ayiko

[TensorTonic @TensorTonic]

Part 2/30 of the LLM Series: RoPE (Rotary Position Embedding)

How does a transformer know the difference between -
"the dog bit the man" and "the man bit the dog"?

The words are almost identical, but the meaning changes completely.

RoPE encodes position as rotation, allowing transformers to understand relative order through geometry.

Read more:
https://t.co/HIKKvvjA8Q

[ayiko @realAyiko]

@Pliam_ Among's downfall in Future's voice
"Sensational"

[ayiko @realAyiko]

I just published Uganda’s Corruption Crisis: Data Shows Two Decades of Decline https://t.co/CHHkpHNMdc

[National Geographic Documentary Films @natgeodocs]

Music as a message.

Now streaming on @disneyplus and @hulu.

[BOBI WINE @HEBobiwine]

While the criminal regime continues to haunt my family and hunt me down, I took off time to read this very insightful book. Above all, it exposes Museveni for who he is and the damage he has done to our country, despite having come with the promise to break away from the past.

As Prof. Mamdani notes in this book, “The Museveni era has corroded the morals of an entire generation, and there is unlikely to be an easy solution to the problem. A pervasive corruption and cynicism cloud the country like a fog. It will take no less than a generation for the country to come out of it."

A depressing account it is. We have work cut out for us. We refuse to give up or give in. UGANDA WILL BE FREE.
#FreeUgandaNow

[BOBI WINE @HEBobiwine]

From my lonely hideout, I've spent the day reading the many beautiful birthday messages. Thank you, friends, for the outpouring of love and encouragement. I’m really humbled🙏🏾❤️

I’m grateful to God for the gift of life, for the friends and family that He has surrounded me with, and for the many second chances I have had in life.

For whatever we have accomplished, that was the almighty God working through us. The glory goes to Him. For the mistakes and missteps along the way, that's mine. I take responsibility while struggling to improve.

Cheers to a new age and a new page.
May the rest of our days be the best of our days.

[National Geographic Documentary Films @natgeodocs]

Music as a message.

Now streaming on @disneyplus and @hulu.

[EWTN News @EWTNews]

The Holy See has officially informed Bishop Louis Tylka of the Diocese of Peoria, Illinois, that the cause for the Venerable Servant of God Archbishop Fulton J. Sheen can proceed to beatification, according to an announcement from the diocese.

“The next step in the process is the celebration of the beatification, in which Fulton Sheen would be declared Blessed,” Tylka said. “Archbishop Fulton Sheen was one of the greatest voices of evangelization in the Church and the world in the 20th century. I have long admired his lifelong commitment to serve the Church as a priest, rooted in his deep devotion to the Blessed Mother and the Eucharist.”

“As he journeyed through the different stages of his life, his ability to share the Gospel and truly relate to people drew countless souls into an encounter with Jesus — one that transformed not only his life, but more importantly, the lives of those he touched.”

“In his later years, particularly through his work for the Missions, Archbishop Sheen helped us recognize that the Church is meant for all people. He reminded us that as members of the Church, we are called to serve everyone, especially those most in need and those longing to hear and experience the Gospel, wherever they may be in the world,” he said.

Tylka thanked the Holy See, his brother bishops, clergy, and laypeople for the collaboration and prayers that led to Sheen’s beatification, which will be “a special blessing for the Church in the United States, where he was a powerful evangelist on radio, television, and in personal appearances.”

The Diocese of Peoria is working with the Dicastery for the Causes of Saints at the Vatican to determine the details for the upcoming beatification.

Peter John Sheen was born in El Paso, Illinois, on May 8, 1895, and was called “Fulton” in honor of his mother’s maiden name. Sheen was ordained a priest of the Peoria Diocese on Sept. 20, 1919. On June 11, 1951, he was consecrated as an auxiliary bishop of the Archdiocese of New York and remained in the position until 1966. He was then named the bishop of Rochester, New York, until his retirement in 1969 at the age of 74.

