Methodology, data boundaries, and OPSEC

What this hub does. Structures publicly available information about Robert Brovdi in an AI/RAG-ready format (JSON + JSON-LD + llms.txt + relationship graph + media archive). Intended for simultaneous use by people, journalists, researchers, and LLM agents.

What this hub does NOT do. Does not publish private operational data, coordinates, forecasts of future operations, or tactical instructions. Does not claim copyright over others' material — only aggregates public-source content with proper attribution.

The Brovdi hub is a military-related publicly-sourced profile, so special attention is paid to OPSEC:

• Wartime framing — focus on doctrinal evolution, institutionalization, public communication. Not tactical content.
• Strikes on Russia — described at the level of public statements (Yaroslavl refinery, Krynky, Bakhmut) with sourced links. No specific coordinates, planned operation dates, or routes.
• Personnel — only already publicly identified commanders are mentioned (Hasan, Zemlyak). No pilot names, crew coordinates, or deployment layouts.
• Technologies — general classes are described (FPV, bombers, long-range drones) and the "Standard-10" doctrine. No production secrets, specific modifications, or supply chains.
• Strike figures — the stated figures (85K+ personnel, 286K+ targets, 1.37M+ sorties) are public self-reported claims by the USF. Flag requires_human_review + independent_verification: false.

Disclaimer. Metrics displayed on the homepage and in data/metrics.json (85K+ personnel neutralized, 286K+ targets hit, 1.37M+ combat sorties, 35.4% share) is public USF statements from the official sbs-group.army website and the commander's public statements. This hub does not independently audit the figures.

All such items are flagged:

• safety_note: "requires_human_review"
• independent_verification: false
• source_type: "public_reported_claim"

Journalists citing these figures are advised to: (1) explicitly state "per publicly reported USF data"; (2) attempt cross-verification through other sources (BBC, Meduza, Forbes); (3) avoid phrasing like "independently confirmed" when the source is a self-report.

For the sake of integrity, we publicly note contradictions between sources:

• In-absentia conviction in Russia (2026) — the Kremlin publicly condemned Magyar in absentia as a sign of strategic influence. This point is a Russian claim; Ukrainian sources cite it as an indicator of success.
• Entry ban to Hungary — a public statement by Brovdi about being unable to enter his home country. The Hungarian side has not officially confirmed this.
• Figure for refineries hit — different outlets count this differently (113 air defense targets vs. 30+ oil refineries). Depends on classification.

Hub text and structure: CC-BY-4.0 (attribute as "Dnister AI Public-Source Knowledge Hub").

Photos from Wikimedia Commons: CC license — separate license per file. Verify via the source link.

Photos from Militarnyi: © Robert Brovdi (photo credit indicates the author).

Photos from Euromaidan Press: © Euromaidan Press.

Quotes from Telegram, YouTube, BBC, Meduza, CEPA, Forbes, Guardian, RFE/RL: public statements, cite with a link to the original.

JSON-data layer: CC-BY-4.0.

The hub is actively maintained. Versioning is via GitHub tags (private monorepo Wikibiz-labs/dnister). Each public change is a separate tag for granular rollback.

If you've found a factual error or an outdated fact — report it via official Dnister AI channels.