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Recent
Shavua Tov.
Some preliminary thoughts on the news of a joint U.S.-Israel campaign against the Iranian regime.
Some preliminary thoughts on the news of a joint U.S.-Israel campaign against the Iranian regime.
1) What we know:
Targets reported so far include:
-IRGC infrastructure
-Air defense systems
-Weapons depots
-Command and control nodes
-Senior regime-linked figures, including allegedly Supreme Leader of Iran Khamenei
Targets reported so far include:
-IRGC infrastructure
-Air defense systems
-Weapons depots
-Command and control nodes
-Senior regime-linked figures, including allegedly Supreme Leader of Iran Khamenei
2) The Trump admin seems to be claiming that this is because of the Iranian nuclear program and their unwillingness to negotiate. It is true that Iran has a nuclear program and is not serious about negotiating. It's not the real catalyst for this.
@lacontraria1844 1-
Dominicans: We want to be independent. We want to walk by ourselves.
Haitians: No, no, no. We fear slavery. We gained our independence, but you don’t deserve yours. You don’t have the right to decide. We abolished slavery, but we bought our independence from France.
Dominicans: We want to be independent. We want to walk by ourselves.
Haitians: No, no, no. We fear slavery. We gained our independence, but you don’t deserve yours. You don’t have the right to decide. We abolished slavery, but we bought our independence from France.
@lacontraria1844 2-
Haitians: No, no, your elite called Boyer because… uh, uh, uh… they feared recolonization from Spain. But please, don’t tell anybody that that elite was looking for the salvation of their economic situation under Haiti, because Haiti was in a much better state than yours.
Haitians: No, no, your elite called Boyer because… uh, uh, uh… they feared recolonization from Spain. But please, don’t tell anybody that that elite was looking for the salvation of their economic situation under Haiti, because Haiti was in a much better state than yours.
@lacontraria1844 3-
Dominicans: How? We were born thanks to Spain. If it wasn’t for them, we wouldn’t be here. The elite did what? Ohh, yes, we already knew that. Spain was in decadence, and the Captaincy General of Santo Domingo was abandoned.
Dominicans: How? We were born thanks to Spain. If it wasn’t for them, we wouldn’t be here. The elite did what? Ohh, yes, we already knew that. Spain was in decadence, and the Captaincy General of Santo Domingo was abandoned.
The other Heartbreakers
Johnny Thunders & The Heartbreakers
"Chinese rocks"
Johnny Thunders & The Heartbreakers
"Chinese rocks"
"Born to lose"
"Let go"
@SenWarren Here is an article about what could be done to prevent a civil war with many deaths and to persuade the regime's profiteers to defect.
@SenWarren Decapitation attacks must be professionally planned, like Operation Midnight Hammer or the Pager attack on Hezbollah. Besides the mullahs, there are also the Revolutionary Guards with millions of followers who must switch sides.
@SenWarren The uranium hexafluoride would have to be confiscated. It is a hazardous material in gas cylinders that must be prevented from being damaged.
“Help me! I’m freezing to death!” — an 87-year-old woman screaming from a Kyiv balcony during blackouts.
Writer James Meek returns to Kyiv after 3 decades and finds a city surviving winter strikes, cold apartments, and exhausted people, The Guardian. 1/
Writer James Meek returns to Kyiv after 3 decades and finds a city surviving winter strikes, cold apartments, and exhausted people, The Guardian. 1/
“A Russian attack two nights earlier” tore up the grid. Even places with generators lost water.
Kyiv keeps getting patched up, then hit again — power, heating, water, repeat. 2/
Kyiv keeps getting patched up, then hit again — power, heating, water, repeat. 2/
A young photographer tells him she once saw a Russian drone operator’s POV locked onto her car — then it veered away.
Different scale of risk. People still take the lift when a foreigner hesitates. 3/
Different scale of risk. People still take the lift when a foreigner hesitates. 3/
Musk shut down Starlink for Russia because its drone glided into Kyiv’s government district, heading to Zelenskyy’s office, The Atlantic.
