Alpha Omega LLC

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[Alpha Omega LLC @Alpha_Omega_LLC]

"Commentary by the Vicar of the Lavra, Metropolitan Pavel, on the attack on the Assumption Cathedral on June 15, 2026 in Ukrainian."

https://t.co/KnMnlxHbTl

[Alpha Omega LLC @Alpha_Omega_LLC]

Ad free music is the future.

[Alpha Omega LLC @Alpha_Omega_LLC]

You don't need to exchange data for worse customer service and more expensive products.

[TheWizard @TheRealWizar]

Remember when nothing needed a password in life?

[Alpha Omega LLC @Alpha_Omega_LLC]

@mark_slapinski I feel the same way about the banking cartel.

[Alpha Omega LLC @Alpha_Omega_LLC]

@LPNational "Private sector and public sector organized crime are the two things in life that are completely certain and unavoidable."

-ChatGPT

[Superman @thesupermanmx]

Researchers proved you can accurately recreate the original prompt, word for word, from the response generated by an LLM.

Word for word.

Researchers published a breakthrough technique called Previous-Token Prediction (PTP).

Instead of training models to look forward, predicting the next token, researchers built an inverse model trained to predict the previous token.

You hand the AI a single textual response. Nothing else. No model weights. No access to internal logits. No hidden embeddings.

Just the final output text.

The inverse model reads it backward and spits out the exact, word-for-word prompt that created it.

The results rewrite everything we know about data security:

• Near-exact prompt reconstruction on complex models like GPT-4o.
• Zero-shot transferability across entirely different LLMs.
• Achieves a massive leap in accuracy compared to old semantic guessing methods.

The security implications are staggering.

Companies spend millions crafting proprietary system prompts, custom guardrails, and secret enterprise workflows, believing their intellectual property is safe behind an API.

It’s not.

If a bad actor has access to an AI’s public output, they now have a master key to reverse-engineer the exact instructions used to build it.

We’ve spent the entire AI boom treating model outputs as safe endpoints.

Turns out, every response you put out into the world is leaving a trail of breadcrumbs straight back to your source code.

[UOJ - America @UOJ_America]

YAKUSHYNTI, UKRAINE — As reported by UOJ-Ukraine, members of the Ukrainian Orthodox Church (UOC) community in Yakushyntsi, Vinnytsia Oblast, say supporters of the Orthodox Church of Ukraine (OCU) are preparing to seize their Church of St. Seraphim of Sarov, potentially with police involvement. The parishioners say they have continued holding services at the church while pursuing legal challenges to the community’s re-registration under the OCU.

[More Perfect Union @MorePerfectUS]

The Cherokee Nation has banned hyperscale data center development on all tribally owned and trust land.

[Alpha Omega LLC @Alpha_Omega_LLC]

@KimDotcom Check out how poly market changes the lines when Trump posts about running in 2028.

Same thing just gambling.

And you will know them by their deeds...

[Alpha Omega LLC @Alpha_Omega_LLC]

"The Rector of the Kyiv Theological Academy and Seminary, Archbishop Sylvester of Bilohorodsk, concelebrated with His Beatitude Metropolitan Onuphry of Kyiv and All Ukraine during the Divine Liturgy at the Holy Pantelmon Convent in Theophania, on the occasion of the convent's patronal feast day.

During the service, the Abbess Elizabeth (Andreeva) of the Holy Pantelmon Convent, along with the sisters, pilgrims, and parishioners of the convent, offered prayers.

At the conclusion of the celebration, the clergy and bishops led a procession, sprinkling the faithful with holy water."

[Alpha Omega LLC @Alpha_Omega_LLC]

The Two Ways:

Happy are those who do not follow the advice of the wicked, or take the path that sinners tread, or sit in the seat of scoffers; but their delight is in the law of the Lord, and on his law they meditate day and night.

They are like trees planted by streams of water, which yield their fruit in its season, and their leaves do not wither. In all that they do, they prosper.

The wicked are not so, but are like chaff that the wind drives away.

Therefore the wicked will not stand in the judgment, nor sinners in the congregation of the righteous; for the Lord watches over the way of the righteous, but the way of the wicked will perish.

[Alpha Omega LLC @Alpha_Omega_LLC]

@JasonBassler1 Imagine how many more people would be in gulags if Stalin had these?

[UOJ - America @UOJ_America]

JORDANVILLE — The Trump administration (@realDonaldTrump) has backed Holy Trinity Monastery (@hts_jordanville) in its opposition to a proposed wind farm near the historic Orthodox Christian site, with the U.S. Department of Agriculture saying it stands with the monastery as it seeks to protect the property from what the department described as a foreign-owned wind project.

[Alpha Omega LLC @Alpha_Omega_LLC]

"Republican operatives, including figures tied to U.S. Rep. Zach Nunn's campaign and the Republican consulting firm FP1 Strategies, approached multiple Libertarian candidates and urged them to withdraw.

The party says the candidates were variously offered inducements to quit, including the promise of personal face time in Washington D.C., with a sitting member of the Trump administration, and were warned that refusing to withdraw would trigger 'multiple challenges,' additional legal action, and Federal Election Commission complaints over their campaign filings.

Marco Battaglia, candidate for the U.S. House District 3, also received calls and text messages from an individual purporting to be U.S. Health and Human Services Secretary Robert F. Kennedy Jr., urging him to abandon the race and endorse the Republican incumbent.

Rick Stewart, candidate for the U.S. House District 4, received a similar call, which he recorded. The recording was provided to the media and posted on outlets including the Washington Post and CNN.

The national Libertarian Party will use all available methods and resources to defend Libertarian candidates from these thuggish attacks by high-priced GOP operatives.

These candidates earned their place on the ballot through the sweat of Iowa volunteers. We will not stand by while Republican insiders threaten, bribe, and litigate them to silence."

[Alpha Omega LLC @Alpha_Omega_LLC]

@aleximm @CharlesFLehman @TheAtlantic I think the Atlantic is very brave for promoting the Sovietization of America.

It's not like journalists would ever be targeted by illegal survillence operations.

[Alpha Omega LLC @Alpha_Omega_LLC]

@DataChaz At least until Claude makes you buy more tokens.

[Alpha Omega LLC @Alpha_Omega_LLC]

Remember that time Canada wasn't nice to Canadians?

[Alpha Omega LLC @Alpha_Omega_LLC]

@SenRandPaul It's crazy that the banks only had to provide 1/6th of the value for federal reserve shares and 50% of the cost was left "on call" and payments were supposed to be made on gold.

[Alpha Omega LLC @Alpha_Omega_LLC]

@MorePerfectUS The KGB used to sneak into people's houses and install discrete survillence devices.

But here in America, the government does it in plain sight.

[More Perfect Union @MorePerfectUS]

The LAPD declined to renew its Flock contract after an internal audit found 161 false stolen-vehicle alerts in just two months — a 32.3% false-positive rate.

https://t.co/D1KWlW2urY

[Alpha Omega LLC @Alpha_Omega_LLC]

You know who would've loved comrade cameras?

Stalin.