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טוב אחרי ההצלחה של הפוסט הקודם, פוסט 2 בסדרה:
פוסט 2: מחט בערימת שחט, איך מצליחים באמת להביא ל LLM את המידע שהוא צריך כדי לענות על שאלה

רקע: ב-3 שבועות האחרונים חברת AI21 Labs פסרמה כמה וכמה מאמרים תחת הכותרת Labs In Front, ואני חייב לומר שהיא מרתקת. בחברה הזו עובדים כמה מאנשי ה AI הטובים בישראל, ובפעם הראשונה מקבלים ההצצה לפרטים טכניים מתקדמים אבל גם אינטואיטיביים מאוד שקשורים לאימון מודלי LLM ודברים רבים מסביב (קישור לפוסט הקודם בתגובות)

בפוסט הזה נעסוק במאמר שנקרא: Chunk size is query-dependent: a simple multi-scale approach to RAG retrieval

ובפשטות, המאמר מציע אסטרטגיה מעניינת מאוד לאחת הבעיות המטרידות, עד היום, כל מי שמפתח מודלי RAG, וזה, איך להביא למודל את המידע הנכון כדי לענות על השאלה.

למרות שאנחנו כבר שלוש וחצי שנים מאז שיצא ChatGPT, בעיית ה RAG בו מודל מבצע שאילתה כדי לקבל מידע ממסכים שלנו ואז עונה בעזרת אותו מידע תשובה, היא עדיין בעיה קשה.
הבעיה המרכזית מתחילה בשלב הIndexing כיוון שאי אפשר להכניס את כל המסמכים שיש לנו בכל רגע נתון למודל (יקר, ולא אפשרי בכלל ברוב המקרים) צריך ״לחתוך״ אותם בצורה הגיונית ככה שאם נשאל שאלה, נוכל למצוא את החתיכה הרלוונטית במסמך ובמקרה הצורך גם להביא את המסמך כולו.
ישנן לא מעט שיטות שעושות חיתוכים ״חכמים״, ביניהן כאלה שלכל חתיכה נותנים הקשר גדול יותר כמו שם המסמך וסיכום שלו (Contextual Indexing של אנת׳רופיק), ושיטות שעושות חיתוך היררכי, אבל בסוף כל השיטות משתמשות בגודל זהה של ״חתיכות״ הבסיס.
העניין הוא שזה לא מספיק, חיתוך קטן מדי יחסיר הרבה הקשר, חיתוך גדול מדי יהיה יקר וגם יקשה על החיפוש. אז מה נכון לעשות?

מסתבר, לפי המאמר הזה, שהתשובה היא, תלוי מה אתה שואל. במאמר הזה החוקרים בחנו דאטהסטים שונים של שאלות ותשובות (ביניהן שאלות על סיכומי שיחות, שאלות טריוויה ועוד), וגילו שלכל אחד יש גודל חתיכה אחר שיביא את התוצאות הכי טובות. הבעיה כמובן שזה משהו שאנחנו לא יכולים לדעת מראש.
לכן הם הציעו שיטה חדשה, בוא נבצע כמה חיתוכים שונים. חיתוך אחד יהיה נגיד כל פסקה, אחד כל שני פסקאות וכן הלאה, וניצור 5 אינדקסים שונים למסמכים שלנו.
ובזמן השאילתה הראשונית ניגש אל כולם, כעת עבור כל שיטת חיתוך נעשה הצבעה באיזה מסמכים נמצאת התשובה (כלומר כל חתיכה שהגיעה ממסמך מסוים מספקת הצבעה למסמך שממנו הגיעה). כלומר אם בחיתוך של הפסקה 2 מתוך עשר התוצאות הראשונות שייכות למסמך מסוים ובחיתוך של ה2 פסקאות 3 מתוך 10 התוצאות שייכות גם לאותו מסמך, המסמך יקבל 5 הצבעות.
אחרי שנסכום את כל ההצבעות נביא את המסמך (או אולי כמה מסמכים כתלות בשיקולי עלות וגודל המסמכים) ל LLM וממנו נקבל את התשובה.

