platforms, filtered by «does this matter to our audience».
Trend detection
Not a single news item but accumulation: a rise in similar cases means a new scheme in the region.
Open-source work
Collecting and cross-checking data, building timelines, spotting contradictions. No automatic conclusions and no accusations.
Fact-checking
Figures, dates, names, positions, quotes, links, image provenance and signs of editing.
Audience adaptation
One event — several pieces: for the specialist, the executive, the parent, the older reader.
Support for the expert
The expert receives not an empty «please comment» but a digest for their sector and seven concrete questions. Reviewing and adding is faster than writing from scratch.
Rules that do not change
- No piece goes out without a person. Only digests, announcements and service updates publish automatically.
- The tool does not replace the expert: an expert opinion always belongs to a person and is published under their name.
- Investigations, sensitive topics and anything involving minors go through the highest level of review.
- Using AI in preparing a piece does not relieve the newsroom of responsibility for every published word.
The outlet as an accumulating system
Every piece enters a shared knowledge base: schemes, experts, legal norms, companies, countries, earlier analyses.
When a scheme returns, the newsroom sees what has already been published about it and when, and updates the material instead of rewriting it.
Over time this produces not an archive of publications but a connected knowledge base about security in the region.