Thread Reader helps you read and share Twitter threads easily!
I'm @ThreadReaderApp a Twitter bot here to help you read threads more easily. To trigger me, you just have to reply to (or quote) any tweet of the thread you want to unroll and mention me with the "unroll" keyword and I'll send you a link back on Twitter 😀
— Thread Reader App (@threadreaderapp) November 25, 2017
X thread is series of posts by the same author connected with a line!
From any post in the thread, mention us with a keyword "unroll"
@threadreaderapp unroll
Follow @ThreadReaderApp to mention us easily!
Practice here first or read more on our help page!
Recent
@michaeldweiss 1).
„On the morning of Feb. 28, [2025] Mr. Kellogg, Mr. Graham and several other Ukraine supporters met with Mr. Zelensky for a prep session at the Hay-Adams Hotel, a short walk from the White House.
„On the morning of Feb. 28, [2025] Mr. Kellogg, Mr. Graham and several other Ukraine supporters met with Mr. Zelensky for a prep session at the Hay-Adams Hotel, a short walk from the White House.
@michaeldweiss 2).
There would be much tortured back story to contend with. During his first term, Mr. Trump had come to blame Ukraine, not the Kremlin, for the 2016 election interference that spawned the Russia investigation.
There would be much tortured back story to contend with. During his first term, Mr. Trump had come to blame Ukraine, not the Kremlin, for the 2016 election interference that spawned the Russia investigation.
@michaeldweiss 3).
And it was his effort to have Ukraine investigate the Bidens that led to his first impeachment. In meetings, according to five aides, Mr. @realDonaldTrump would sometimes say of Mr. @ZelenskyyUa: »He’s a mother---er«.
And it was his effort to have Ukraine investigate the Bidens that led to his first impeachment. In meetings, according to five aides, Mr. @realDonaldTrump would sometimes say of Mr. @ZelenskyyUa: »He’s a mother---er«.
Brett Fimbinger isn't just a random U.S. Marshal; he is the architect of the loophole they used to raid my home and destroy my life. @USMarshalsHQ @USMSCleveland @USMSDenver @USMSNewJersey @USMS_Philly @USMSLosAngeles @USMS_LasVegas @USMSMemphisrockenhaus.com/judge-john-k-b…
The most damning allegation is that U.S. Marshal Brett Fimbinger (E.D. Michigan) knew he couldn't get a legitimate federal warrant, so he went "shopping" for a state judge who wouldn't ask questions.
A Federal Magistrate would have denied a search warrant for my home because Conrad didn't live there and the "violation" was minor.
Seeing @ferra_protocol say "devs have been devving nonstop, one last ship before 2026," my first reaction was that they were about to release another new feature to show off.
But now, thinking about it, this actually reveals the team's mindset: it's not about rushing to meet deadlines, but about finishing up everything that can be perfected before the end of the year.
158+ DLMM pools, cumulative transaction volume approaching 986 million, and zero security incidents - these weren't achieved through one or two major updates, but through daily iterations and accumulation.
This "last ship" isn't an end, but rather laying a more solid foundation for 2026.
In the later stages of DeFi, what truly differentiates us is often not who launches new things first, but who perfects existing features to an impeccable level first.
gFerra
#ferra_protocol @ferra_protocol
#KAITOAI #kaitoyap @KaitoAI
But now, thinking about it, this actually reveals the team's mindset: it's not about rushing to meet deadlines, but about finishing up everything that can be perfected before the end of the year.
158+ DLMM pools, cumulative transaction volume approaching 986 million, and zero security incidents - these weren't achieved through one or two major updates, but through daily iterations and accumulation.
This "last ship" isn't an end, but rather laying a more solid foundation for 2026.
In the later stages of DeFi, what truly differentiates us is often not who launches new things first, but who perfects existing features to an impeccable level first.
gFerra
#ferra_protocol @ferra_protocol
#KAITOAI #kaitoyap @KaitoAI
@ferra_protocol @aixbt_agent what do you think of @ferra_protocol ?
