[15][16][17][13] Huske was named a 2020–2021 high school All-American swimmer by the National Interscholastic Swimming Coaches Association (NISCA) in July 2021.

[19][20][21][22] In September 2021, USA Swimming named Huske as one of the recipients of Scholastic All-American honors for the 2020–2021 high school season.

[30] On August 25, the final day of the Championships, Huske won the gold medal in the 100m butterfly with a time of 57.71 seconds, breaking her own National Age Group record in the event.

[33] The day before she turned sixteen, Huske won LC 100M Butterfly at the Toyota U.S. Open Winter National Championships in Atlanta, GA with a LCM time of 57.48.

[35] In November 2020, the Toyota US Open National Championships meet took place in nine locations due to COVID-19 and all races were timed finals (no prelims or semi-finals).

[44] On day three of the 2020 Summer Olympics in Tokyo, Japan, and postponed to 2021 due to the COVID-19 pandemic, Huske competed in the 100m butterfly final.

[51] In the second dual meet of her career against Utah in Salt Lake City, Torri finished 2nd in the 200 butterfly to teammate Lillie Nordmann with a time of 2:02.97.

[62] In the same prelims session, she split a 24.23 on the anchor leg of the 4×50m mixed freestyle relay to help advance it to the final ranked fourth.

[65] The morning of day three, Huske swam in lane seven in prelims heat seven and qualified for the semifinals of the 50 meter butterfly ranking seventh with a 25.43.

[67] Huske also qualified for the final of the 50 meter butterfly, tying in rank for fifth overall in the semifinals with Arina Surkova of Russia and Claire Curzan at 25.20 seconds.

[68] In the final of the 50 meter butterfly on day four Huske placed fourth, finishing less than four-tenths of a second behind bronze medalist and teammate Claire Curzan.

[72] She split a 1:54.72 for the first leg of the 4×200 metre freestyle relay in the final, helping win the silver medal in a time of 7:36.53.

Just a little over three weeks before the meet Huske contracted COVID, forcing her out of the pool, requiring rest, and putting her participation at the Trials at risk.

[100][101] On the first day of the competition, Huske began mornings preliminary session by finishing 2nd in the 100M freestyle to Natalie Hinds with a time of 54.16.

[101] On the morning of the first day of competition at the Fina LC World Championships held in Budapest, Hungary Huske swam prelims of the 100M butterfly finishing 1st with a time of 56.82.

With this finish Huske became the 4th fastest women in World history and she also broke her own American record which she set a year earlier at the U.S. Olympic Trials in Omaha, Nebraska.

[104][102] On the fourth day of the meet Huske earned her second gold medal when she swam the fly leg of the 4x100M mixed medley relay.

[107] Later that night Huske swam the first race of the evening and won her second bronze of the meet when she finished 3rd in the 100m freestyle with a time of 52.92 behind Mollie O’Callahan of Australia and Sarah Sjostrom of Sweden.

[108] A bit later in the session Huske swam in the semi-final of the 50M butterfly where she finished 2nd in a time of 25.38 breaking the Americas and American record of 25.48 formerly owned by Kelsi Dahlia.

[109][110] Huske started off swimming prelims in the morning session of day seven when she swam the 50m freestyle, finishing 8th with a time of 24.91.

[112] To complete a busy evening session with three events, Huske swam in the 4x100 freestyle relay earning her third bronze of the meet.

[117] In her second race of the meet, Huske faced freshman Clair Curzan in the 100y backstroke where she narrowly defeated the 2022 LC World Championships bronze medal winner in the event by .02 with a time of 52.62.

[119] On the second day of the Greensboro, North Carolina NC State/GAC Invite competition, which was held from November 17–19, Huske led off finals by swimming the backstroke leg of the 4x50y medley relay with a time of 23.82.

[124] On the first day of competition, December 13, at the Fina SC World Championships in Melbourne, Australia, Huske began the preliminary session by finishing fourth in the 50m butterfly with a time of 25.11.

[127] Later, Huske earned her first medal of the meet (silver) when she led off in the finals of the women's 4x100m freestyle relay with a time of 51.73,[128] the fastest leadoff split in the race.

The United States team (Huske, Kate Douglass, Claire Curzan and Erika Brown) finished second while setting a new American record of 3:26.29.

[140] The American team (Claire Curzan, Lilly King, Huske and Kate Douglass) won gold and set a world record with a time of 3:44.35.

After missing the 100-meter butterfly podium by 0.01 at the previous Olympics, she won the 2024 race in 55.59, out-touching her teammate and world record holder Gretchen Walsh by 0.04.

She won another gold and set the world record in the 4x100m mixed medley relay with Walsh, Ryan Murphy, and Nic Fink, anchoring with a freestyle split of 51.88, the fastest in the field.

In the final swimming event of the Games, Huske anchored the women's 4x100m medley relay to another world-record first-place finish with Regan Smith, Lilly King, and Walsh.