Recent well liked threads
You're earning backlinks.
But half that authority never reaches the pages that need it.
It leaks into orphaned pages.
It stacks on your homepage.
It bypasses your highest-priority content entirely.
Building links without mapping where equity flows is like watering your garden with half the pipe disconnected.
Here's the map you're missing: 🧵👇
But half that authority never reaches the pages that need it.
It leaks into orphaned pages.
It stacks on your homepage.
It bypasses your highest-priority content entirely.
Building links without mapping where equity flows is like watering your garden with half the pipe disconnected.
Here's the map you're missing: 🧵👇
1/ What link equity actually is in 2026:
Google's documentation confirms PageRank still exists and influences rankings.
It flows through links, internal and external, from page to page.
When an external site links to you:
- Authority enters at the linked URL
- It distributes to pages linked from that URL
- It keeps flowing through your internal link structure
If those internal links are missing or pointing the wrong way, the equity dissipates.
Most sites leak 40 to 60% of the authority they earn before it reaches their target pages.
Google's documentation confirms PageRank still exists and influences rankings.
It flows through links, internal and external, from page to page.
When an external site links to you:
- Authority enters at the linked URL
- It distributes to pages linked from that URL
- It keeps flowing through your internal link structure
If those internal links are missing or pointing the wrong way, the equity dissipates.
Most sites leak 40 to 60% of the authority they earn before it reaches their target pages.
2/ Build your equity map in 4 steps:
Step 1: Export your backlink profile from Ahrefs or Semrush. Filter to referring domains only.
Step 2: Identify which of your URLs receive the most inbound links. These are your equity entry points.
Step 3: Crawl your site with Screaming Frog. Export the internal link report.
Step 4: Map which pages your entry points link to internally.
That path from external link to internal destination is your equity distribution chain.
Step 1: Export your backlink profile from Ahrefs or Semrush. Filter to referring domains only.
Step 2: Identify which of your URLs receive the most inbound links. These are your equity entry points.
Step 3: Crawl your site with Screaming Frog. Export the internal link report.
Step 4: Map which pages your entry points link to internally.
That path from external link to internal destination is your equity distribution chain.
It's 2026 and folks still think Zim's woes are majorly attributed to sanctions but not Mugabe's dumb Macroeconomic policies, a chaotic land reform that was majorly politically motivated & weak governance/state capacity.
Brother, are you a black/Ngubu supremacist or a Panyaf?
Brother, are you a black/Ngubu supremacist or a Panyaf?
Mind you there was no comprehensive trade embargo Cuban esque that was placed on Zim.
Sanctions were just
Travel bans, asset freezes, limits on financial transactions, restrictions in lending by international finance institutions (due to Zim's arrears and defaults)
Sanctions were just
Travel bans, asset freezes, limits on financial transactions, restrictions in lending by international finance institutions (due to Zim's arrears and defaults)
1) ⚠️ALERT⚠️
I just made a MIND-BLOWING connection about Epstein, and it has nothing to do with the trafficking stuff… it’s about North Korea and Uranium One!
According to a 2013 email exchange between Epstein and French diplomat, Olivier Colom, Epstein was “very” interested in North Korea. Stay with me, it will all add up at the end.
Colom emailed Epstein and asked if he was “interested in N Korea?”, to which Epstein replied, “very”.
Then Colom says, “I have something for you then. Huge. Ultra Confidential. Come to Moscow with me in January?”.
Keep in mind, this email exchange took place on December 6, 2013, less than 2 months after the Uranium One deal was completed and Rosatom (Russia) took 100% ownership of Uranium One.
Then after Epstein says he “likes the idea” of North Korea as a potential location for whatever they were planning, Colom says, “Issue is very sensitive. Have to meet you.”
A LOT of connections here, but wait, there’s more.
I just made a MIND-BLOWING connection about Epstein, and it has nothing to do with the trafficking stuff… it’s about North Korea and Uranium One!
According to a 2013 email exchange between Epstein and French diplomat, Olivier Colom, Epstein was “very” interested in North Korea. Stay with me, it will all add up at the end.
Colom emailed Epstein and asked if he was “interested in N Korea?”, to which Epstein replied, “very”.
Then Colom says, “I have something for you then. Huge. Ultra Confidential. Come to Moscow with me in January?”.