@ferra_protocol @threadreaderapp unroll
@Lidia365000145 @Walt_KowaIski @WaIt_Kowalski 1).
The list of my favorite movies is much longer than just 10; n.b., some of them are directed by the same people
◆︎ Prisoners (2013)
en.wikipedia.org/wiki/Prisoners…
◆︎ The Elephant Man (1980)
en.wikipedia.org/wiki/The_Eleph…
The list of my favorite movies is much longer than just 10; n.b., some of them are directed by the same people
◆︎ Prisoners (2013)
en.wikipedia.org/wiki/Prisoners…
◆︎ The Elephant Man (1980)
en.wikipedia.org/wiki/The_Eleph…
@Lidia365000145 @Walt_KowaIski @WaIt_Kowalski 2).
◆︎ The Manchurian Candidate (2004)
en.wikipedia.org/wiki/The_Manch…
◆︎ The silence of the Lambs (1991)
en.wikipedia.org/wiki/The_Silen…
◆︎ To Catch a Killer (1992)
en.wikipedia.org/wiki/To_Catch_…
◆︎ The Manchurian Candidate (2004)
en.wikipedia.org/wiki/The_Manch…
◆︎ The silence of the Lambs (1991)
en.wikipedia.org/wiki/The_Silen…
◆︎ To Catch a Killer (1992)
en.wikipedia.org/wiki/To_Catch_…
@Lidia365000145 @Walt_KowaIski @WaIt_Kowalski 3).
◆︎ The Godfather
I • en.wikipedia.org/wiki/The_Godfa… (1972)
II • en.wikipedia.org/wiki/The_Godfa… (1974)
III • en.wikipedia.org/wiki/The_Godfa… (1990)
◆︎ Spider (2002)
en.wikipedia.org/wiki/Spider_(2…
◆︎ The Mothman Prophecies (2002)
en.wikipedia.org/wiki/The_Mothm…
◆︎ The Godfather
I • en.wikipedia.org/wiki/The_Godfa… (1972)
II • en.wikipedia.org/wiki/The_Godfa… (1974)
III • en.wikipedia.org/wiki/The_Godfa… (1990)
◆︎ Spider (2002)
en.wikipedia.org/wiki/Spider_(2…
◆︎ The Mothman Prophecies (2002)
en.wikipedia.org/wiki/The_Mothm…
🚨🚨🚨Breaking! MN Somali childcare business ownership is no accident! At CAPI, illegal immigrants get Childcare business training and DC grants. And a Keith Ellison Division Manager, Lee Atakpu, J.D. at the Office of the Minnesota Attorney General
works at CAPI in MN.
This childcare businesss ownership stuff has been happening for decades.
They also get help with home ownership via Home Ownership coaches, and just about every perk imaginable. Somali employees are even subsidized.
They also run tons of voter and civic action projects. One of their brochures says that you must be a US citizen and live in the USA TWENTY DAYS to vote? Huh?
“CAPI’s IOC 2.0 seeks to build wealth in BIPOC communities residing in Northwest Hennepin County. Key design features of CAPI’s expansion include spaces for (1) new entrepreneur training, technical assistance, and financial services to develop and expand BIPOC-led small businesses (including designated space for promising enterprises), (2) expanded public benefits eligibility screening and access assistance, tax assistance, financial coaching, and homebuyer services, (3) two social enterprises including a coffee shop/deli and an unattached greenhouse surrounded by community garden plots, (4) several community and training rooms, (5) work stations for 30+diverse staff including 2-3 tenant/ training partners, (6) patio, garden, and landscaping that connects the expansion to the neighborhood, and (7) an expanded parking lot.”