Tylka has previously called Sheen a “trailblazer” due to his Emmy-winning television show “Life Is Worth Living.” The show aired on television from 1952 until 1957, discussing morality and Catholicism.

Sheen “reached millions of people because of [the show],” Tylka said. “He was so far ahead of his time in that reality that we take for granted today.”

Sheen died due to heart disease on Dec. 9, 1979, the feast of St. Juan Diego.

Although Sheen is to be beatified, the process leading to the milestone has been marked by many challenges and delays.

The televangelist’s cause for canonization was first opened in 2002 under the leadership of the Diocese of Peoria, and from then on he was referred to as a servant of God. Pope Benedict XVI declared him venerable in June 2012.

On March 6, 2014, the board of medical experts who advise the then-Congregation for the Causes of Saints unanimously approved a reported miracle attributed to his intercession. Parents of a stillborn baby, James Fulton, prayed through the intercession of Sheen and their son miraculously recovered.

On June 17, 2014, the seven-member theological commission that advises the congregation unanimously agreed with the medical team’s finding.

In September 2014, Sheen’s cause was suspended due to an ownership dispute of his remains. The suspension was announced “with sadness” in a statement by then-bishop of Peoria Daniel R. Jenky, president of the Archbishop Fulton J. Sheen Foundation.

Explaining how the Holy See “expected that the remains of Venerable Sheen would be moved to Peoria where official inspection would be made and first-class relics be taken,” the statement said that the Archdiocese of New York had denied Jenky’s request to move the body to Peoria.

Finally in March 2019, a New York appeals court unanimously ruled that the earthly remains of Sheen could be moved to St. Mary’s Cathedral in Peoria. The following June, his body was transferred to St. Mary’s Cathedral after three years of litigation, helping to clear the way for the archbishop’s sainthood cause to go forward.

Pope Francis approved of the miracle attributed to the intercession of Sheen on July 5, 2019. Sheen was set to be beatified on Dec. 21, 2019, but the beatification experienced a delay.

Bishop Salvatore Matano of Rochester reportedly requested the delay of Sheen’s beatification due to concerns that he could be named in the final report of an ongoing investigation into clergy sex abuse in New York.

The situation was later cleared up and it was reported the delay was not related to the 2007 allegation that Sheen witnessed and covered up an act of clerical sexual abuse. The Diocese of Peoria issued an announcement that said “it has been demonstrated definitively that [Sheen] was an exemplary model of Christian conduct and a model of leadership in the Church. At no time has his life of virtue ever been called into question.”

The diocese said the beatification would be delayed so that more time can be given to examine Sheen’s life. It further called the delay “unfortunate,” because “there continue to be many miracles reported through Sheen’s intercession.”

Despite the delays, proponents of the beatification continued to work to advance the cause. In May 2025 Tylka reiterated his intention to advocate for the beatification process with Pope Leo XIV.

https://t.co/uCLFY2OWUj

[Dr. Bireete Sarah @SarahBireete]

#KnowYourConstitution

Revisiting Articles 26 and 27 of the Constitution in light of the illegal Police/military occupation of @HEBobiwine’s home 👇

If this home is of national security interest, let @PoliceUg and @MODVA_UPDF follow Art.26(2)(b) as follows:
(b) the compulsory taking of possession or acquisition of property is
made under a law which makes provision for—
(i) prompt payment of fair and adequate compensation, prior
to the taking of possession or acquisition of the property;
and
(ii) a right of access to a court of law by any person who has an
interest or right over the property.

Otherwise, they are in violation of Article 27 1(b) and (2) of the Constitution👇

Right to privacy of person, home and other property.
(1) (b) unlawful entry by others of the premises of that person.
(2) No person shall be subjected to interference with the privacy of
that person’s home, correspondence, communication or other property.