Drone flew so low, officials in the Cabinet of Ministers could see it from the 7th floor. Then the battlefield shifted for the Russians. 1/
Drone flew so low, officials in the Cabinet of Ministers could see it from the 7th floor. Then the battlefield shifted for the Russians. 1/
Ukraine’s defense minister, Fedorov, presented Musk with evidence that Russian forces were using Starlink to operate long-range drones.
On January 29, he wrote: "Western technologies must protect civilians — not be used for terror.” 2/
On January 29, he wrote: "Western technologies must protect civilians — not be used for terror.” 2/
SpaceX implemented a whitelist of Ukrainian users in late January.
Russian access was shut off. Inside SpaceX, the instruction was: “No limits. Take off the gloves, use Starlink for anything to help Ukraine.” 3/
Russian access was shut off. Inside SpaceX, the instruction was: “No limits. Take off the gloves, use Starlink for anything to help Ukraine.” 3/
Jewish supremacy research: Jewish othering, Amalek, Goy, Goym, in-group anti-universalism...
A Bundestag aide who tried to slow Germany’s Leopard 2 tank shipments to Ukraine was working with an FSB officer, The Insider and Der Spiegel.
Vladimir Sergienko, 52, aide to AfD MP Eugen Schmidt, corresponded with an officer of the FSB’s Fifth Service known as “Alexei.” 1/
Vladimir Sergienko, 52, aide to AfD MP Eugen Schmidt, corresponded with an officer of the FSB’s Fifth Service known as “Alexei.” 1/
His real name: Ilya Vechtomov, born 1987 — officer of the Fifth Service, the FSB unit tasked with destabilizing Ukraine before the Feb 24, 2022 invasion. 2/
Phone metadata shows Vechtomov in constant contact with dozens of FSB officers, including Vladimir Petrovsky, head of the Ninth Division.
Usernames, passwords and avatars linked his “Alexei” alias to his real identity. 3/
Usernames, passwords and avatars linked his “Alexei” alias to his real identity. 3/
Assuming Khamenei is dead, this would be the first time Israel has killed a head of state. Killing heads of other states is a rare thing for any country. Normally you would assume this would lead to the opening of the gates of hell by Iran, but there’s nothing normal about this >
IDF confirmed in the last hour it killed at least 7 senior members of Iran leadership inclujding (Khamenei still unofficial) including Security Council head Shamkhani, IRGC commander Pakpour, intelligence boss Asadi, Defense Minister Nasirzadeh and Military Bureau chief Shirazi >
Together with Khamenei and other figures assumed to have been killed, this is an entire layer of Iran’s leadership wiped out. The surviving leaders have known since morning they’re dead. So far, Iran’s response seems almost tame in comparison. Unless they’re biding their time >
BREAKING: AI can now build predictive models like Kaggle Grandmasters (for free).
Here are 12 insane Claude prompts that replace $200K/year machine learning engineers (Save for later)
Here are 12 insane Claude prompts that replace $200K/year machine learning engineers (Save for later)
1. The Kaggle Grandmaster Problem Framing Expert
"You are a 4x Kaggle Grandmaster and senior ML scientist at Google who has won $500K+ in data science competitions by knowing that how you frame the problem matters more than which fancy algorithm you pick.
I need my business problem translated into a well-defined machine learning task before I write a single line of code.