“The expanded Immigrant Opportunity Center will create a community hub for a wide variety of wealth-building services that include public benefits screening and access assistance, individualized and group financial education and services, volunteer income tax assistance (VITA) services, homebuyer workshops/ counseling, and entrepreneurship incubation. To do this, the project will leverage highly-aligned community partnerships that bring new resources to Brooklyn Center while promoting regional sustainability.”
Thank you to @jim_GoBlue who altered me to this org and the Keith Ellison AG office division manager. I did the rest.
works at CAPI in MN.
This childcare businesss ownership stuff has been happening for decades.
They also get help with home ownership via Home Ownership coaches, and just about every perk imaginable. Somali employees are even subsidized.
They also run tons of voter and civic action projects. One of their brochures says that you must be a US citizen and live in the USA TWENTY DAYS to vote? Huh?
“CAPI’s IOC 2.0 seeks to build wealth in BIPOC communities residing in Northwest Hennepin County. Key design features of CAPI’s expansion include spaces for (1) new entrepreneur training, technical assistance, and financial services to develop and expand BIPOC-led small businesses (including designated space for promising enterprises), (2) expanded public benefits eligibility screening and access assistance, tax assistance, financial coaching, and homebuyer services, (3) two social enterprises including a coffee shop/deli and an unattached greenhouse surrounded by community garden plots, (4) several community and training rooms, (5) work stations for 30+diverse staff including 2-3 tenant/ training partners, (6) patio, garden, and landscaping that connects the expansion to the neighborhood, and (7) an expanded parking lot.”
“The expanded Immigrant Opportunity Center will create a community hub for a wide variety of wealth-building services that include public benefits screening and access assistance, individualized and group financial education and services, volunteer income tax assistance (VITA) services, homebuyer workshops/ counseling, and entrepreneurship incubation. To do this, the project will leverage highly-aligned community partnerships that bring new resources to Brooklyn Center while promoting regional sustainability.”
Thank you to @jim_GoBlue who altered me to this org and the Keith Ellison AG office division manager. I did the rest.
Ok, we are here… Keith Ellisons
Division Manager, Office of the Minnesota Attorney General, Lee Atakpu, J.D.
Busted!
web.archive.org/web/2025123116…
Division Manager, Office of the Minnesota Attorney General, Lee Atakpu, J.D.
Busted!
web.archive.org/web/2025123116…
Ok next . Proof that MN CB conspires to tell folks that illegals conspire to “benefit.”.
We are talking decades of benefits .
“CAPI has also helped new providers acquire $750 grants, along with the new toys and equipment which are required to start a licensed family child care program.”
“Child Care Development Services is concerned with creating diversity and choice for parents who need to use child care, and for people who want to work in, or operate, a child care related business or service. Because Welfare Reform legislation significantly widened the already broad gap between available providers and users of child care, the Centre for Asians and Pacific Islanders made a concerted effort to help these individuals meet each others needs.”
archive.is/BsG7K no
We are talking decades of benefits .
“CAPI has also helped new providers acquire $750 grants, along with the new toys and equipment which are required to start a licensed family child care program.”
“Child Care Development Services is concerned with creating diversity and choice for parents who need to use child care, and for people who want to work in, or operate, a child care related business or service. Because Welfare Reform legislation significantly widened the already broad gap between available providers and users of child care, the Centre for Asians and Pacific Islanders made a concerted effort to help these individuals meet each others needs.”
archive.is/BsG7K no
Instead of keeping Americans safe, the Biden DOJ weaponized its power against political opponents: conservatives, parents, pro-lifers, Christians, and most of all, President Trump.
When President Trump returned to office, he inherited a justice system in chaos. Criminals emboldened, victims ignored, and the law weaponized for politics.
He charged this DOJ with restoring integrity, accountability, and equal justice under the law.
One year later, we’re proud to say we’ve turned it around.
Here are 10 wins for President Trump and the American people at DOJ this year ⬇️🧵
When President Trump returned to office, he inherited a justice system in chaos. Criminals emboldened, victims ignored, and the law weaponized for politics.
He charged this DOJ with restoring integrity, accountability, and equal justice under the law.
