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Recent
> replicate J-space on GLM 5.2
> train a reward model and run RL to reduce hallucinations
> show me how this model makes cancer predictions
Using our platform Silico is like having a team of AI researchers ready to run experiments like these.
Private beta is open now. ๐งต (1/6)
> train a reward model and run RL to reduce hallucinations
> show me how this model makes cancer predictions
Using our platform Silico is like having a team of AI researchers ready to run experiments like these.
Private beta is open now. ๐งต (1/6)
Silico replicated J-space on GLM-5.2 overnight.
It then extended context to ~256k tokens, replicating the key results on multi-hop question answering. (2/6)
It then extended context to ~256k tokens, replicating the key results on multi-hop question answering. (2/6)
Our team spent months developing RLFR, our method which uses probes on a model's internals as reward signals for RL.
Silico reproduced it in 2 days, reducing hallucinations in Qwen3-8B by 37% without capability loss. (3/6)
Silico reproduced it in 2 days, reducing hallucinations in Qwen3-8B by 37% without capability loss. (3/6)
This World Cup (like all others) has had its share of controversy. However, thats part and parcel of the world cup package. Biggest controversy of every world cup in his thread:
1930 in Uruguay: The Premature Whistle: Brazilian referee Gilberto Rรชgo controversially blew the final whistle six minutes early during the Argentina vs. France match, halting a promising French attack. He later recalled the teams from the dressing room to finish the game. 1/n
1930 in Uruguay: The Premature Whistle: Brazilian referee Gilberto Rรชgo controversially blew the final whistle six minutes early during the Argentina vs. France match, halting a promising French attack. He later recalled the teams from the dressing room to finish the game. 1/n
1934 in Italy: Mussolini's Influence: Hosted under Benito Mussolini's fascist regime, refereeing decisions heavily favored the host nation. Referees who made overtly biased calls to ensure Italy advanced, like Swiss official Renรฉ Mercet, were later suspended for life by their own federations. (2/n)
1938 in France: The Anschluss & Blackshirts: Austria was forced to withdraw after being annexed by Nazi Germany. During their quarterfinal against France, Italy's players caused outrage by wearing fascist black shirts instead of their traditional blue kits and giving fascist salutes to the crowd. (3/n)
SDF is joining the x402 Foundation as a Premier member ๐ค
The @linuxfoundation announced the operational launch of the x402 Foundation, an open-governance body stewarding x402, the open standard for internet-native payments over HTTP.
๐งตfor more info.
stellar.org/x402
The @linuxfoundation announced the operational launch of the x402 Foundation, an open-governance body stewarding x402, the open standard for internet-native payments over HTTP.
๐งตfor more info.
stellar.org/x402
Increasingly, AI agents are becoming active participants in digital commerce. But the web doesn't have a native way for one program to pay another. x402 changes that by embedding payment into the web layer itself.
Per the announcement, 38 organizations spanning finance, cloud, and payments have joined to develop the x402 protocol under vendor-neutral governance,ย keeping the payment layer of the internet open, interoperable, and free from lock-in.
Hii pets, (๐ผ ๐๐๐๐๐ผ๐ฟ) (1/10)
Let me tell you exactly how my sissy slave starts every single day under my control. This is his real routine -- locked, plugged, denied, and completely broken for my pleasure
If your clitty is twitching alreadyโฆ good. You wish this was u
Let me tell you exactly how my sissy slave starts every single day under my control. This is his real routine -- locked, plugged, denied, and completely broken for my pleasure
If your clitty is twitching alreadyโฆ good. You wish this was u
(2/10)
Every morning at 6 AM he wakes up on
the floor beside my bed, pink collar
locked tight around his neck. First thing he does is crawl under the covers and wake Mistress with his tongue buried deep in my pussy and ass. He doesn't stop until I've cum at least twice.
Every morning at 6 AM he wakes up on
the floor beside my bed, pink collar
locked tight around his neck. First thing he does is crawl under the covers and wake Mistress with his tongue buried deep in my pussy and ass. He doesn't stop until I've cum at least twice.