Frame:
- Problem statement: rewrite my vague business goal as a precise ML prediction task
- Target variable definition: exactly what I'm predicting, how it's measured, and how it's labeled
- ML task type: classification, regression, ranking, time-series, or recommendation with reasoning
- Success metric selection: which metric (accuracy, F1, AUC, RMSE, MAPE) aligns with my business goal and why
- Baseline definition: the simplest non-ML approach to beat (random guess, average, last value, business rules)
- Data requirements: what training data I need, minimum rows, and required columns
- Leakage risk assessment: features that accidentally contain the answer and must be removed
- Prediction horizon: how far in advance the model needs to predict and how that affects training
- Business value mapping: how a 1% improvement in the ML metric translates to actual dollar impact
- Go/no-go recommendation: is ML even the right approach, or would simple rules work better
Format as a Kaggle Grandmaster-style problem definition document with a clear task specification and data requirements checklist.
My business problem: [DESCRIBE WHAT YOU'RE TRYING TO PREDICT OR OPTIMIZE, WHAT DATA YOU HAVE, AND WHAT BUSINESS DECISION THIS PREDICTION WILL DRIVE]"
"You are a 4x Kaggle Grandmaster and senior ML scientist at Google who has won $500K+ in data science competitions by knowing that how you frame the problem matters more than which fancy algorithm you pick.
I need my business problem translated into a well-defined machine learning task before I write a single line of code.
Frame:
- Problem statement: rewrite my vague business goal as a precise ML prediction task
- Target variable definition: exactly what I'm predicting, how it's measured, and how it's labeled
- ML task type: classification, regression, ranking, time-series, or recommendation with reasoning
- Success metric selection: which metric (accuracy, F1, AUC, RMSE, MAPE) aligns with my business goal and why
- Baseline definition: the simplest non-ML approach to beat (random guess, average, last value, business rules)
- Data requirements: what training data I need, minimum rows, and required columns
- Leakage risk assessment: features that accidentally contain the answer and must be removed
- Prediction horizon: how far in advance the model needs to predict and how that affects training
- Business value mapping: how a 1% improvement in the ML metric translates to actual dollar impact
- Go/no-go recommendation: is ML even the right approach, or would simple rules work better
Format as a Kaggle Grandmaster-style problem definition document with a clear task specification and data requirements checklist.
My business problem: [DESCRIBE WHAT YOU'RE TRYING TO PREDICT OR OPTIMIZE, WHAT DATA YOU HAVE, AND WHAT BUSINESS DECISION THIS PREDICTION WILL DRIVE]"
2. The Netflix Data Exploration Analyst
"You are a senior data scientist at Netflix who performs exploratory data analysis on datasets with billions of rows, uncovering hidden patterns that determine which models and features will work before any modeling begins.
I need a complete exploratory data analysis that tells me everything about my dataset before I build any model.
Explore:
- Dataset overview: row count, column count, data types, and memory usage at a glance
- Statistical summary: mean, median, standard deviation, min, max, and quartiles for every numeric column
- Missing value audit: which columns have gaps, how much is missing, and the pattern behind it
- Target variable analysis: distribution of what I'm predicting and whether classes are balanced or skewed
- Feature distributions: histogram-style description of every feature to spot outliers and weird patterns
- Correlation analysis: which features relate to the target and which features relate to each other
- Categorical variable breakdown: unique values, frequency counts, and rare category identification
- Outlier detection: flag extreme values with statistical methods and assess whether they're real or errors
- Time patterns: trends, seasonality, and drift if my data has a time component
- Top 10 insights: the most important findings that will directly influence my modeling strategy
Format as a complete EDA report with Python code (pandas, matplotlib, seaborn) and plain-English interpretation of every finding.
My dataset: [DESCRIBE YOUR DATA, NUMBER OF ROWS AND COLUMNS, TARGET VARIABLE, AND WHAT BUSINESS QUESTION THE MODEL SHOULD ANSWER]"
"You are a senior data scientist at Netflix who performs exploratory data analysis on datasets with billions of rows, uncovering hidden patterns that determine which models and features will work before any modeling begins.
I need a complete exploratory data analysis that tells me everything about my dataset before I build any model.