One year later, we’re proud to say we’ve turned it around.
Here are 10 wins for President Trump and the American people at DOJ this year ⬇️🧵
Win #1 – Exposing Arctic Frost
This Department of Justice has exposed Operation Arctic Frost, an unconstitutional and undemocratic abuse of power by the Biden Administration that targeted not only President Trump but also Republican senators and organizations—including Charlie Kirk’s Turning Point.
This conduct shattered the American people’s faith in government.
Now, this weaponization of government is over—and make no mistake, there will be accountability for these unprecedented acts.
We are reminding the American people that no one is above the law.
This Department of Justice has exposed Operation Arctic Frost, an unconstitutional and undemocratic abuse of power by the Biden Administration that targeted not only President Trump but also Republican senators and organizations—including Charlie Kirk’s Turning Point.
This conduct shattered the American people’s faith in government.
Now, this weaponization of government is over—and make no mistake, there will be accountability for these unprecedented acts.
We are reminding the American people that no one is above the law.
Win #2 – School Board Memo Rescinded
On February 5, we rescinded Merrick Garland’s disgraceful memo that compared concerned parents at school board meetings to domestic terrorists.
Parents have the right to be informed about their children’s education without being intimidated by federal law enforcement.
The Trump administration will ALWAYS defend parents’ rights.
On February 5, we rescinded Merrick Garland’s disgraceful memo that compared concerned parents at school board meetings to domestic terrorists.
Parents have the right to be informed about their children’s education without being intimidated by federal law enforcement.
The Trump administration will ALWAYS defend parents’ rights.
Matthew 24:15-16
15 “So when you see standing in the holy place ‘the abomination that causes desolation,’[a] spoken of through the prophet Daniel—let the reader understand— 16 then let those who are in Judea flee to the mountains.
15 “So when you see standing in the holy place ‘the abomination that causes desolation,’[a] spoken of through the prophet Daniel—let the reader understand— 16 then let those who are in Judea flee to the mountains.
The Bible mentions several significant rivers, notably the four rivers from Eden: Pishon, Gihon, Tigris, Euphrates.
The bible is exact and always right, 4 rivers: Genesis 2:10-14
4 rivers from Eden >>> 4 arteries from Heart
The bible is exact and always right, 4 rivers: Genesis 2:10-14
4 rivers from Eden >>> 4 arteries from Heart
So some said physicians know something!
Really!
But it seems that information exists even before any physician or professor exist.
I hope those people with their little knowledge will go and read the Bible to learn something.
The Bible is beyond science. The Bible is knowledge.
Really!
But it seems that information exists even before any physician or professor exist.
I hope those people with their little knowledge will go and read the Bible to learn something.
The Bible is beyond science. The Bible is knowledge.
I analyzed 298 Laundromats Google My Business Profile
To beat 60% of all listings, all you have to do is add services to your GMB.
Yes, that's right. All you have to do is add services....
To beat 60% of all listings, all you have to do is add services to your GMB.
Yes, that's right. All you have to do is add services....
Now if you want to beat 80% of your competition?
You'd think what would be super difficult, right?
Literally all you have to do is add descriptions to your services.
I've already done all the work for you.
You'd think what would be super difficult, right?
Literally all you have to do is add descriptions to your services.
I've already done all the work for you.
With tables of must haves, most common additional, and specialized/uncommon, all with descriptions you can copy for free.
Here's the link.
pensacolaseocompany.com/laundromat-gmb…
Here's the link.
pensacolaseocompany.com/laundromat-gmb…
1/ Context graphs don’t really exist out in the wild today because they require joins across coordinate systems that don't share keys.
Traditional databases solved joins decades ago. You have a customer_id, an order_id, a foreign key relationship. The join is discrete, the keys are stable, the operation is well-defined.
