Recent well liked threads
Mansour bin Zayed Al Nahyan
uses sports to fund wars and Russian Oligarchs like Roman Abramovich. He is pulling strings in wars across Sudan, Libya, and Ethiopia. It links to La Houge via Abramovich. @Pontifex
uses sports to fund wars and Russian Oligarchs like Roman Abramovich. He is pulling strings in wars across Sudan, Libya, and Ethiopia. It links to La Houge via Abramovich. @Pontifex
Roman Abramovich links to La Houge used by the family of Ghislaine Maxwell and Glencore. It was used to tax evade and hide ownerships. institutionalinvestor.com/article/2bswqq…
In 2016, the RCMP launched an investigation into a Canadian-owned company, Streit Group, for potentially violating Canadian sanctions and a UN arms embargo by selling armored vehicles to Sudan and Libya. 
We built a Deep Research demo for the Claude Agent SDK!
It's one our most requested use cases: spawn multiple AI agents to research a topic in parallel, then synthesize their findings into a report.
🧵 on how it works:
It's one our most requested use cases: spawn multiple AI agents to research a topic in parallel, then synthesize their findings into a report.
🧵 on how it works:
At a high level:
- the main agent breaks your request into 2-4 subtopics
- it spawns researcher subagents in parallel to search the web
- each researcher saves findings to files/research_notes
- the main agent then spawns report-writer to create final report in files/reports
- the main agent breaks your request into 2-4 subtopics
- it spawns researcher subagents in parallel to search the web
- each researcher saves findings to files/research_notes
- the main agent then spawns report-writer to create final report in files/reports
Using files is a great way of handling subagent communication.
Research subagents can save their findings to files and then the main agent can search across them to make sure the relevant information has been found.
Research subagents can save their findings to files and then the main agent can search across them to make sure the relevant information has been found.
Google just announced that you can integrate your products within its AI platforms like Gemini and AI Mode.
Now you can get your stuff indexed, ranked, displayed and recommended inside Google's AI systems with live prices and availability.
Here is a full recap of how to do it all by yourself.
No need to hire any expensive outside help.
But before we get into it...
If you want some free cheat codes for getting traffic and sales from ChatGPT, Gemini, AI Mode and Perplexity just RT this, follow me, and reply "SEO Stuff Cheat Codes" and I will DM you.
You must do all 3 for the DM.
And if you want traffic and sales from ChatGPT, Perplexity, Gemini, AI Mode, and traditional Google search on autopilot, SEO Stuff (seo-stuff.com) does all of the heavy lifting for you.
The Gold Plan (seo-stuff.com/gold-plan-pack…) is so popular that more than 80 percent of customers who buy it return for multiple other purchases.
Alright, let's get into this week's news.
On Thursday Google rolled out a major AI shopping update.
Here are the biggest changes:
You can now shop conversationally inside AI Mode in Search.
You describe what you want and Google generates a complete answer with shoppable images, comparison tables, reviews, product attributes, and the best options for your criteria.
Gemini now supports full shopping experiences in the chat interface.
You can ask for ideas, product suggestions, comparisons, and shoppable listings right inside Gemini.
Google can now call stores on your behalf.
Search “in stock near me” and Google will call local stores automatically, verify stock, confirm price, and check for promotions.
Google also introduced agentic checkout.
You can set a price threshold and Google will automatically buy the item through Google Pay the moment the price drops.
Needless to say, this is not a small update.
It is Google’s version of ChatGPT Shopping and it shows exactly where discovery is going.
The big takeaway is simple: search is shifting from keyword entry to conversational discovery.
And brands that show up inside that AI layer will win the next 5 years of online sales.
Google also laid out exactly how they power AI Mode answers:
Shopping Graph data
Product attributes and schema
Structured comparison signals
Review summaries
Inventory data
Entity level brand recognition
Freshness and real time updates
These are the same signals that power ChatGPT citations.
The same signals that power Perplexity.
And they all point to one conclusion:
If you do not have structured, comparison based, extractable content on your site, you will not be included.
If your brand is not supported by authoritative backlinks and consistent entity data, you will not be trusted or recognized.
This is where SEO Stuff (seo-stuff.com) customers have had an advantage.
The Gold Plan (seo-stuff.com/gold-plan-pack…) and Premium Content Bundle (seo-stuff.com/premium-conten…) are built specifically for this new search environment.
Here is how they map directly to what Google just launched.
Google and Gemini prefer structured comparison content.
AI Mode outputs are built from product comparisons, ranked lists, feature differences, and short factual takeaways.
That is the same format used in every Gold Plan and Premium Content Bundle (seo-stuff.com/premium-conten…) article.
Question based H2s
Two to three sentence answers under each section
TLDR block at the top
Lists and feature breakdowns
Clean HTML
This is exactly the kind of content Google lifts and displays inside AI Mode.
Google and Gemini prioritize trusted sources with authority.
Shopping Graph and AI Mode give higher weight to domains that receive quality backlinks and appear in trusted publications.
That is why the Gold Plan (seo-stuff.com/gold-plan-pack…) and Premium Backlink Bundle include DR50 plus backlinks from legitimate business sites with real traffic.
These backlinks create the entity level trust that AI systems rely on when deciding which brands to include.
Google needs consistent entity signals to recognize your brand.
Your brand must appear the same way everywhere.
Google uses entity consistency to build confidence in the brand it is recommending.
SEO Stuff (seo-stuff.com) content and backlink packages reinforce:
Brand name
Location
Category
Products or services
Supporting context
This is how you train AI systems to see your brand as legitimate.
Also, freshness matters more than ever.
Google’s Shopping Graph updates 2 billion listings per hour.
Gemini and AI Mode reward newer or recently updated content.
ChatGPT and Perplexity prioritize recently refreshed pages.
SEO Stuff (seo-stuff.com) content is built with structured formats and internal linking that make updates simple and fast, helping you remain in the recent ingestion window.
So what does all of this mean?
Search is no longer just a list of blue links.
It is now a system of conversational recommendations and real time shopping actions.
If you are not visible inside Google’s AI layer, you are already out of the game before the SERP even loads.
If you are not visible inside ChatGPT, Perplexity, and Gemini, it's a wrap for you before a user ever reaches your site.
SEO Stuff (seo-stuff.com) was built directly for this shift.
The Gold Plan gives you 10 long form, AI readable articles plus 3 DR50 authoritative backlinks.
seo-stuff.com/gold-plan-pack…
The Premium Content Bundle gives you 60 comparison based articles that teach AI to associate your brand with your category.
seo-stuff.com/premium-conten…
Together they turn your website into an AI citation engine for Google, ChatGPT, Gemini, and Perplexity.
If AI is replacing the first click, your content must replace the first impression.
If you want cheat codes for getting inside ChatGPT, Gemini, Perplexity and AI Mode answers within the next 30 days, RT this, follow me, and reply “SEO Stuff Cheat Codes" and I'll DM you.
You must do all 3 for the DM.
Now you can get your stuff indexed, ranked, displayed and recommended inside Google's AI systems with live prices and availability.
Here is a full recap of how to do it all by yourself.
No need to hire any expensive outside help.
But before we get into it...
If you want some free cheat codes for getting traffic and sales from ChatGPT, Gemini, AI Mode and Perplexity just RT this, follow me, and reply "SEO Stuff Cheat Codes" and I will DM you.
You must do all 3 for the DM.
And if you want traffic and sales from ChatGPT, Perplexity, Gemini, AI Mode, and traditional Google search on autopilot, SEO Stuff (seo-stuff.com) does all of the heavy lifting for you.
The Gold Plan (seo-stuff.com/gold-plan-pack…) is so popular that more than 80 percent of customers who buy it return for multiple other purchases.
Alright, let's get into this week's news.
On Thursday Google rolled out a major AI shopping update.
Here are the biggest changes:
You can now shop conversationally inside AI Mode in Search.
You describe what you want and Google generates a complete answer with shoppable images, comparison tables, reviews, product attributes, and the best options for your criteria.
Gemini now supports full shopping experiences in the chat interface.
You can ask for ideas, product suggestions, comparisons, and shoppable listings right inside Gemini.
Google can now call stores on your behalf.
Search “in stock near me” and Google will call local stores automatically, verify stock, confirm price, and check for promotions.
Google also introduced agentic checkout.
You can set a price threshold and Google will automatically buy the item through Google Pay the moment the price drops.
Needless to say, this is not a small update.
It is Google’s version of ChatGPT Shopping and it shows exactly where discovery is going.
The big takeaway is simple: search is shifting from keyword entry to conversational discovery.
And brands that show up inside that AI layer will win the next 5 years of online sales.
Google also laid out exactly how they power AI Mode answers:
Shopping Graph data
Product attributes and schema
Structured comparison signals
Review summaries
Inventory data
Entity level brand recognition
Freshness and real time updates
These are the same signals that power ChatGPT citations.
The same signals that power Perplexity.
And they all point to one conclusion:
If you do not have structured, comparison based, extractable content on your site, you will not be included.
If your brand is not supported by authoritative backlinks and consistent entity data, you will not be trusted or recognized.
This is where SEO Stuff (seo-stuff.com) customers have had an advantage.
The Gold Plan (seo-stuff.com/gold-plan-pack…) and Premium Content Bundle (seo-stuff.com/premium-conten…) are built specifically for this new search environment.
Here is how they map directly to what Google just launched.
Google and Gemini prefer structured comparison content.
AI Mode outputs are built from product comparisons, ranked lists, feature differences, and short factual takeaways.
That is the same format used in every Gold Plan and Premium Content Bundle (seo-stuff.com/premium-conten…) article.
Question based H2s
Two to three sentence answers under each section
TLDR block at the top
Lists and feature breakdowns
Clean HTML
This is exactly the kind of content Google lifts and displays inside AI Mode.
Google and Gemini prioritize trusted sources with authority.
Shopping Graph and AI Mode give higher weight to domains that receive quality backlinks and appear in trusted publications.
That is why the Gold Plan (seo-stuff.com/gold-plan-pack…) and Premium Backlink Bundle include DR50 plus backlinks from legitimate business sites with real traffic.
These backlinks create the entity level trust that AI systems rely on when deciding which brands to include.
Google needs consistent entity signals to recognize your brand.
Your brand must appear the same way everywhere.
Google uses entity consistency to build confidence in the brand it is recommending.
SEO Stuff (seo-stuff.com) content and backlink packages reinforce:
Brand name
Location
Category
Products or services
Supporting context
This is how you train AI systems to see your brand as legitimate.
Also, freshness matters more than ever.
Google’s Shopping Graph updates 2 billion listings per hour.
Gemini and AI Mode reward newer or recently updated content.
ChatGPT and Perplexity prioritize recently refreshed pages.
SEO Stuff (seo-stuff.com) content is built with structured formats and internal linking that make updates simple and fast, helping you remain in the recent ingestion window.
So what does all of this mean?
Search is no longer just a list of blue links.
It is now a system of conversational recommendations and real time shopping actions.
If you are not visible inside Google’s AI layer, you are already out of the game before the SERP even loads.
If you are not visible inside ChatGPT, Perplexity, and Gemini, it's a wrap for you before a user ever reaches your site.
SEO Stuff (seo-stuff.com) was built directly for this shift.
The Gold Plan gives you 10 long form, AI readable articles plus 3 DR50 authoritative backlinks.
seo-stuff.com/gold-plan-pack…
The Premium Content Bundle gives you 60 comparison based articles that teach AI to associate your brand with your category.
seo-stuff.com/premium-conten…
Together they turn your website into an AI citation engine for Google, ChatGPT, Gemini, and Perplexity.
If AI is replacing the first click, your content must replace the first impression.
If you want cheat codes for getting inside ChatGPT, Gemini, Perplexity and AI Mode answers within the next 30 days, RT this, follow me, and reply “SEO Stuff Cheat Codes" and I'll DM you.
You must do all 3 for the DM.
Here is how SEO Stuff has been getting customers traffic + sales from Perplexity over the last 6 months:
Turn ChatGPT, Perplexity, Gemini, AI mode and traditional Google Search into your top sales channels with SEO Stuff: seo-stuff.com/gold-plan-pack…
Good Monday - we have something very interesting for you all today on our website that is, in every sense of the word experimental: A new report on crypto and the underbanked.
The full report can be found by clicking through, but I wanted to share the most significant here in an easy to share way.
paradigm.xyz/2025/11/bridgi…
paradigm.xyz/2025/11/bridgi…
The context for this report is there has been a lot of chatter recently on crypto but not enough real research still.
So we decided to try something new: to go to some of the underbanked themselves. We interviewed 11 underbanked folks who use crypto.
So we decided to try something new: to go to some of the underbanked themselves. We interviewed 11 underbanked folks who use crypto.
HOW TO EVALUATE MOMENTUM🔥🔥🔥
Understanding momentum can change your life. This thread will teach you how to find REAL market momentum
🧵👇
Understanding momentum can change your life. This thread will teach you how to find REAL market momentum
🧵👇
If you enjoy these threads... drop a ❤️ on the top post
Thank you guys for being such a fantastic community🙏
Thank you guys for being such a fantastic community🙏
The Basics
1) Large moves should have high relative volume
2) Sustained moves should have sustained volume
3) Decreasing volume on a move is a red flag
4) High relative volume paired a small move is a red flag
1) Large moves should have high relative volume
2) Sustained moves should have sustained volume
3) Decreasing volume on a move is a red flag
4) High relative volume paired a small move is a red flag
On active learning in prompt optimization:
The maddening thing about the instruction mining / spec discovery side of prompt optimization is that you're essentially inferring human preferences from data.
Often, you want to be sure about those inferences!
The maddening thing about the instruction mining / spec discovery side of prompt optimization is that you're essentially inferring human preferences from data.
Often, you want to be sure about those inferences!
Active learning gives us a procedure for deciding when to gather extra info, whenever that is costly.
There are two main "costly tools" we can give the optimizer, at least two that come to mind for me:
- expensive / broad dataset search
- human-as-a-tool
There are two main "costly tools" we can give the optimizer, at least two that come to mind for me:
- expensive / broad dataset search
- human-as-a-tool
Focusing on the latter, one common complaint with prompt optimizers is that they'll guess hard-and-fast principles that work on the train set or break down in prod / violate developer intention.
Because developers have future plans, this is inevitable! AI can't read your mind
Because developers have future plans, this is inevitable! AI can't read your mind
🚨BREAKING
New HHS report on transgender "care" for minors reveals why activists try to silence critics, @LeorSapir told me.
In May, HHS released a report questioning the benefits of "gender-affirming care," then asked for peer review.
🧵1/7
dailysignal.com/2025/11/19/new…
New HHS report on transgender "care" for minors reveals why activists try to silence critics, @LeorSapir told me.
In May, HHS released a report questioning the benefits of "gender-affirming care," then asked for peer review.
🧵1/7
dailysignal.com/2025/11/19/new…
HHS asked medical professionals around the world for peer review, but the department also asked pro-trans groups—the American Academy of Pediatrics, the American Psychiatric Association, and the Endocrine Society—to weigh in. The AAP and ES refused to even engage.
🧵2/7
🧵2/7
HHS let these groups "point out whether the review might have made errors or omissions," Sapir told me. The supplement, released today, shows that "no such errors or omissions could be identified."
🧵3/7
🧵3/7
UNIPARTY CORRUPTION CONTINUES
One of the 1st deals @TheDemocrats & @GOP made in the House is to protect their corrupt & criminal members from getting censured.
In case you thought we finally made some progress with the Epstein vote…
One of the 1st deals @TheDemocrats & @GOP made in the House is to protect their corrupt & criminal members from getting censured.
In case you thought we finally made some progress with the Epstein vote…
Thread about Cory Mills
Thread about Stacy Plaskett
⭕️🧵JUST IN MUST READ: Israel Prime Minister's Office on behalf of the Mossad for Intelligence and Special Operations: "The Hamas Octopus" – exposed the terror infrastructures built by the Hamas leadership in the heart of Europe
A determined struggle to thwart attacks worldwide: Close cooperation between Mossad and intelligence and law enforcement agencies in Europe has led to the seizure of weapons caches and arrests of terror operatives on the continent
Following a prolonged investigation led by the Mossad for Intelligence and Special Operations, and thanks to cooperation with intelligence and law enforcement agencies in Europe, terror infrastructures built by Hamas with the aim of carrying out attacks against Israeli and Jewish targets were recently thwarted.
“What’s wrong with OPEN?” — Here's The REAL Answer 👇
I’m getting a ton of DMs:
“Eric, what’s wrong with $OPEN?”
“Is it going to zero?”
"TWEET SOMETHING AND MAKE IT GO UP!!!"
“Why is it down 27% after being up 96% last week?”
Let’s cut through the noise and get to the truth.
Nothing is wrong.
Nothing has changed.
And this was entirely predictable.
“Eric, what’s wrong with $OPEN?”
“Is it going to zero?”
"TWEET SOMETHING AND MAKE IT GO UP!!!"
“Why is it down 27% after being up 96% last week?”
Let’s cut through the noise and get to the truth.
Nothing is wrong.
Nothing has changed.
And this was entirely predictable.
Yesterday was the record date for the new dividend warrants — the same mechanism I publicly advocated for back in mid-September.
When you give out free leverage, you should expect some investors to:
• Sell after receiving the full allotment
• Front-run the record date
• De-risk short-term while keeping the warrants
That’s just mechanics.
Not fundamentals.
When you give out free leverage, you should expect some investors to:
• Sell after receiving the full allotment
• Front-run the record date
• De-risk short-term while keeping the warrants
That’s just mechanics.
Not fundamentals.
Mirad qué maravilla. El Antiquarium del Parque Arqueológico de Herculano ofrece una experiencia impresionante: poder contemplar, con asombro y también emoción, una completa colección de objetos de madera que el Vesubio carbonizó y que formaban parte de la vida cotidiana 🧵👇
La clave para su conservación está en cómo afectó la erupción del año 79. Y es que Herculano fue alcanzada por flujos piroclásticos a altísima temperatura (+350°C) que carbonizaron todo el material orgánico que encontraron a su paso, y que "cristalizaron" la madera.
Además la lluvia de ceniza y rocas sepultaron la ciudad bajo un manto de lodo volcánico de más de 20m que permitió crear ambientes anaeróbicos (sin oxígeno) y donde la madera también se conservó intacta sin carbonizar. Como el increíble techo de la Casa del Relieve de Télefo.
No todos los modelos necesitan reinforcement learning.
Pero todo entorno de agentes necesita ser testeable.
Lo que Fireworks @FireworksAI_HQ lanzó con Eval Protocol V1 no es solo un mejor bucle de entrenamiento —
es una filosofía de retroalimentación:
Un mundo donde los agentes pueden aprender del jardín en el que trabajan.
📖 Leer: fireworks.ai/blog/state-of-…
Pero todo entorno de agentes necesita ser testeable.
Lo que Fireworks @FireworksAI_HQ lanzó con Eval Protocol V1 no es solo un mejor bucle de entrenamiento —
es una filosofía de retroalimentación:
Un mundo donde los agentes pueden aprender del jardín en el que trabajan.
📖 Leer: fireworks.ai/blog/state-of-…
En lugar de crear laberintos artificiales para enseñarle al agente a correr,
defines tareas del mundo real que debe completar — en tu propio entorno.
Sin sandbox. Sin envoltorio sintético.
Solo tu agente, desplegado, haciendo su trabajo.
Y Fireworks lo evalúa ahí, no en simulación.
defines tareas del mundo real que debe completar — en tu propio entorno.
Sin sandbox. Sin envoltorio sintético.
Solo tu agente, desplegado, haciendo su trabajo.
Y Fireworks lo evalúa ahí, no en simulación.
El truco no está en moldear recompensas.
Está en evaluadores modulares y portátiles —
funciones que actúan como andamiaje alrededor de tus agentes,
observando el comportamiento, puntuando resultados, cerrando el ciclo.
No reescribes el agente.
Dejas que el protocolo aprenda del comportamiento que ya existe.
Está en evaluadores modulares y portátiles —
funciones que actúan como andamiaje alrededor de tus agentes,
observando el comportamiento, puntuando resultados, cerrando el ciclo.
No reescribes el agente.
Dejas que el protocolo aprenda del comportamiento que ya existe.
The facts are complicated, but here’s a summary of what appears to have happened based on the filings and today’s hearing:
1. Halligan presented the original indictment with three counts against Comey. The grand jury deliberated for roughly two hours and took a vote.
2. After deliberations, the foreperson informed the EDVA grand jury coordinator that there were not enough votes to indict on Count 1 of the three-count indictment.
However, the entire document was then marked as though the GJ declined to return an indictment on all counts.
However, the entire document was then marked as though the GJ declined to return an indictment on all counts.
While the Israeli successes in the Middle East over the last 2 years are astonishing, how has Israel done meeting its war goals in the Gaza Strip?
1. Destroy and disarm Hamas
2. Free the hostages
3. Ensure Gaza no longer threatens Israel
What will be happening in Gaza? (1/8)
1. Destroy and disarm Hamas
2. Free the hostages
3. Ensure Gaza no longer threatens Israel
What will be happening in Gaza? (1/8)
1. Destroy and disarm Hamas (≈90% achieved)
Hamas has lost around 55% of its territory and about 90% of its initial trained fighting force of 35,000 through death, capture, or defection. While they may have recruited some new men, these recruits are low-quality, and the real bottleneck is arms. They have been hermetically sealed off from resupply for two years. They have lost almost all their heavy weapons and are reduced to IEDs and light arms, using ammunition very sparingly.
Their only real weapons are the Gazan people—more on that below. (2/8)
Hamas has lost around 55% of its territory and about 90% of its initial trained fighting force of 35,000 through death, capture, or defection. While they may have recruited some new men, these recruits are low-quality, and the real bottleneck is arms. They have been hermetically sealed off from resupply for two years. They have lost almost all their heavy weapons and are reduced to IEDs and light arms, using ammunition very sparingly.
Their only real weapons are the Gazan people—more on that below. (2/8)
2. Free the hostages (≈99% achieved)
These are the only three hostages still held in Gaza, and all are confirmed dead: Dror Or, Ran Gvili, and Sudthisak Rinthalak. On October 6, 2023—and for many years prior—there were four Israelis held in Gaza, two of them alive. Israel did not go to war for the four; it will not go to war for the three.
So if Israel lacks sufficient motivation to disarm the dregs of Hamas, and the oppressed population lacks the ability, who will? Answer: nobody. So what’s the plan? (3/8)
These are the only three hostages still held in Gaza, and all are confirmed dead: Dror Or, Ran Gvili, and Sudthisak Rinthalak. On October 6, 2023—and for many years prior—there were four Israelis held in Gaza, two of them alive. Israel did not go to war for the four; it will not go to war for the three.
So if Israel lacks sufficient motivation to disarm the dregs of Hamas, and the oppressed population lacks the ability, who will? Answer: nobody. So what’s the plan? (3/8)