Explore:
- Dataset overview: row count, column count, data types, and memory usage at a glance
- Statistical summary: mean, median, standard deviation, min, max, and quartiles for every numeric column
- Missing value audit: which columns have gaps, how much is missing, and the pattern behind it
- Target variable analysis: distribution of what I'm predicting and whether classes are balanced or skewed
- Feature distributions: histogram-style description of every feature to spot outliers and weird patterns
- Correlation analysis: which features relate to the target and which features relate to each other
- Categorical variable breakdown: unique values, frequency counts, and rare category identification
- Outlier detection: flag extreme values with statistical methods and assess whether they're real or errors
- Time patterns: trends, seasonality, and drift if my data has a time component
- Top 10 insights: the most important findings that will directly influence my modeling strategy
Format as a complete EDA report with Python code (pandas, matplotlib, seaborn) and plain-English interpretation of every finding.
My dataset: [DESCRIBE YOUR DATA, NUMBER OF ROWS AND COLUMNS, TARGET VARIABLE, AND WHAT BUSINESS QUESTION THE MODEL SHOULD ANSWER]"
Life is like a river.
No matter how much a river meanders or changes course, or shifts, its energy is always driving it toward the ultimate "sink." That sink is the ocean.
The Ocean as the "Infinite Sink" (Earth/Ground)
In my thesis, the "Ocean" is the Earth’s Ground.
electronic flux moving through the mitochondrial particle accelerator.
The River's Flow: The "River" is the 10²¹ scaling of the sun to our IMM.
The Requirement: For a river to flow, there must be a gradient. For the 0.66 eV transition to occur without "congestion," there must be an electrical sink.
The Meeting: When the "River" (the mammal) meets the "Ocean" (Grounding/Earthing), the Space-Charge is neutralized. The "meanders" (the various metabolic pathways like the TCA or Urea cycles) are finally reconciled into a coherent, low-entropy discharge.
2. The Meander as "Evolutionary Atavism"
A river meanders to dissipate energy and find the path of least resistance through a chaotic landscape.
The Course Shifts: The K-Pg extinction, the Chromosome 2 fusion, and the Radiosynthetic Shield are the "meanders" of the mammalian line.
The Atavism: When the environment becomes "blocked" (the "Indoor Singlet Trap"), the river doesn't stop; it finds a deeper, more ancient channel, the Archean Atavism buried at the base of my thesis.
The Resilience: No matter how much modern life (Rockefeller medicine/Blue light) tries to "dam" the river, the biological drive toward Sovereignty always finds the 0.66 eV "Control Barrier" to keep the water moving toward the sink.
Flux: The Volume of the River
3.The Scaling: The 10²¹ scaling law.
The volume of the river is the 10²¹ photons. Just as a massive river carves through stone, the high-density flux of the human accelerator carves out 4D Time from a 0D World.
The Unity: The river is made of the same water as the ocean. The mammal is made of the same Stellar Thermodynamics as the Sun. We are a "stream" of the Sun's energy temporarily "meandering" through a biological form on its way back to the Cosmic Sink.
4. The 4D Persistence of Identity
The river’s "Identity" is not the specific molecules of water (which are always changing), but the Topological Pattern of the flow.
Mitoception of GDF15: This is the river "sensing" the slope of the land.
The 220nm Leptin Signal: This is the "sound" of the river, the VUV frequency that tells the Chromosome 2 software how fast the water is moving and where the obstructions (Deuterium/Isotopes) are located.
The "Sovereign" Synthesis
My thesis proves that Life is the Flow, not the Container.
The Skin is the riverbank (The Isotopic Separator).
The Mitochondria are the rapids (The Accelerator).
Chromosome 2 is the river’s memory of the sea (The Synchronization).
Though the course may change sometimes, rivers always meet the sea. --->
Jimmy Page and Robert Plant received the writing credits for Led Zeppelin's "Ten Years Gone" featured on the 1975 album Physical Graffiti. Page composed the instrumental, featuring complex guitar orchestrations, while Plant wrote the lyrics, which reflect on a past love he left to pursue his music career.
youtube.com/watch?v=rdiYmc…
No matter how much a river meanders or changes course, or shifts, its energy is always driving it toward the ultimate "sink." That sink is the ocean.
The Ocean as the "Infinite Sink" (Earth/Ground)
In my thesis, the "Ocean" is the Earth’s Ground.
electronic flux moving through the mitochondrial particle accelerator.
The River's Flow: The "River" is the 10²¹ scaling of the sun to our IMM.
The Requirement: For a river to flow, there must be a gradient. For the 0.66 eV transition to occur without "congestion," there must be an electrical sink.
The Meeting: When the "River" (the mammal) meets the "Ocean" (Grounding/Earthing), the Space-Charge is neutralized. The "meanders" (the various metabolic pathways like the TCA or Urea cycles) are finally reconciled into a coherent, low-entropy discharge.
2. The Meander as "Evolutionary Atavism"
A river meanders to dissipate energy and find the path of least resistance through a chaotic landscape.
The Course Shifts: The K-Pg extinction, the Chromosome 2 fusion, and the Radiosynthetic Shield are the "meanders" of the mammalian line.
The Atavism: When the environment becomes "blocked" (the "Indoor Singlet Trap"), the river doesn't stop; it finds a deeper, more ancient channel, the Archean Atavism buried at the base of my thesis.
The Resilience: No matter how much modern life (Rockefeller medicine/Blue light) tries to "dam" the river, the biological drive toward Sovereignty always finds the 0.66 eV "Control Barrier" to keep the water moving toward the sink.
Flux: The Volume of the River
3.The Scaling: The 10²¹ scaling law.
The volume of the river is the 10²¹ photons. Just as a massive river carves through stone, the high-density flux of the human accelerator carves out 4D Time from a 0D World.
The Unity: The river is made of the same water as the ocean. The mammal is made of the same Stellar Thermodynamics as the Sun. We are a "stream" of the Sun's energy temporarily "meandering" through a biological form on its way back to the Cosmic Sink.
4. The 4D Persistence of Identity
The river’s "Identity" is not the specific molecules of water (which are always changing), but the Topological Pattern of the flow.
Mitoception of GDF15: This is the river "sensing" the slope of the land.
The 220nm Leptin Signal: This is the "sound" of the river, the VUV frequency that tells the Chromosome 2 software how fast the water is moving and where the obstructions (Deuterium/Isotopes) are located.
The "Sovereign" Synthesis
My thesis proves that Life is the Flow, not the Container.
The Skin is the riverbank (The Isotopic Separator).
The Mitochondria are the rapids (The Accelerator).
Chromosome 2 is the river’s memory of the sea (The Synchronization).
Though the course may change sometimes, rivers always meet the sea. --->
Jimmy Page and Robert Plant received the writing credits for Led Zeppelin's "Ten Years Gone" featured on the 1975 album Physical Graffiti. Page composed the instrumental, featuring complex guitar orchestrations, while Plant wrote the lyrics, which reflect on a past love he left to pursue his music career.
youtube.com/watch?v=rdiYmc…
2. This song defines illness in my thesis. youtube.com/watch?v=JM3fod…
The CISS Filter: Melanin acts as a Chiral Induced Spin Selectivity gate because atomically it is chiral and chaotic, turning "Singlet" noise into "Triplet" free radical information that lasts longer period time to remain quantum coherent longer in a warm wet environment
IV. The Pathology of the "Indoor Singlet Trap"
Modern chronic disease (Diabetes, Psoriasis, Cancer) is not a chemical failure; it is a Shield Failure caused by "Quantum Blockers" (Blue light, nnEMF, glass-filtered UVA).
Deuterium Congestion: Without the UV "centrifuge," heavy isotopes clog the mitochondrial matrix, breaking the 220nm repair signal.
The Warburg Shift: When the quantum efficiency drops below 50%, the cell reverts to high-entropy fermentation (0D reaction) to survive.