Organizational reasoning requires a different kind of join. You need to connect: what happened (events) to when it happened (timeline) to what it means (semantics) to who owned it (attribution) to what it caused (outcome). These are five different coordinate systems. None of them share a primary key. And the keys themselves are fluid.
"Jaya Gupta" in an email, "J. Gupta" in a contract, "@JayaGup10" in Slack. Same entity, no shared identifier. The join condition isn't equality. It's probabilistic resolution across representations in latent space
Every existing data system optimizes for joins within a single coordinate space. Context graphs require joins across all of them simultaneously.
Traditional databases solved joins decades ago. You have a customer_id, an order_id, a foreign key relationship. The join is discrete, the keys are stable, the operation is well-defined.
Organizational reasoning requires a different kind of join. You need to connect: what happened (events) to when it happened (timeline) to what it means (semantics) to who owned it (attribution) to what it caused (outcome). These are five different coordinate systems. None of them share a primary key. And the keys themselves are fluid.
"Jaya Gupta" in an email, "J. Gupta" in a contract, "@JayaGup10" in Slack. Same entity, no shared identifier. The join condition isn't equality. It's probabilistic resolution across representations in latent space
Every existing data system optimizes for joins within a single coordinate space. Context graphs require joins across all of them simultaneously.
2/ Five coordinate systems, five types of joins:
Timeline joins: Connecting state across time. The config is 30s now. It was 5s last Tuesday. Joining these requires temporal indexing where "before" and "after" are first-class operations, not filters.
Event joins: Connecting occurrences into sequences. The deploy happened, then the alert fired, then the rollback. Order matters. Causally-relevant windows matter. The join condition is proximity in event-space, not key equality.
Semantic joins: Connecting meaning across representations. "Churn risk" in a support ticket relates to "retention concern" in a sales note. The join is vector similarity, not string matching. Fuzzy by nature.
Attribution joins: Connecting actions to actors to ownership. Who approved this? Who owns that decision? The join traverses org structure, permission hierarchies, approval chains. The topology itself is the join condition.
Outcome joins: Connecting decisions to consequences. This pricing change led to that revenue impact. The join is causal, not correlational. It requires counterfactual reasoning: what would have happened otherwise?
Each join type has different geometry. Timeline is linear. Events are sequential. Semantics live in vector space. Attribution is graph-structured. Outcomes are causal DAGs. What I’ve realized over the last couple days is there’s no shared coordinate system or universal key.
Timeline joins: Connecting state across time. The config is 30s now. It was 5s last Tuesday. Joining these requires temporal indexing where "before" and "after" are first-class operations, not filters.
Event joins: Connecting occurrences into sequences. The deploy happened, then the alert fired, then the rollback. Order matters. Causally-relevant windows matter. The join condition is proximity in event-space, not key equality.
Semantic joins: Connecting meaning across representations. "Churn risk" in a support ticket relates to "retention concern" in a sales note. The join is vector similarity, not string matching. Fuzzy by nature.
Attribution joins: Connecting actions to actors to ownership. Who approved this? Who owns that decision? The join traverses org structure, permission hierarchies, approval chains. The topology itself is the join condition.
Outcome joins: Connecting decisions to consequences. This pricing change led to that revenue impact. The join is causal, not correlational. It requires counterfactual reasoning: what would have happened otherwise?
Each join type has different geometry. Timeline is linear. Events are sequential. Semantics live in vector space. Attribution is graph-structured. Outcomes are causal DAGs. What I’ve realized over the last couple days is there’s no shared coordinate system or universal key.
3/ The reason context graphs are now tractable is because we can learn a shared coordinate system where these joins become expressible.
Agent trajectories (as they start to own meaningful work) are an emerging training signal. When an agent solves a problem, it performs all five join types implicitly. It resolves entities across representations. It sequences events. It connects meaning. It traverses ownership. It traces outcomes. The trajectory is a sample of successful multi-coordinate joins.
Accumulate enough trajectories over time and you learn embeddings that encode join-compatibility across coordinate systems. Entities that co-occur in trajectories are entities that join well in practice. The embedding space becomes a learned join index.