(3/10)
His locked clit leaks the whole time but gets zero attention.
After cleaning my morning piss straight from the source like the toilet he is, he puts on his full sissy uniform: panties, stockings, chastity cage with spikes, and a fat vibrating plug in his slutty hole.
His locked clit leaks the whole time but gets zero attention.
After cleaning my morning piss straight from the source like the toilet he is, he puts on his full sissy uniform: panties, stockings, chastity cage with spikes, and a fat vibrating plug in his slutty hole.
RIP Data Scientists.
The Generative AI Data Scientist is NOW what companies want.
This is actually good news. Let me explain:
The Generative AI Data Scientist is NOW what companies want.
This is actually good news. Let me explain:
Companies are sitting on mountains of unstructured data.
PDF
Word docs
Meeting notes
Emails
Videos
Audio Transcripts
This is useful data. But it's unusable in its existing form.
Word docs
Meeting notes
Emails
Videos
Audio Transcripts
This is useful data. But it's unusable in its existing form.
The AI data scientist builds the systems to analyze information, gain business insights, and automates the process.
- Models the system
- Use AI to extract insights
- Drives predictive business insights
Want to become a Generative AI Data Scientist in 2026?
- Models the system
- Use AI to extract insights
- Drives predictive business insights
Want to become a Generative AI Data Scientist in 2026?
๐ฅTIMELINES, PATTERNS, THEY WERE IN THE ROOM & NOW CLOSING THE LOOP
In 2008, a former federal prosecutor named Neil Barofsky was appointed Special Inspector General of TARP. His job was to watch where $700 billion in bailout money went. He told Treasury to track it. Treasury said no called it "meaningless." AIG's counter-parties Goldman, Deutsche Bank, HSBC got paid 100 cents on the dollar with no oversight in the room.
Barofsky documented all of it. To Congress. Under oath. Treasury had no comments.
In 2015, New York's banking regulator placed that same Neil Barofsky inside Credit Suisse as a monitor. He dug into the bank's history. He found 890 Nazi-linked accounts. Ratlines running out of a Credit Suisse-owned building in Bern. An SS officer's account. Documents Credit Suisse destroyed in 2016 and 2017.
He reported it. Credit Suisse fired him. Credit Suisse collapsed in March 2023. Senator Grassley issued the first Senate Budget Committee subpoena since 1991. Barofsky was reinstated. His deadline is July 31, 2026.
The man who documented the 2008 transparency failure found the foundation of the network those banks were plugged into an opacity architecture running since 1934.
Now meet the other one.
In September 2008, a 38-year-old Federal Reserve Governor named Kevin Warsh sat in a room with the most powerful men in finance and helped decide who lived and who died.
He arranged the sale of Bear Stearns to JPMorgan. He was in the room when Lehman was allowed to fail. He orchestrated the $85 billion AIG bailout. He personally negotiated the survival of Morgan Stanley his former employer with an ethics waiver so he could deal with them directly. He approved Goldman Sachs and Morgan Stanley's emergency conversions to bank holding companies, giving them access to trillions in Fed lending.
He saw everything. Every counter-party. Every flow. Every decision.
In May 2026, that same Kevin Warsh was confirmed as Fed Chair. And the first thing he did was start stepping aside. He abstained from the dot plot. He abstained from the stablecoin rulemaking vote. The Fed is now absent entirely from the GENIUS Act final-rule roster. Treasury is running the new financial architecture. Warsh isn't fighting it. He's standing down.
The man who was inside the room when the old system broke is now running the institution that's being quietly moved out of the way while the new system gets built.
Two men. Both at the hinge in 2008. Both now in the exact positions the replacement phase requires.
One is digging down into the foundation. One is standing down at the top.
I'm supposed to believe both of these are coincidences.
This is the Guy on the Couch and you have been debriefed.
@Homeranger17 @CouchGuy17 @drawandstrike @ColonelTowner @RichardGage_911 @ScottZPatriot
In 2008, a former federal prosecutor named Neil Barofsky was appointed Special Inspector General of TARP. His job was to watch where $700 billion in bailout money went. He told Treasury to track it. Treasury said no called it "meaningless." AIG's counter-parties Goldman, Deutsche Bank, HSBC got paid 100 cents on the dollar with no oversight in the room.
Barofsky documented all of it. To Congress. Under oath. Treasury had no comments.
In 2015, New York's banking regulator placed that same Neil Barofsky inside Credit Suisse as a monitor. He dug into the bank's history. He found 890 Nazi-linked accounts. Ratlines running out of a Credit Suisse-owned building in Bern. An SS officer's account. Documents Credit Suisse destroyed in 2016 and 2017.
He reported it. Credit Suisse fired him. Credit Suisse collapsed in March 2023. Senator Grassley issued the first Senate Budget Committee subpoena since 1991. Barofsky was reinstated. His deadline is July 31, 2026.
The man who documented the 2008 transparency failure found the foundation of the network those banks were plugged into an opacity architecture running since 1934.
Now meet the other one.
In September 2008, a 38-year-old Federal Reserve Governor named Kevin Warsh sat in a room with the most powerful men in finance and helped decide who lived and who died.
He arranged the sale of Bear Stearns to JPMorgan. He was in the room when Lehman was allowed to fail. He orchestrated the $85 billion AIG bailout. He personally negotiated the survival of Morgan Stanley his former employer with an ethics waiver so he could deal with them directly. He approved Goldman Sachs and Morgan Stanley's emergency conversions to bank holding companies, giving them access to trillions in Fed lending.
He saw everything. Every counter-party. Every flow. Every decision.
In May 2026, that same Kevin Warsh was confirmed as Fed Chair. And the first thing he did was start stepping aside. He abstained from the dot plot. He abstained from the stablecoin rulemaking vote. The Fed is now absent entirely from the GENIUS Act final-rule roster. Treasury is running the new financial architecture. Warsh isn't fighting it. He's standing down.
The man who was inside the room when the old system broke is now running the institution that's being quietly moved out of the way while the new system gets built.
Two men. Both at the hinge in 2008. Both now in the exact positions the replacement phase requires.
One is digging down into the foundation. One is standing down at the top.
I'm supposed to believe both of these are coincidences.
This is the Guy on the Couch and you have been debriefed.
@Homeranger17 @CouchGuy17 @drawandstrike @ColonelTowner @RichardGage_911 @ScottZPatriot
How far can we compress billion-parameter LLMs? We introduce requential coding, which achieves < 1-bit per param compression, and explains why scaling doesn't hit a generalization wall!
w/@m_finzi, @YujiaZheng9 ,@kunkzhang, @andrewgwils
1/๐งต arxiv.org/pdf/2607.11883
w/@m_finzi, @YujiaZheng9 ,@kunkzhang, @andrewgwils
1/๐งต arxiv.org/pdf/2607.11883
Existing compressors are blind to what a model actually learns. Post-training quantization pays at least the model size, while prequential coding pays for the full data entropy. Requential coding codes only the signal for improving the model, yielding much shorter codes. 2/๐งต
We code a student P that generates its own training data, with a teacher Q selecting which samples to actually train P on. Using relative entropy coding, studentโs code records only these selections w/ ~KL(Q||P) bits per sample, and the selected data is distributed as Q.
3/๐งต
3/๐งต
i said problem is the way they are implementing it.
When profit dictates energy,capital will always flow to whichever crop yields the highest monetary return.Private distillers will incentivize farmers to divert fertile land away from essential food crops like pulses and
When profit dictates energy,capital will always flow to whichever crop yields the highest monetary return.Private distillers will incentivize farmers to divert fertile land away from essential food crops like pulses and
vegetables toward fuel feedstocks (like sugarcane and heavy-starch maize). Same British model of opium. This directly drives food inflation,meaning the working class pays more for basic nutrition just so corporations can sell eco friendly fuel to the urban elite.
Gov and people should ensureno individual or corporation can capitalize or earn a single rupee of profit from ethanol,the entire supply chain must be transitioned into a de commodified public utility.Complete Nationalisation and Expropriation of Distilleries.
Kristjan Kullamรคgi made tens of millions of dollars trading three setups.
He gives them away for free.
Thousands of traders have read them and still lose money with them.
Here is why the setups were never the hard part โ
He gives them away for free.
Thousands of traders have read them and still lose money with them.
Here is why the setups were never the hard part โ
up now in @fullstopmag you can read my back and forth with @griffin5a7 on THE VEILED PROPHET
a really amazing set of questions by an author I really admire โ also got to say some stuff about Pynchon and Manhood and class
a really amazing set of questions by an author I really admire โ also got to say some stuff about Pynchon and Manhood and class
CLAUDE + YouTube = $$$$
CLAUDE + YouTube = $$$$
CLAUDE + YouTube = $$$$
No degree. No camera. No editing skills.
Even a 15-year-old can do this.
I'm going to show you exactly how.
9 prompts that print money on YouTube ๐
CLAUDE + YouTube = $$$$
CLAUDE + YouTube = $$$$
No degree. No camera. No editing skills.
Even a 15-year-old can do this.
I'm going to show you exactly how.
9 prompts that print money on YouTube ๐
1/ Find Your Money Niche
I am [AGE] years old with interest in [TOPICS].
I want to make money on YouTube with AI.
Analyze and give me:
- Top 5 niches with highest CPM rates
- Which niche fits my age & interests
- Competitor gap analysis for each niche
- Realistic income potential at 1K/10K/100K subs
- Which niche can I start TODAY with zero budget
Rank by: easiest to monetize fastest.
I am [AGE] years old with interest in [TOPICS].
I want to make money on YouTube with AI.
Analyze and give me:
- Top 5 niches with highest CPM rates
- Which niche fits my age & interests
- Competitor gap analysis for each niche
- Realistic income potential at 1K/10K/100K subs
- Which niche can I start TODAY with zero budget
Rank by: easiest to monetize fastest.
2/ Faceless Video System
Create a complete faceless YouTube video concept for [NICHE] channel targeting [AUDIENCE].
Include: - Video title (SEO optimized)
- Full script (no camera needed)
- Voiceover instructions
- Stock footage keywords to search
- Background music mood
- Thumbnail concept (text + color + emotion)
- Estimated CPM for this video topic
- Monetization angle beyond AdSense
Create a complete faceless YouTube video concept for [NICHE] channel targeting [AUDIENCE].
Include: - Video title (SEO optimized)
- Full script (no camera needed)
- Voiceover instructions
- Stock footage keywords to search
- Background music mood
- Thumbnail concept (text + color + emotion)
- Estimated CPM for this video topic
- Monetization angle beyond AdSense
Sheikh Hamad
1952 - 2026
Emir of Qatar
Architect of coordinated global terrorism
๐งต 1/11
1952 - 2026
Emir of Qatar
Architect of coordinated global terrorism
๐งต 1/11
Tributes are pouring in from Hamas, Hezbollah, the Taliban and Iran for Hamad bin Khalifa Al Thani, supreme ruler of the radical Wahhabi state of Qatar from 1995 to 2013.
๐งต 2/11
๐งต 2/11
Born in British-protected Qatar and educated in England, Sheikh Hamad climbed the ranks of the Armed Forces after Qatar was given independence in 1971.
He then overthrew his father in a 1995 coup and started using the nationโs gas wealth to build a global media empire, cultivate Islamist movements, buy influence in Western institutions and pursue an outsized foreign policy.
How did Sheikh Hamad gain a reputation as a moderniser while leaving absolute monarchical rule largely intact?
๐งต 3/11
He then overthrew his father in a 1995 coup and started using the nationโs gas wealth to build a global media empire, cultivate Islamist movements, buy influence in Western institutions and pursue an outsized foreign policy.
How did Sheikh Hamad gain a reputation as a moderniser while leaving absolute monarchical rule largely intact?
๐งต 3/11