Keep in mind, this email exchange took place on December 6, 2013, less than 2 months after the Uranium One deal was completed and Rosatom (Russia) took 100% ownership of Uranium One.
Then after Epstein says he “likes the idea” of North Korea as a potential location for whatever they were planning, Colom says, “Issue is very sensitive. Have to meet you.”
A LOT of connections here, but wait, there’s more.
2) Then in a January 2017 exchange between Epstein and NYTs journalist, Landon Thomas Jr., Epstein and Thomas Jr. discussed everyone’s panic and fear of Trump being inaugurated, as well as North Korean diplomacy and North Korea’s nuclear missile program.
There’s not much here in this email exchange that suggests Epstein was directly involved in North Korea’s nuclear missile program, but I found it interesting that Epstein brought it up unprompted.
But wait, it gets better.
There’s not much here in this email exchange that suggests Epstein was directly involved in North Korea’s nuclear missile program, but I found it interesting that Epstein brought it up unprompted.
But wait, it gets better.
3) Then June 12, 2018, the day of Trump’s historic summit with Kim Jong Un, Epstein tells David Stern, Prince Andrew’s right hand man/confidant, that he wanted to “go to North Korea to see No. 1” meaning Kim Jong Un…
Then two days later, he follows up to Stern and says “Ask Bannon to get me to North Korea?? I want to buy prime real estate. I have the money”.
That’s a bombshell connection I never made before. Epstein was freaking out about Trump having a summit with Kim Jong Un, and then is frantically emailing people trying to get a meeting with the North Korean dictator and buy “prime real estate” in North Korea? What’s going on here?
Why was Epstein so concerned about Trump reaching a nuclear deal with Kim Jong Un? I have a hunch.
But wait, it gets even spookier.
Then two days later, he follows up to Stern and says “Ask Bannon to get me to North Korea?? I want to buy prime real estate. I have the money”.
That’s a bombshell connection I never made before. Epstein was freaking out about Trump having a summit with Kim Jong Un, and then is frantically emailing people trying to get a meeting with the North Korean dictator and buy “prime real estate” in North Korea? What’s going on here?
Why was Epstein so concerned about Trump reaching a nuclear deal with Kim Jong Un? I have a hunch.
But wait, it gets even spookier.
Here is what is happening in my small hometown of Kurseong. The Kurseong municipal administration, which is currently headed by the sudivisonal officer ( SDO) as the administrator, issued a notice to 123 traders in Kurseong's Haat Baazar directing them to vacate their shops
within 15 days. As per the administration, the plot in Kurseong Mouza was transferred to the municipality by the Department of Land and Land Reforms, West Bengal govt, under a long-term lease in 2005. The notice has alleged " unauthorised occupation of govt land" and has warned
that failure to vacate within 15 days could lead to forcible evictions. For context, Haatbazar is where all staple Himalayan produce, including vegetables and fruits, are sold from for the whole town of Kurseong. Occupants claiming legal rights have been asked to submit
💼 To what extent will AI reshape Europe’s labour market? 🇪🇺
Today, @OpenAI is releasing the AI Jobs Transition Framework for the EU, a new country- and EU-level map of where AI-related pressure and opportunity may emerge.
A thread 🧵1/7
Today, @OpenAI is releasing the AI Jobs Transition Framework for the EU, a new country- and EU-level map of where AI-related pressure and opportunity may emerge.
A thread 🧵1/7
🔍The framework examines more than 2,600 ESCO occupations across three dimensions:
• Technical exposure to AI
• The continued necessity of human involvement
• How demand may respond as productivity and costs change
2/7
• Technical exposure to AI
• The continued necessity of human involvement
• How demand may respond as productivity and costs change
2/7
It maps EU employment into four near-term transition pathways:
📈 12% may grow with AI
⚙️ 14% have higher automation potential
🔄 27% are likely to reorganize
🛡️ 47% may see less immediate change
3/7
📈 12% may grow with AI
⚙️ 14% have higher automation potential
🔄 27% are likely to reorganize
🛡️ 47% may see less immediate change
3/7
June 29, 2026 As our nation's Independence Day approaches here in the United States, with an impending possibly-downright hazardous widespread early-Summer heatwave simmering, and as the situation in the Middle East does likewise, with a fatal wildfire burning in the High
Plains and the aftermath of two almost-simultaneous earthquakes centered in Venezuela (that almost covers everything), it's time to fondly-remember the lives of three more musical talents who left us recently and whose contributions undoubtedly lightened the weight of our world
through other dark times in our history. How's that for a mood-changer? I'll remember Justin Cary, Clive Davis and David Clayton Thomas, in the chronological-order of their passing, as always with both articles about them and with Justin and David, recordings that they appeared
MEGA THREAD
I've wanted to put all the Russian regions that have gas shortages in one place.
I think there are a few missing, but still, the selection is impressive.
I've wanted to put all the Russian regions that have gas shortages in one place.
I think there are a few missing, but still, the selection is impressive.
Altai region: no fuel
Amur region: no fuel.
🚨 BREAKING: DOJ opens grand jury investigation into Marxist tycoon Neville Roy Singham and alleged money laundering or other financial crimes from his base in China to funding far-left nonprofits in the U.S. and the world
WATCH how the money flows.
READ our @FoxNews Digital exclusive: foxnews.com/politics/doj-l…
What I've learned from people familiar with the investigation:
🚨 U.S. Attorney Jay Clayton for the Southern District of New York, one of the country's most powerful districts for federal prosecutions, has launched a federal grand jury investigation into American Marxist tycoon Neville Roy Singham's financial network, examining potential financial crimes including wire fraud, bank fraud and money laundering from his base in Shanghai, where he funds groups supporting the Chinese Communist Party.
🚨 Acting U.S. Attorney General Todd Blanche authorized the investigation as the Trump administration seeks to crack down on fraud, money laundering and other financial crimes in the multibillion-dollar nonprofit industry.
🚨 Treasury Secretary Scott Bessent traveled to New York City earlier this year for a meeting with Goldman Sachs Chairman and CEO David Solomon. The men discussed the role of a Goldman Sachs philanthropic arm — GS Donor Advised Philanthropy Fund For Wealth Management Inc. — that facilitated the movement by Singham of millions of dollars into a network of U.S. nonprofits. At that meeting, sources said, Bessent delivered a blunt ultimatum: Goldman Sachs could face scrutiny for alleged conspiracy in the funneling of the Singham money and urged Solomon to cooperate with federal investigators. Goldman Sachs is cooperating with the investigation.
🚨 Federal prosecutors are examining a financial structure that follows the three stages investigators often analyze in alleged money laundering: placement, layering and integration. Treasury, DOJ and Goldman Sachs declined to comment. Singham, his wife Jodie Evans -- also under investigation -- and the organizations in the Singham network didn't respond to numerous requests for comment.
STEP 1: ALLEGED PLACEMENT
According to the reporting, approximately $278 million entered the U.S. financial system through three entities:
🔴 Mutod LLC — $164,040,000
🔴 GS Donor Advised Philanthropy Fund for Wealth Management Inc. (Goldman Sachs) — $110,376,701
🔴 Likewise Conceptions LLC — $3,500,000
STEP 2: ALLEGED LAYERING
Those funds were then allegedly routed through six nonprofit organizations:
🔴 $167,540,000 to People's Support Foundation Ltd., a 501(c)(3) nonprofit established with a hotel address in 2017 in Chicago and Singham's wife, Evans, on the board.
🔴 $68,748,701 to Justice and Education Fund Inc., a 501(c)(3) established with a UPS Store address in 2018 in New York City with self-avowed communists, including Manola De Los Santos, on the board.
🔴 $22,440,000 to People's Forum Inc., a 501(c)(3) established in 2017 on W. 37th Street in New York City with Evans and De Los Santos on the board.
🔴 $16,760,000 to Tricontinental Ltd., a 501(c)(3) established in North Hampton, Mass., in 2017 by Singham friend and fellow Marxist ideologue Vijay Prashad.
🔴 $1,330,000 to CodePink Women For Peace, a 501(c)(3) established in 2009 in Marina Del Ray, Calif., by Singham's wife, Evans, and her friend, Susan Medea Benjamin.
🔴 $1,098,000 to Breakthrough BT Media Inc., a 501(c)(3) established in New York City in 2020 at the People's Forum headquarters with longtime American communist leader Brian Becker's son, Ben Becker, as editor-in-chief of its pro-communist propaganda outlet, Breakthrough News.
STEP 3: ALLEGED INTEGRATION
According to the reporting, those organizations then distributed funding and support into a broader activist network that included:
🔴 People's Welfare Association
🔴 ANSWER Coalition
🔴 Party for Socialism and Liberation
🔴 Numerous organizations operating across Sub-Saharan Africa, Central America, North America and other regions.
Federal prosecutors have issued grand jury subpoenas seeking bank records and financial documents as they determine whether criminal charges are warranted.
A grand jury investigation is an investigative process, not a finding of guilt.
For this reporting, I traced hundreds of financial transactions, nonprofit filings and corporate records documenting how money allegedly moved through this network. WATCH the money flow.
🧵
WATCH how the money flows.
READ our @FoxNews Digital exclusive: foxnews.com/politics/doj-l…
What I've learned from people familiar with the investigation:
🚨 U.S. Attorney Jay Clayton for the Southern District of New York, one of the country's most powerful districts for federal prosecutions, has launched a federal grand jury investigation into American Marxist tycoon Neville Roy Singham's financial network, examining potential financial crimes including wire fraud, bank fraud and money laundering from his base in Shanghai, where he funds groups supporting the Chinese Communist Party.
🚨 Acting U.S. Attorney General Todd Blanche authorized the investigation as the Trump administration seeks to crack down on fraud, money laundering and other financial crimes in the multibillion-dollar nonprofit industry.
🚨 Treasury Secretary Scott Bessent traveled to New York City earlier this year for a meeting with Goldman Sachs Chairman and CEO David Solomon. The men discussed the role of a Goldman Sachs philanthropic arm — GS Donor Advised Philanthropy Fund For Wealth Management Inc. — that facilitated the movement by Singham of millions of dollars into a network of U.S. nonprofits. At that meeting, sources said, Bessent delivered a blunt ultimatum: Goldman Sachs could face scrutiny for alleged conspiracy in the funneling of the Singham money and urged Solomon to cooperate with federal investigators. Goldman Sachs is cooperating with the investigation.
🚨 Federal prosecutors are examining a financial structure that follows the three stages investigators often analyze in alleged money laundering: placement, layering and integration. Treasury, DOJ and Goldman Sachs declined to comment. Singham, his wife Jodie Evans -- also under investigation -- and the organizations in the Singham network didn't respond to numerous requests for comment.
STEP 1: ALLEGED PLACEMENT
According to the reporting, approximately $278 million entered the U.S. financial system through three entities:
🔴 Mutod LLC — $164,040,000
🔴 GS Donor Advised Philanthropy Fund for Wealth Management Inc. (Goldman Sachs) — $110,376,701
🔴 Likewise Conceptions LLC — $3,500,000
STEP 2: ALLEGED LAYERING
Those funds were then allegedly routed through six nonprofit organizations:
🔴 $167,540,000 to People's Support Foundation Ltd., a 501(c)(3) nonprofit established with a hotel address in 2017 in Chicago and Singham's wife, Evans, on the board.
🔴 $68,748,701 to Justice and Education Fund Inc., a 501(c)(3) established with a UPS Store address in 2018 in New York City with self-avowed communists, including Manola De Los Santos, on the board.
🔴 $22,440,000 to People's Forum Inc., a 501(c)(3) established in 2017 on W. 37th Street in New York City with Evans and De Los Santos on the board.
🔴 $16,760,000 to Tricontinental Ltd., a 501(c)(3) established in North Hampton, Mass., in 2017 by Singham friend and fellow Marxist ideologue Vijay Prashad.
🔴 $1,330,000 to CodePink Women For Peace, a 501(c)(3) established in 2009 in Marina Del Ray, Calif., by Singham's wife, Evans, and her friend, Susan Medea Benjamin.
🔴 $1,098,000 to Breakthrough BT Media Inc., a 501(c)(3) established in New York City in 2020 at the People's Forum headquarters with longtime American communist leader Brian Becker's son, Ben Becker, as editor-in-chief of its pro-communist propaganda outlet, Breakthrough News.
STEP 3: ALLEGED INTEGRATION
According to the reporting, those organizations then distributed funding and support into a broader activist network that included:
🔴 People's Welfare Association
🔴 ANSWER Coalition
🔴 Party for Socialism and Liberation
🔴 Numerous organizations operating across Sub-Saharan Africa, Central America, North America and other regions.
Federal prosecutors have issued grand jury subpoenas seeking bank records and financial documents as they determine whether criminal charges are warranted.
A grand jury investigation is an investigative process, not a finding of guilt.
For this reporting, I traced hundreds of financial transactions, nonprofit filings and corporate records documenting how money allegedly moved through this network. WATCH the money flow.
🧵
2/ WATCH. Neville Roy Singham in his own words supporting the 'new world order' of Xi Jinping and the Chinese Communist Party
The grand jury investigation follows a five-part series we published @FoxNews Digital in March. In the series, I unearthed a 4:13 speech in which Neville Roy Singham stood on a stage at the Golden Tulip Hotel on Nov. 13, 2025, for a conference of the "Global South Academic Forum," coincidentally just days after the Goldman Sachs' chief was in Beijing.
Tricontinental Ltd., a Singham-funded nonprofit, co-sponsored the event with academic institutions administered by the Chinese Communist Party.
On stage, Singham openly supported a "new world order" promoted by Chinese President Xi Jinping and the Chinese Communist Party.
During the speech, he called the United States a "fascist" nation, echoing the propaganda of the Chinese Communist Party now also parroted on the streets by communist, socialist and Democratic Party activists.
Thank you to @DataRepublican and @XVanFleet for their intelligent support throughout this investigation, connecting data points in history and the modern day.
Full transcript of this clip:
28: 10 — This facist lie that the West says that there is a battle between fascism, democracy and communism.
28:18 — They make a fake argument that there are three systems. I think Vijay has done a very good job of explaining that in fact fascism is actually a face of capitalism and imperialism as is colonialism.
28:28 — These are the three faces of a system that quite now is getting very very dangerous for us. The reason I think this study and the role of the global south academic forum and of China is this moment of history if we want to understand international rules-based order which is their favorite term.
28:49 — It was the Americans who took the uh Japanese uh scientist who conducted biological experiments against the Chinese, put them in in off of any uh uh punishment.
29:02 — It was the English who took the Italian fascists and made sure they were not charged. The international rules-based order was created by another lie which was that the fascists were all protected by the Americans and put into power in their countries in Japan and in Italy.
29:19 — If we want to therefore have a new world's order that is based on multilateralism that President Xi and CPC and China have proposed, we have to undo the ideological damage that has been done by the narrative of World War II.
The grand jury investigation follows a five-part series we published @FoxNews Digital in March. In the series, I unearthed a 4:13 speech in which Neville Roy Singham stood on a stage at the Golden Tulip Hotel on Nov. 13, 2025, for a conference of the "Global South Academic Forum," coincidentally just days after the Goldman Sachs' chief was in Beijing.
Tricontinental Ltd., a Singham-funded nonprofit, co-sponsored the event with academic institutions administered by the Chinese Communist Party.
On stage, Singham openly supported a "new world order" promoted by Chinese President Xi Jinping and the Chinese Communist Party.
During the speech, he called the United States a "fascist" nation, echoing the propaganda of the Chinese Communist Party now also parroted on the streets by communist, socialist and Democratic Party activists.
Thank you to @DataRepublican and @XVanFleet for their intelligent support throughout this investigation, connecting data points in history and the modern day.
Full transcript of this clip:
28: 10 — This facist lie that the West says that there is a battle between fascism, democracy and communism.
28:18 — They make a fake argument that there are three systems. I think Vijay has done a very good job of explaining that in fact fascism is actually a face of capitalism and imperialism as is colonialism.
28:28 — These are the three faces of a system that quite now is getting very very dangerous for us. The reason I think this study and the role of the global south academic forum and of China is this moment of history if we want to understand international rules-based order which is their favorite term.
28:49 — It was the Americans who took the uh Japanese uh scientist who conducted biological experiments against the Chinese, put them in in off of any uh uh punishment.
29:02 — It was the English who took the Italian fascists and made sure they were not charged. The international rules-based order was created by another lie which was that the fascists were all protected by the Americans and put into power in their countries in Japan and in Italy.