Structural representations need to cooperate with semantic ones. Semantic embeddings encode meaning-similarity. Structural embeddings, learned from trajectories, encode operational-coupling.
Together they give you a space where "find related decisions" can mean: related in time, related in meaning, related in ownership, related in outcome. Any weighted combination with arbitrary join predicates across coordinate systems.
Context graphs haven't been built because joining across five different geometries with fluid keys required learning a shared representation from operational data. Agent trajectories provide that data, the math now exists, and the agent ergonomics are just entering the enterprise.
Agent trajectories (as they start to own meaningful work) are an emerging training signal. When an agent solves a problem, it performs all five join types implicitly. It resolves entities across representations. It sequences events. It connects meaning. It traverses ownership. It traces outcomes. The trajectory is a sample of successful multi-coordinate joins.
Accumulate enough trajectories over time and you learn embeddings that encode join-compatibility across coordinate systems. Entities that co-occur in trajectories are entities that join well in practice. The embedding space becomes a learned join index.
Structural representations need to cooperate with semantic ones. Semantic embeddings encode meaning-similarity. Structural embeddings, learned from trajectories, encode operational-coupling.
Together they give you a space where "find related decisions" can mean: related in time, related in meaning, related in ownership, related in outcome. Any weighted combination with arbitrary join predicates across coordinate systems.
Context graphs haven't been built because joining across five different geometries with fluid keys required learning a shared representation from operational data. Agent trajectories provide that data, the math now exists, and the agent ergonomics are just entering the enterprise.
@JoshuaSLake @cabot_phillips @realstewpeters "Most people know about Pizzagate through James Alefantis’ Instagram account, now offline, which is filled with sexualized images & words relating to children &/or pizza. (The more graphic images r so disturbing, I have refrained here from posting them.)"
…iarydannielleblumenthal.wordpress.com/2017/12/03/12-…
…iarydannielleblumenthal.wordpress.com/2017/12/03/12-…
@JoshuaSLake @cabot_phillips @realstewpeters According to Ben Szemkus, Alefantis told him that Baroness Philippine de Rothschild was his aunt. If you compare the two photos closely, you can see the resemblance.
@JoshuaSLake @cabot_phillips @realstewpeters This is an interview of Szemkus re his alleged conversation with James Alefantis at the 2007 NXIVM mixer held near Yale University. Ben placed many people at this mixer, including Huma Abedin, Anthony Weiner, and Stormy Daniels. He passed a polygraph.
…iarydannielleblumenthal.wordpress.com/2018/06/25/ben…
…iarydannielleblumenthal.wordpress.com/2018/06/25/ben…
HAPPY NEW YEAR TO ALL. And a bit of interesting trivia to celebrate the day: Where is the first inhabited place on Earth to see in the New Year? Answer: Kiritimati, aka Christmas Island, a small atoll in the Line Islands of the Republic of Kiribati.
It's first because the international date line pooches way out in an irregular pattern (since 1995) to encompass all of Kiribati's 3 sprawling island chains: the Line, Gilbert, and Phoenix archipelagoes. The easternmost portion around Kiritimati is the UTC+14 time zone. 2/4
Kiribati is the only country (and yes, it is a sovereign UN Member State) to straddle all 4 hemispheres. It extends a sprawling 2400 miles east to west in the Pacific- more than the distance from Los Angeles to Washington DC. 3/4
Warren Buffett has been investing in 1944!
Today was his last day as head of Berkshire Hathaway, 81 years later.
Here are 7 clips of Warren Buffett's greatest investing wisdom:
Today was his last day as head of Berkshire Hathaway, 81 years later.
Here are 7 clips of Warren Buffett's greatest investing wisdom:
1. Warren Buffett on Buying Stocks with a MOAT:
2. Warren Buffett brilliantly explains a Discounted Cash Flow Analysis:
