Do Winners Keep Getting Better Cards? We Checked 27,409 Real Hands

A player told us that whoever is winning keeps getting good cards. We checked all 27,409 default-dealt Texas Hold'em hands played in the 30 days from 28 September to 28 October 2026 and recomputed every deck from its published seeds: every hand matches the commitment locked in before the deal, and no hole card or board card was swapped. The shuffle is decided only by the system seed and the random values players' devices submit (98.8% of hands mixed in at least one player's value; the rest were shuffled from the system random source alone), so who is winning, who has the most chips and who is a member play no part. One limit: recomputing from the database proves the cards follow from these seeds, while the fact that the seeds were locked before the deal is what each table's client checked live at the time.

Chip leaders do not get better starting hands either. We scored each starting hand by its average equity against one random hand (AA is 85%, 72 offsuit is 35%): the leader averaged just 0.14 percentage points above the rest of the table, while a meaningless grouping, whoever sits in the highest-numbered seat, differed by 0.12 points, so this is ordinary random variation. The reported night was a 6-player human game of 412 hands; all six players' average starting-hand equity fell between 49.6% and 51.3%, the biggest winner's was 50.5%, and the reporting player's 8 biggest losing hands added up to more than their net loss for the night.

It feels one-sided because a night is decided by a few big pots; someone who plays almost every hand shows down the most, so they seem to always have cards when they are really always playing; and a big stack can apply pressure and win pots without a showdown. Since 30 October 2026 the dealer seed is no longer published and folded and undealt cards stay encrypted, so players cannot repeat a whole-deck recomputation themselves; after a default-dealing Hold’em hand ends normally, players dealt into it can press Verify in Fairness detail in the table menu, and their browser checks a shuffle proof and decryption proofs for the cards they could see against what their device recorded during the hand, or they can check offline with the hand verification guide. This article uses aggregate statistics only and publishes no player's identity or hole cards.