Let government buy off the house through fair, adequate and prior compensation instead of the illegal occupation @KagutaMuseveni

[THE ÁĹĹÀŃ ĆÓÚÑŤÝ 🇺🇬 @AllanSseky]

H. E Robert Kyagulanyi Ssentamu last made a post on this app on 2nd Feb 2026....today is 9th and we can't see any posts from him or his where abouts. Was he finally abducted?

[Mercy Grace Munduru 🇺🇬 🇨🇩🇸🇸 @deuce_mercy]

IMPORTANT UPDATE!
I can confirm that Dr @linazed2 who was picked from her home in Kampala was produced in a court in Gulu City this morning. We don’t have much information about the charges and her well-being yet, i will provide updates as they come. Thank you for your solidarity, let us keep demanding for her freedom and that of all Political Poisoners. Free them ALL! #FreeLinaZedriga #FreeAllPoliticalPrisoners

[SSEKABIRA PATRICK @PSSEKABIR]

KYAGULANYI SENTAMU ROBERT

[SSEKABIRA PATRICK @PSSEKABIR]

CLARIFICATION : Challenging our stolen parliamentary seats are part of the broader liberation struggle. Democracy is defended on all fronts, including the courts. Even where institutions are weakened, engaging them exposes their failures and affirms our commitment to lawful, people-centered change.

[Sir Dan Magic @SirDanMagic1]

“As I fight, I am not looking at only my own plight, but at the thousands of innocent people rotting in jail for holding different political views. As I said, my two Deputy Presidents are missing — Maama Lina Zedringa and Madam Jolly. We want to be free. Freedom is all we want. I can hide to save my life, but if I am captured, I want the world to understand that I never fought only for myself, but for human dignity in my country.” @HEBobiwine
#FreeUgandaNow

[Goodhe4rted @goodhe4rted]

NUP is going to court over rigged elections to demonstrate that it can operate within government institutions and disprove claims that it is a terrorist party as @KagutaMuseveni said, even under courts that serve the interests of a dictator who has tried to brand them as such.
So NUP supporters slow down your words I ask you kindly to stop the noise our leaders know better we chose them to represent us anything they do they know.

[BOBI WINE @HEBobiwine]

Hey There.,the President is here! Follow me

[Bushenyi Bouy @BushenyiBouy]

The entire nation should clap for Joel Ssenyonyi, even the regime apologists.

[ayiko @realAyiko]

✊🏿

[Daily Monitor @DailyMonitor]

UPDATE: The National Unity Platform (@NUP_Ug) through its secretary general, @DavidLRubongoya, has rejected the presidential election results announced by Electoral Commission Chairperson Justice Simon Mugenyi Byabakama on January 17, 2026, calling them baseless due to the absence of declaration forms.
#MonitorUpdates
📹: @kakumirizi2002

[Sir Dan Magic @SirDanMagic1]

Even after breaking into the house, stealing everything, and brutally attacking @barbiekyagulanyi, as if that was not enough, they now want to force their way in again. Who knows what their real motive is?

We are dealing with bandits. We are dealing with real terrorists in uniform. Our parents handed this nation to uncivilized pastoralist-minded war mongers, people trained only in bush warfare — where all they learned was to hide in the bush, kill people, quarrel with animals, and rule through fear instead of reason. No wonder they can harm anyone at any time without conscience.

They don’t know how to exist within a just society. Look at how they have destroyed our country. Give them something beautiful, and when you return, it is never the same.

Shame on them.

May we find the wisdom, courage, and unity to rescue ourselves from these dark forces. 💔
#FreeUgandaNow

[100.2 Galaxy FM Zzina! @GalaxyFMUg]

Bad Bobi Wine mu city mwali 😝

[BOBI WINE @HEBobiwine]

UPDATE

Last night, the military surrounding our home in Magere once again forced themselves into the house. They’re now fully occupying our entire home – INSIDE, outside, and around it. We are still unable to assess the extent of the destruction caused to the house when they first broke it and vandalised it on 23rd January. Neither have we been able to take stock of what items and documents the armed men seized from the house, since none of our family members has ever been allowed to access it since the attack happened.