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Insights · in-depth articles

Long answers for the questions a trader asks before acting.

Four articles explain data freshness, the market, forecast methodology and AI transparency in a citable way: no price promise, no legal advice and no automatic order submission.

7 min

Freshness incident

HU data outage case study

How two days without Hungarian prices, 30 June and 1 July 2026, became a visible freshness breach instead of a silent gap in the forecast.

Read case study
7 min

Market basics

How the Ukrainian day-ahead market works

Day-ahead, intraday, hourly clearing, gate timing, price caps and why an average price is not a trading plan.

Read DAM
8 min

Forecast method

Probabilistic electricity forecasting

p10/p50/p90, walk-forward backtests, the Giacomini-White gate and why a forecast band is not a guarantee.

Read forecast
6 min

AI transparency

EU AI Act Article 50 for trading assistants

Disclosure, machine-readable marks, no-egress receipts and why deterministic AI still needs to be transparent.

Read Article 50

Need the shorter operating guide?

Shorter step-by-step guides live in Learn: MCP, API, forecast bands, basis and the decision ledger.