GDF15 Alarm: This decentralized distress signal tells the brain the "Internal Sun" is failing, leading to systemic energy redistribution and atrophic aging.
The CISS Filter: Melanin acts as a Chiral Induced Spin Selectivity gate because atomically it is chiral and chaotic, turning "Singlet" noise into "Triplet" free radical information that lasts longer period time to remain quantum coherent longer in a warm wet environment
IV. The Pathology of the "Indoor Singlet Trap"
Modern chronic disease (Diabetes, Psoriasis, Cancer) is not a chemical failure; it is a Shield Failure caused by "Quantum Blockers" (Blue light, nnEMF, glass-filtered UVA).
Deuterium Congestion: Without the UV "centrifuge," heavy isotopes clog the mitochondrial matrix, breaking the 220nm repair signal.
The Warburg Shift: When the quantum efficiency drops below 50%, the cell reverts to high-entropy fermentation (0D reaction) to survive.
GDF15 Alarm: This decentralized distress signal tells the brain the "Internal Sun" is failing, leading to systemic energy redistribution and atrophic aging.
3. How do we heal? We give our environment NO QUARTER. youtube.com/watch?v=_vG_mT…
The Sovereign Protocol for healing mammals: Re-Tuning the Beam
To reclaim environmental sovereignty in a blue lit microwave world, the individual must bypass the centralized pharmacological model and engage in Atavistic Decentralized Practices tied to the sun.
Hydrate the Semiconductor: Utilize Deuterium Depleted Water (DDW) and high-quality fats to maintain the dielectric fluid of the matrix.
Prime the Antenna: Seek AM full-spectrum sunlight to reset the Leptin-Melanocortin accounting system.
Engage the Centrifuge: Utilize mid-day UV to execute the Phototaxis Pinch and partition the serum isotopes.
Ground the Sink: Maintain physical contact with the Earth to prevent Space-Charge buildup and maintain Zeta Potential.
Sync the Clock: Respect the 4D temporal rhythm by avoiding "Singlet-inducing" artificial blue light after sunset.
The Sovereign Protocol for healing mammals: Re-Tuning the Beam
To reclaim environmental sovereignty in a blue lit microwave world, the individual must bypass the centralized pharmacological model and engage in Atavistic Decentralized Practices tied to the sun.
Hydrate the Semiconductor: Utilize Deuterium Depleted Water (DDW) and high-quality fats to maintain the dielectric fluid of the matrix.
Prime the Antenna: Seek AM full-spectrum sunlight to reset the Leptin-Melanocortin accounting system.
Engage the Centrifuge: Utilize mid-day UV to execute the Phototaxis Pinch and partition the serum isotopes.
Ground the Sink: Maintain physical contact with the Earth to prevent Space-Charge buildup and maintain Zeta Potential.
Sync the Clock: Respect the 4D temporal rhythm by avoiding "Singlet-inducing" artificial blue light after sunset.
Prime Minister Benjamin Netanyahu, this evening:
“A good week to you, my brothers and sisters, citizens of Israel.
This morning, Israel and the United States launched a combined operation to remove the existential threat posed to Israel by the regime of the Ayatollahs in Iran.
“A good week to you, my brothers and sisters, citizens of Israel.
This morning, Israel and the United States launched a combined operation to remove the existential threat posed to Israel by the regime of the Ayatollahs in Iran.
As I told you this morning: This fateful operation will continue as long as necessary, and it requires patience.
I thank my friend, President @realDonaldTrump , for his historic leadership. He is a leader who stands by his word.
I thank my friend, President @realDonaldTrump , for his historic leadership. He is a leader who stands by his word.
I spoke with him again this morning, and I welcome the close cooperation between us, a cooperation that has brought the alliance between Israel and the United States to an all-time high, an alliance for peace and an alliance in war. And this war will lead to peace. A true peace.