השיטה הפשוטה הזו משיגה שיפורים מאוד גדולים, בכל דאטהסט שהם בדקו ובכל פותרת בצורה אלגנטית את בעיית גודל החיתוך שעדיין מקשה מאוד על מערכות RAG לעבוד כמו שצריך.
החיסרון שלה כמובן הוא שעכשיו במקום לשמור את ה Indexing פעם אחת, צריך לשמור אותו כמה פעמים. במקרה הזה, ייתכן מאוד שהיתרון בדיוק יותר גבוה עולה על החסרון.

קישור למאמר בתגובות, וכרגיל אשמח לתגובות ושיתופים כדי שאוכל להמשיך לפרסם

הפוסט הקודם בסדרה:

https://x.com/Amit_Mandelbaum/status/2016926322073727310

המאמר:
ai21.com/blog/query-dep…

Seed oils are deuterium bombs. What does deuterium do to FADS 1 and 2? Reduces brown fat and increases deuterium into collagen synthesis via the TCA cycle via alanine. Then what happens at alanine? This is where the biochemistry does matter a bit because it is incorporated into amino acids like proline and hydroxyproline, the building blocks of collagen. The damage cascade is not what most food retards believe however.

The perspective I'm describing aligns with decentralized biophysics, which posits that the danger of seed oils isn't just their chemical products, but their impact on electromagnetic signaling and subatomic hydrology in the TCA cycle and in FADA 1 & 2.

FADS 1 & 2 and the Deuterium Trap
In the decnetrlaized biophysical framework, seed oils are viewed as "deuterium bombs" because their high linoleic acid (LA) content acts as a primary vehicle for transporting deuterium into the cell.
The National Institutes of Health (NIH) has published on this topic. That is where my slide came from.

Enzymatic "Blindness": While standard biochemistry says FADS1 and FADS2 process deuterated PUFAs (D-PUFAs) normally, biophysics argues that this is the HUGE problem. These enzymes "blindly" incorporate D-PUFAs into membrane phospholipids, effectively trapping heavy hydrogen where it doesn't belong.

Brown Fat Reduction: High deuterium levels are known to inhibit the differentiation of brown-like (beige) adipocytes. Because brown fat is a major site for thermogenesis and mitochondrial "scrubbing" of deuterium, its loss further accelerates the body's deuterium burden.

The Damage Cascade: UPEs and Collagen
The "damage cascade" I teach my Savage professional athletes about centers on Ultra-weak Photon Emissions (UPEs), the biophotonic light signals cells use for internal communication.

Slowing the Kinetic Isotope Effect: D-PUFAs stabilize membranes against non-enzymatic lipid peroxidation. While this sounds protective to a food guru biochemical retard, biophysics argues it disrupts the "burn" needed to generate specific UPE frequencies needed for collagen renovation in injury.

Collagen Signaling Failure: Proper collagen synthesis and alignment require high-energy biophotonic signals. It is piezo and flexoelectric. When membranes become too stable (due to D-PUFA KIE "reinforcement"), they fail to serve as high-energy intermediates to make UPEs. As a result collagen become weaker than it should be.

Ligament Tears: This leads to a signaling "blackout" in the extracellular matrix. Without the correct UPE "code," collagen synthesis becomes disorganized or "brittle," manifesting as increased ligament tears and structural failure even when the tissue appears chemically intact.

Everyone of my professional atheletes gets a detailed pre season and intra season lesson on how to handle these injuries. Trainers and orthopedic surgeon who work for teams are a danger to my clients because of the biophysical ignorance.

https://x.com/DrJackKruse/status/2024876813365698777

2. 2. What the 49ers, Fred Warner, Jed York, the NFL, the NFLPA, Anthony Saglimbeni, MD, Geoffrey Abrams, MD,
William J. Maloney, MD, Robert Nishime, MD, Eugene Roh, MD and Dustin Little: Head of Sports Medicine and Head Athletic Trainer of the team do not know that nnEMF makes tissues net collectors of deuterium over protium.

Why is this a big deal? Because the guy they all answer to has been before and after the power station upgrade and he is tied to DARPA warehouse Stanford.

The head team physician for the San Francisco 49ers is Dr. Timothy McAdams and has his head up his ass on this topic by design if you ask me.

He is an orthopedic surgeon and you'll love to find out he is a clinical professor at Stanford University who is involved in bury nnEMF research from the public on behalf of DARPA. He is incentivized to remain an idiot on this topic and has served as the team's head physician since 2014 when the neighboring electric power station was upgraded by the power company to increase deuterium incorparation into any mammal forces to be in this area. Moreover, he has been with the organization since 2007, so he was there before they became the injury capaital of the NFL in collagen and muscle injuries to joints.

Funny how a neurosurgeon thousands of miles from SF can figure it out but these folks all incentived to not see the truth remain uninterested in finding the truth out. It might cose them all.

3.

Let me show you how we arrived here.

Time is fundamental (AΩ) the beginning and the end

The superfluid waters (H⁴) are fundamental

The "holy spirit" or (Φ), is fundamental

All are timeless

superluminal sound moving through the primordial waters is sonoluminescence

https://twitter.com/TheOfficial1984/status/2025239765939851306

Time is non linear

Timeless

Time only exists in the mind and that's a result of man's need to measure

The spirit that moves over the waters moves over everything in this earth

It follows the mathematical pattern that governs the standard equation (pythagorean) aka
Fibonacci

So, if Pythagoras didnt discover the

"pythagorean therom"....

Where did it come from?

EXCLUSIVE FOOTAGE/PHOTOS: Dashcam Footage Shows Deadly Crash - Richard Holden Held on Just $5,000 Surety Bond!

We have exclusively obtained the full crash report detailing the horrific crash from September in Jefferson County, Missouri. Holden, the driver of a 2022 Freightliner Cascadia, rear-ended a line of vehicles in a construction zone, triggering a chain-reaction collision involving eight vehicles (the semi and seven passenger vehicles). The driver, Richard Holden, was arrested and charged with three counts of involuntary manslaughter.

Last year, I was able to obtain the carrier information and write an exclusive report at that time. The report showed 11 insurance cancellations in 10 years. It revealed extreme negligence and misconduct by the truck carrier, with no accountability for consistent violations.

The story today is focused on the lack of accountability for Richard Holden. Documents reveal that, after Holden said, “I think I might have dozed off,” he was approved for a writ of mandamus and had his bond lowered to $5,000. The designation means he was permitted to secure release through a bondsman rather than posting the full amount directly to the court. If $500 is paid to the bondsman, he can walk free.

IF YOU ARE ANGRY, I PROMISE YOU ARE NOT ANGRY ENOUGH. I spent the entire morning going through the photos from the report. Unfortunately, due to their sensitive nature, I cannot share them. Multiple photos were of the victims. I am not going to get those images out of my head very quickly. The fact that this man is going to be able to walk free if an individual pays $500 is beyond my capability of understanding.

I can attach a few photos in the thread. I just want you to imagine what happened to the individuals that were in the vehicles struck by a semi going 70 mph..

A huge thank you to @TheLoneWolfonX for assistance with the open records request

Exclusive regarding the Carrier

https://twitter.com/sarahiscensored/status/1989800973217534050

I keep trying to write about what happened at the BAFTAs, and I can't find the words. The situation is almost impossible, but it happened 3 times that night, and one of the three times was directed at myself on the way to dinner after the show.

And a third time at a Black woman. I understand and deeply know why this is an impossible situation. I know we must handle this with grace and continue to push through. But what made the situation worse was the throw away apology of "if you were offended"

at the end of the show. Of course we were offended...but our frequency, our spiritual vibration is tuned to a higher level than what happened. I am not steal, this did not bounce off of me, but I exist above it. It can't take away from who I am as an artist.

When you find yourself bending over backwards to argue that breast binding isn’t a source of medical harm from trans because a doctor doesn’t come to your house to bind your breasts, you have truly lost the plot.

Leta, you don’t have to keep pandering to the narcs who want to wallow in their hard-earned victimhood rather than saving others from the medical harms of trans.

I guess testosterone isn’t medical harm from trans either. You have to choose to inject the drugs at home.

i'm sick of seeing Google Ads bros telling people to just "do keyword research" instead of actually showing them how.

so I'm gonna drop our entire keyword research process today for $0.

here’s how to find and scale profitable keywords fast:

In this thread, I’ll show you:

- Which keywords to target
- Which tools to use
- When to use exact, phrase, broad match
- How to organize them inside campaigns

Let’s dive in…

1. The Fundamentals

First, understand that not all searches are created equal:

There are 4 distinct types of keywords, each with different conversion potential:

- Informational
- Navigational
- Commercial
- Transactional

WHY WEALTHY FAMILIES CREATE 3 COMPANIES JUST TO OWN ONE ASSET :

"A WORTHWHILE READ"

-THREAD-👇

Holding company

Operating company

1. „Elon Musk hat klargemacht: „Es ist krank, dass so viele davonkommen.“ Er übernimmt die Anwaltskosten für Epstein-Opfer, die Namen nennen und deswegen verklagt werden. Starkes Statement für Gerechtigkeit. Eigentlich ...

2. Gleichzeitig habe ich Grok (die X-KI) gefragt, wie man über genau diesen Epstein-Komplex schreiben muss, damit der Beitrag überhaupt Leuten angezeigt wird. Die Antwort war … interessant.

3. Bestimmte Wörter oder zu direkte Formulierungen führen offenbar dazu, dass der Post massiv weniger Reichweite bekommt – auch wenn er nur Fakten und offene Fragen enthält.

R.I.P. Google Scholar for literature reviews.

Perplexity reads 500+ papers in minutes and builds citation maps automatically.

Here are 8 prompts for PhD-level systematic reviews that actually work (Save for later):

1/ The Systematic Literature Search

You are a senior academic researcher with expertise in systematic review methodology. I need a comprehensive literature search strategy for my research topic.

Please provide:

- Search strategy design: Boolean operators, keyword combinations, MeSH terms (if medical), and synonym clusters to maximize coverage
- Database coverage: Which academic databases to prioritize (PubMed, Scopus, Web of Science, IEEE, JSTOR, SSRN) based on my field and why
- Inclusion criteria framework: Define what papers qualify by publication year range, study type, language, methodology, sample characteristics, and relevance threshold
- Exclusion criteria framework: What to screen out and the exact reasoning for each exclusion rule
- Grey literature sources: Conference proceedings, dissertations, preprints, institutional reports, and policy documents relevant to my topic
- Search volume benchmarks: How many results to expect at each stage (initial search, after title screening, after abstract screening, after full-text review)
- PRISMA flow diagram outline: Step-by-step documentation of how papers move through the screening process
- Deduplication strategy: How to identify and remove duplicate results across multiple databases
- Reference snowballing: Forward and backward citation tracking to find papers the database search missed

Format as a replicable search protocol with exact search strings I can run directly in each database.

Research topic: [YOUR RESEARCH QUESTION OR FIELD]
Discipline: [YOUR ACADEMIC FIELD]
Review scope: [BROAD OVERVIEW OR NARROW SPECIFIC QUESTION]

2/ The Research Landscape Mapper

You are a bibliometric analyst and research strategist. I need a complete map of the intellectual landscape around my research topic.

Please provide:

- Field overview: How large is this research area, when did it emerge, how has publication volume grown over time
- Intellectual lineage: The 5-7 foundational papers that every subsequent study cites, what they established and why they matter
- Research clusters: Distinct subtopics or schools of thought within this field, how they relate to each other
- Citation network analysis: Which papers are the most cited hubs, what do the clusters of citations reveal about theoretical camps
- Prolific authors: Top 10 most published or most cited researchers in this field, their institutional affiliations, and their primary contributions
- Key journals: The 8 most important journals publishing in this area, their impact factors, scope, and what distinguishes each
- Geographic distribution: Which countries or institutions are leading research output and why
- Interdisciplinary connections: Adjacent fields that significantly inform this literature (what other disciplines should I be reading)
- Emerging voices: Recent authors gaining citation traction who represent the next generation of the field
- Theoretical fault lines: Where do researchers fundamentally disagree, what drives the disagreement, what evidence supports each side

Format as a research landscape brief with citation network description and strategic reading recommendations.

Research topic: [YOUR TOPIC]
Current knowledge level: [BEGINNER / INTERMEDIATE / ADVANCED]

How Junk Food Rewires the Brain (New Science) 🧠👇

1/2) Human controlled trial published in Nature Metabolism research suggests the real damage of junk food goes far beyond calories or short-term weight gain.

Healthy young men overate junk food for just five days — with no meaningful weight gain.

Yet beneath the surface the brain developed insulin resistance that persisted even after normal eating resumed.

In other words, short-term junk food intake may leave a metabolic “scar” that makes future overeating more likely.

Are you surprised? (link to full video in comments)

2/2) For a long-form breakdown of these data on How Junkfood Rewires the Brain, see today's video. You'll never see a cookie or a bag of chips the same way again.

R.I.P. GOOGLE FLIGHTS IN 2026.
R.I.P. IN 2026.
R.I.P. EXPEDIA IN 2026.

$2,400 business class. I paid $211.

The 7 prompts the travel industry prays you never find: 👇BOOKING.COM

Here's the dirty truth nobody tells you.

Google Flights, Skyscanner, Expedia — they don't work for you.

They work for airlines.

Every "best price" result is an ad in disguise.

AI has no affiliate deal. No sponsored listing. No kickback.

It just finds cheap. That's it.

Prompt 1 — The Ghost Fare Detector:

"Act as a flight deal expert. Find every unpublished, unadvertised, and web-exclusive fare from [city] to [destination] in [month]. Include airline direct booking discounts that bypass OTAs, and any NDC fares not visible on aggregators."

Airlines hide their cheapest fares from Google on purpose.

This prompt finds the ones they forgot to hide.

I give up ngl. Will deactivate this account. But before I go this post will be up for a while.

The Modi administration has completely crippled military readiness. Everyone knows about the air force because it is the most crippled out of the 3 arms of the military. But it's not..

...the only one.

But let's summarise what went wrong with the IAF.

Historically, India has always been an importer of military aircraft. HAL has always been less of a "manufacturer" and more of an "assembler". This did change briefly with the HF-24 Marut, but we were back...

...to importing military aircraft and abandoning the successor of HF-24 that was HF-73.

Anyways, after two decades of work starting from the 1980s, involving HAL and ADA (Aeronautical Development Agency), the LCA (Light Combat Aircraft) codename "Tejas" took flight in 2001.

1/🚨 BREAKING: Peter Mandelson has been arrested.

The man Keir Starmer called "Britain's greatest diplomat."

The man who mentored the founder of CCDH — the organization that helped silence American voices during COVID.

The man who was routing classified government intelligence to Jeffrey Epstein. 🧵👇

2/Let me give you the context the mainstream press won't.

I have been reporting on this network for years.

What is happening tonight is not a surprise.

It is a confirmation.

3/ Mandelson was not merely a social contact of Epstein's.

Released DOJ documents show he was transmitting real-time British government intelligence to a convicted sex offender — while sitting inside Downing Street. [Details here: sayerji.substack.com/p/the-british-…]

Classified economic briefings. Tax strategy. Bailout timing. Leadership resignations.

This is documented. In his own words.

How to Gain an Unfair Advantage Over The Left So Extreme Their Parasitic Bureaucracy Anticipate Your Next Move (THREAD)

Save the American Republic by Internalizing These 7 Ruthless Rules. Weaponize Them Against the Leftist Scum. Learn to Show Absolutely No Mercy to the Forces of the Evil Leftist Baby Eater...

The Fairy Tale of Equity and the Reality of Power

Fairness is a fairy tale we tell children to get them to share their toys. In the real world, fairness is a coping mechanism for the defeated. This singular, unapologetic truth serves as the ultimate dividing line between the individuals who dictate the course of history and the masses who are merely subjected to it. The contemporary political and corporate arenas are entirely saturated with a suffocating, left-wing narrative regarding equity, structural reform, and social justice. Modern leftist ideologues obsess over manufacturing a utopian "fair equality of opportunity," demanding that institutions dismantle themselves to achieve an impossible equality of outcome. They whine endlessly about systemic oppression, treating meritocracy as either a flawed ideal that must be perfected or a tool of hierarchy that must be abolished. Both factions of this debate completely miss the fundamental nature of reality. They operate under the naive, arrogant assumption that a perfectly just system is somehow achievable through endless government regulation and forced wealth redistribution.

Look at the people who actually run the world, the billionaires, the generals, the shadow brokers. Do you think they got there by playing fair? Do you think they waited for their turn? No. They cut the line. They rigged the game. They understood that while the masses are fighting for scraps using the rules of morality, the masters are operating on a completely different set of physics. The realist perspective, deeply rooted in the cold, clinical philosophy of Niccolò Machiavelli, obliterates the utopian delusion of the left. Political realism dictates that human organization is not a gentle exercise in moral perfection, but rather a perpetual, bloody struggle for power and security. Machiavelli himself astutely observed that any given populace is irrevocably divided into two distinct humors: the few who fiercely desire to dominate, and the many who merely desire not to be dominated. Plutocracy, in this unvarnished framework, is not a temporary aberration that can be fixed by progressive tax policies; it is a permanent, immutable fixture of the human condition.