29:19 — If we want to therefore have a new world's order that is based on multilateralism that President Xi and CPC and China have proposed, we have to undo the ideological damage that has been done by the narrative of World War II.
How we have financed the vast majority of our value-add deals:
1. Buy all cash
2. Renovate all cash
3. Upon stabilization, refinance with a long term loan to pull out and return capital
(One core insight: The rich people who put $$ into private real estate deals often don't love to borrow at the rates demanded by bridge lenders. At 10% or 15% or whatever, they want to be *lenders* not *borrowers*.)
1. Buy all cash
2. Renovate all cash
3. Upon stabilization, refinance with a long term loan to pull out and return capital
(One core insight: The rich people who put $$ into private real estate deals often don't love to borrow at the rates demanded by bridge lenders. At 10% or 15% or whatever, they want to be *lenders* not *borrowers*.)
Another, more painful insight:
If you aim to be a long-term holder and you also want to avoid including mandatory capital call provisions in your operating agreements, then, whatever you think the safe amount of leverage is for your deals, it's probably lower than that.
If you aim to be a long-term holder and you also want to avoid including mandatory capital call provisions in your operating agreements, then, whatever you think the safe amount of leverage is for your deals, it's probably lower than that.
One benefit of this arrangement is that you are not at anyone's mercy.
If things go poorly (within the deal itself, with the rental market, with interest rates, etc.), you can always just stabilize, hold all-cash, accept the resulting yield, and wait for better days.
If things go poorly (within the deal itself, with the rental market, with interest rates, etc.), you can always just stabilize, hold all-cash, accept the resulting yield, and wait for better days.
"MSTR can't legally buy back their preferreds unless its for par value of $100."
This is a legitimate concern echoed by some investors...but is it true?
Let's take a look at the prospectus and run the numbers 👇
This is a legitimate concern echoed by some investors...but is it true?
Let's take a look at the prospectus and run the numbers 👇
While there are other preferreds to consider, STRK would be a perfect candidate to redeem back as its trading 42% below par with an effective yield of 13.7%.
On page SA-22 of the prospectus, it explicitly states that they can repurchase STRK Stock "in the open market or otherwise, whether through private or public tender or exchange offers, cash-settled swaps or other cash-settled derivatives."
Source: sec.gov/Archives/edgar…
On page SA-22 of the prospectus, it explicitly states that they can repurchase STRK Stock "in the open market or otherwise, whether through private or public tender or exchange offers, cash-settled swaps or other cash-settled derivatives."
Source: sec.gov/Archives/edgar…
So why would this be a good idea?
1. Balance-sheet gain
MSTR spends $58 to erase a $100 liquidation preference.
That captures a $42 discount per share (a 42% discount to par).
For every $58 of cash or stock deployed, $100 of senior face ranking ahead of the common is permanently retired.
Common equity's residual claim on the bitcoin stack expands by that $100 of cleared senior obligation.
2. Dividend savings
Each retired share eliminates the $8/year dividend obligation (8% on the $100 par).
On a $58 purchase, that's a yield-to-cost of $8 / $58 ≈ 13.8%.
MSTR is effectively "earning" ~13.8% by retiring the obligation, versus the 8% stated coupon on par.
The deeper the discount, the more accretive
3. Accretion math
With positive mNAV, MSTR issues common via ATM at a premium to underlying BTC and uses the proceeds to retire STRK at 58 cents on the dollar of face.
The double arbitrage widens: sell equity above intrinsic, retire senior claims at a 42% discount.
1. Balance-sheet gain
MSTR spends $58 to erase a $100 liquidation preference.
That captures a $42 discount per share (a 42% discount to par).
For every $58 of cash or stock deployed, $100 of senior face ranking ahead of the common is permanently retired.
Common equity's residual claim on the bitcoin stack expands by that $100 of cleared senior obligation.
2. Dividend savings
Each retired share eliminates the $8/year dividend obligation (8% on the $100 par).
On a $58 purchase, that's a yield-to-cost of $8 / $58 ≈ 13.8%.
MSTR is effectively "earning" ~13.8% by retiring the obligation, versus the 8% stated coupon on par.
The deeper the discount, the more accretive
3. Accretion math
With positive mNAV, MSTR issues common via ATM at a premium to underlying BTC and uses the proceeds to retire STRK at 58 cents on the dollar of face.
The double arbitrage widens: sell equity above intrinsic, retire senior claims at a 42% discount.
Harvard, Andrew Ng, and Karpathy will teach you AI engineering for free. Most people just do it in the wrong order:
Almost all of it is free, and the order matters as much as the resources.
1. Start with Python. It's the language the AI field runs on, and Harvard's CS50P teaches it better than most paid bootcamps.
2. Once the basics click, learn how Python is used in AI. Andrew Ng's "AI Python for Beginners" is a free four-part course that bridges writing code and building with models.
3. From there, get a feel for how LLMs work under the hood. 3Blue1Brown's visual explainers make transformers and attention click.
4. When you want to go deeper, build a small model yourself. Andrej Karpathy's "Zero to Hero" series takes you from one neuron to a working model, line by line.
5. Next, learn how AI agents actually work. Anthropic's "Building Effective Agents" is the most grounded guide, and its lesson is to use composable patterns, not heavy frameworks.
6. For hands-on practice, take the CrewAI short course. It teaches you to treat agents like a team of people working together.
7. After that, connect your agents to the real world. That's what MCP does, wiring models to tools, APIs, and databases, and the official docs are the cleanest place to start.
8. Now build real projects. The open-source ai-engineering-hub repo has dozens of working examples across LLMs, RAG, and agents you can adapt into your own work.
9. Finally, read one book instead of ten. Chip Huyen's "AI Engineering" covers what you need to ship real applications.
The throughline is simple. Frameworks come and go, so don't build your skills around them. Master the fundamentals once, and everything on top gets easier, and you'll stay ahead of the people chasing the framework of the week.
Almost all of it is free, and the order matters as much as the resources.
1. Start with Python. It's the language the AI field runs on, and Harvard's CS50P teaches it better than most paid bootcamps.
2. Once the basics click, learn how Python is used in AI. Andrew Ng's "AI Python for Beginners" is a free four-part course that bridges writing code and building with models.
3. From there, get a feel for how LLMs work under the hood. 3Blue1Brown's visual explainers make transformers and attention click.
4. When you want to go deeper, build a small model yourself. Andrej Karpathy's "Zero to Hero" series takes you from one neuron to a working model, line by line.
5. Next, learn how AI agents actually work. Anthropic's "Building Effective Agents" is the most grounded guide, and its lesson is to use composable patterns, not heavy frameworks.
6. For hands-on practice, take the CrewAI short course. It teaches you to treat agents like a team of people working together.
7. After that, connect your agents to the real world. That's what MCP does, wiring models to tools, APIs, and databases, and the official docs are the cleanest place to start.
8. Now build real projects. The open-source ai-engineering-hub repo has dozens of working examples across LLMs, RAG, and agents you can adapt into your own work.
9. Finally, read one book instead of ten. Chip Huyen's "AI Engineering" covers what you need to ship real applications.
The throughline is simple. Frameworks come and go, so don't build your skills around them. Master the fundamentals once, and everything on top gets easier, and you'll stay ahead of the people chasing the framework of the week.
Every link from the roadmap, in order.
1. Python, Harvard CS50P
pll.harvard.edu/course/cs50s-i…
2. AI Python for Beginners, Andrew Ng
deeplearning.ai/courses/ai-pyt…
3. 3Blue1Brown, neural networks series
youtube.com/playlist?list=…
4. Andrej Karpathy, Zero to Hero
youtube.com/playlist?list=…
5. Anthropic, Building Effective Agents
anthropic.com/engineering/bu…
6. CrewAI short course
coursera.org/projects/multi…
7. MCP docs
modelcontextprotocol.io
8. ai-engineering-hub
github.com/patchy631/ai-e…
9. Chip Huyen, AI Engineering
oreilly.com/library/view/a…
1. Python, Harvard CS50P
pll.harvard.edu/course/cs50s-i…
2. AI Python for Beginners, Andrew Ng
deeplearning.ai/courses/ai-pyt…
3. 3Blue1Brown, neural networks series
youtube.com/playlist?list=…
4. Andrej Karpathy, Zero to Hero
youtube.com/playlist?list=…
5. Anthropic, Building Effective Agents
anthropic.com/engineering/bu…
6. CrewAI short course
coursera.org/projects/multi…
7. MCP docs
modelcontextprotocol.io
8. ai-engineering-hub
github.com/patchy631/ai-e…
9. Chip Huyen, AI Engineering
oreilly.com/library/view/a…
Turn Claude into 20+ different specialists for marketing & business.
Install real expertise, not just prompts.
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Hace un año parecía que todo el mundo quería exposición a Bitcoin. Hoy lo que está de moda es explicar por qué se ha acabado el ciclo.
Perfecto.
Porque es precisamente ahora cuando empiezan a aparecer las oportunidades en tesoreras, preferentes y ETFs
Te explico👇
Perfecto.
Porque es precisamente ahora cuando empiezan a aparecer las oportunidades en tesoreras, preferentes y ETFs
Te explico👇
La mayoría solo conoce una forma de invertir en Bitcoin: comprar Bitcoin.
Pero hoy existen tres formas muy diferentes de construir una posición, cada una con un perfil de riesgo y rentabilidad distinto.
Y eso cambia completamente el juego.
Pero hoy existen tres formas muy diferentes de construir una posición, cada una con un perfil de riesgo y rentabilidad distinto.
Y eso cambia completamente el juego.
La primera capa son los ETPs de Bitcoin.
Para quien simplemente quiere seguir el precio del activo sin complicarse con wallets ni autocustodia.
En Europa tienes opciones como iShares Bitcoin ETP (IB1T/BTCN) o WisdomTree Physical Bitcoin.
Para quien simplemente quiere seguir el precio del activo sin complicarse con wallets ni autocustodia.
En Europa tienes opciones como iShares Bitcoin ETP (IB1T/BTCN) o WisdomTree Physical Bitcoin.
@MCollinssmith @Alice_Escaped65 @JayRemy1261 😎👍
@MCollinssmith @Alice_Escaped65 @JayRemy1261
@MCollinssmith @Alice_Escaped65 @JayRemy1261 Kick Fucking Rocks!!!!
1/ I spent weeks mapping the entire humanoid robot supply chain (most public companies that play in physical AI) onto a single diagram.
I did it by treating the robot like a human body.
Here's the whole stack in one image, and the durable winners hiding inside it.
(Cont)
I did it by treating the robot like a human body.
Here's the whole stack in one image, and the durable winners hiding inside it.
(Cont)
2/ Physical AI may be the theme of the decade.
Morgan Stanley models ~1 billion humanoids by 2050 and a multi-trillion-dollar market.
But the size of the prize isn't the interesting question.
The interesting question is: which companies actually capture it?
Morgan Stanley models ~1 billion humanoids by 2050 and a multi-trillion-dollar market.
But the size of the prize isn't the interesting question.
The interesting question is: which companies actually capture it?
3/ I broke the robot down across organs:
🧠 Brains
👁 Senses
⚡ Nervous System
💪 Muscles & Bones
🎮 Training Ground
🛡 Immune System
Each layer has a completely different competitive dynamic. Most investors treat "robotics" as one bet but it's more nuanced than that.
🧠 Brains
👁 Senses
⚡ Nervous System
💪 Muscles & Bones
🎮 Training Ground
🛡 Immune System
Each layer has a completely different competitive dynamic. Most investors treat "robotics" as one bet but it's more nuanced than that.
Greetings to everyone in our corner of X. I think there’s an ongoing psyop being perpetrated as we speak. Yes, I know, unbelievable! In Current Year?!? Anyway, I believe that the enemy is trying to break up the band and prevent our group of experts from sharing your areas of /
expertise and thus combining resources to become something more than the individual parts. They’re trying to find the ideological outrage points that you all have and use those wedges to drive you all apart and prevent you from trusting each other despite having alignment on /2
the ideas that actually matter for this fight.
For instance: Alex Krainer can be moved by focusing on the crimes of Israel. Then, via the transitive property of the US being allied with Israel, the US shares responsibility for those crimes. Then Trump himself, then MAGA + R's. /3
For instance: Alex Krainer can be moved by focusing on the crimes of Israel. Then, via the transitive property of the US being allied with Israel, the US shares responsibility for those crimes. Then Trump himself, then MAGA + R's. /3