A first rummy session is quieter than it looks from the outside. The dealing happens, the first draw is automatic from the closed deck, the table arranges its thirteen cards into possible sequences and sets, and the first discard is the first real decision of the deal. Most of the first session is spent learning to read your own hand — to recognise that the seven of hearts and the seven of clubs are not yet a set because you do not have a third seven, and that the four of spades and the five of spades are a sequence beginning only if you can find the six.

The first lesson of the first session is patience. A first hand often has no clear sequence and no clear set; the table has only "possible" melds. The instinct is to play fast, draw fast, discard fast. The experienced reader takes longer on the first hand, sorting the thirteen cards into three piles (definite melds, possible melds, deadwood) and only then choosing the first discard. The extra minute at the start of the hand saves two minutes of confused discards later.

The second lesson of the first session is joker discipline. The printed joker and the wild joker are the most powerful cards in the deal, and a first session will often deal them too early. A joker held for ten turns is a joker that has helped no one and tells the table what you are not building. A joker discarded at turn three, by contrast, is a joker that has not advertised your hand and may even mislead the table about what you are collecting. The joker is best used, not best held.

The third lesson of the first session is declaration. A declaration is a valid show — one pure sequence, the rest of the thirteen cards arranged into sequences and sets with a maximum deadwood score of zero (or, in pools formats, the lowest deadwood score on the show). A reader who declares with a non-zero deadwood score loses the show and pays the deadwood value in points; a reader who declares with a valid show wins. The first session's declarations are usually cautious — wait one turn longer than feels natural, verify the pure sequence is genuine, then declare.

The fourth lesson is observation. A first session reads only the cards in your own hand. A more experienced reader reads the discard pile, watches for the joker appearing and reappearing, notices the same card coming back to a player who has not picked from the closed deck, and uses that information to choose the next discard. The first session's observation is mostly passive; the first dozen sessions build the muscle that turns observation into a habit.

The final lesson of the first session is stop-loss. A first session is the easiest session to close, because the table is new and the deposit is small. Close the session on the planned stop-loss regardless of whether the last deal looked winnable. The discipline is the part you take with you; the hands stay on the table.

The first session is enough to learn the rules; the first hundred sessions are where the edge cases live. The desk's working list of edge cases, in plain language: a hand with two jokers and no obvious sequence (drop one joker early); a hand with a pure sequence and a long deadwood tail (play for the show, not for extra melds); a hand where the wild joker is the only card that fits the sequence (use it, even if it costs a card the table expected); a hand where the discard pile shows the printed joker (work backwards from the cards the table has dropped and figure out what is forming).

The first edge case most readers meet is the second-joker problem. A hand with two jokers and no obvious sequence looks like a gift, but it is a trap: holding both jokers advertises the hand to the table and forces the reader to play for a sequence that may not form. The fix is the same as the worked example above: drop one joker early, hold the other only if a clear sequence is forming, and treat the discard pile as a record of what the table is doing.

The second edge case is the pure-sequence-and-deadwood hand. The reader has a guaranteed pure sequence and a long tail of deadwood; the instinct is to chase extra melds. The fix is to play for the show, not for extra melds: a declaration with a pure sequence and a low deadwood score is a winning declaration; a declaration with extra melds and a higher deadwood score is a losing declaration. The pure sequence is the part you cannot afford to break; the deadwood is the part you can afford to live with.

The third edge case is the wild-joker-only hand. The reader has a near-sequence where the only card that completes it is the wild joker; the instinct is to wait for a non-joker option. The fix is to use the joker. The joker is meant to be used; the joker held for ten turns is a joker that has helped no one. The reader who uses the joker early is the reader who has the show.

The fourth edge case is the discard-pile read. The reader notices the printed joker appearing in the discard pile, then reappearing in a different player's hand. The fix is to work backwards from the discard pile to the cards the table has dropped, and figure out which sequence or set is forming. The discard pile is the quietest part of the deal, and the part the experienced reader watches more than any other.

The fifth edge case is the bad-deal hand. The reader has been dealt a hand with no obvious sequence and no obvious set, and the instinct is to drop high-point cards to limit the deadwood. The fix is the same fix as the first session: patience. A bad deal is a bad deal, and the reader's job is to limit the damage, not to chase a hand that is not there. The stop-loss is the part the reader controls; the hand is the part the deal controls.