You are watching this because you are tired. You are tired of working hard and seeing lazy people get promoted in environments that prioritize diversity quotas over actual competence. You are tired of being the good guy and finishing last while watching the ruthless ascend. You sense that there is a hidden back door to success that no one is showing you. You are right. There is. I am going to hand you the keys to that back door. I am going to give you seven ruthless rules of asymmetric warfare. These are not superficial life hacks designed by corporate human resources departments. These are psychological weapons. They will give you an advantage so severe that people will call it luck. They will call it talent. They will call it unfair. Good. Let them.

Rule One: The Senigallia Strategy and the Total Elimination of Resistance

The traditional leftist approach to conflict is heavily regulated. It demands that individuals engage in exhausting daily struggles on an artificially leveled playing field. Most men fight wars of attrition. They argue. They compete. They struggle against their rivals day after day, wearing themselves down. This is the strategy of the fool. The true master of power does not fight wars of attrition; they engineer decisive, unfair battles that completely neutralize the threat before the competition even officially begins.

The historical archetype for this ruthless efficiency is Cesare Borgia, the son of the pope and the primary model for Machiavelli's prince. Borgia did not fight attrition. He fought decisive unfair battles. In 1502, Borgia faced a catastrophic threat. His mercenary captains revolted against him. They were powerful, dangerous men. They had armies. The geopolitical climate was incredibly volatile. The Borgias were Spaniards, and the Italians hated that, causing all possible regional tensions to be hyper-inflamed as the family attempted to carve out a permanent personal duchy in the middle of Italy and transform the papacy into a hereditary monarchy. Borgia could have gone to war with them. He could have fought them on the battlefield, risking his money, his men, and his reputation. It would have been fair.

He didn't. Instead, he initiated a masterclass in psychological manipulation. He offered them a truce. He offered them money. He offered them higher ranks. He played the role of the forgiving, weakened leader. He soothed their egos. He made them feel safe. He invited them to a feast in the city of Senigallia to celebrate their new alliance. The moment they walked into the room, smiling and unguarded, Borgia gave a signal. His guards stepped out of the shadows, he strangled every single one of them. In one hour, he accomplished what would have taken 10 years of war.

This is the lesson. Never fight a battle you can win by deception. You are trying to outwork your competition. You are trying to be better than them. Stop. You need to identify the threat and neutralize it before the competition even begins.

How does this apply to you in a modern office in a business? If you have a rival, do not argue with them in meetings. Do not try to outshine them with louder ideas. That is the battlefield. Instead, make them feel safe. Agree with them. Praise them. Draw them close. Let them lower their guard. The modern corporate environment is filled with fragile egos that crave validation. Exploit this vulnerability relentlessly. And then when they are comfortable, you let them make the mistake. You let them overextend. You let them take the project that is destined to fail. And you encourage them to do it. You hand them the rope and you watch them hang themselves. You do not need to push them. Gravity will do the work. But gravity only works if they are standing on the edge. Your job is to guide them there smiling the whole time. This is the unfair advantage of the smile. The enemy you can see is dangerous. The friend who is secretly an enemy is lethal. Be the friend.

Rule Two: The Law of Information Asymmetry

In the age of the internet, everyone thinks they know everything. This is your greatest opportunity because while everyone is drowning in data, almost no one has intelligence. The progressive left believes that democratizing information creates a perfectly egalitarian society. This is entirely false. Data is merely ambient noise. Intelligence is the specific secret that changes the outcome.

Nathan Rothschild, the legendary banking tycoon, understood this intimately. Legend says that during the battle of Waterloo, he didn't rely on the public news couriers. He had his own network of private boats and riders. He knew Napoleon had lost a full day before the British government did. While the London Stock Exchange was crashing in panic, everyone thinking Napoleon had won, Rothschild was buying. He bought everything for pennies. When the official news arrived the next day, the market skyrocketed. He didn't just make money. He bought the British economy. He had an unfair advantage because he had the information first.

While historical archives suggest that the exact financial figures of his Waterloo gains may be less than the mythological "millions" often cited, the structural reality of his method is absolute. He recognized the unparalleled value of inside information applied to securities trading. To fully grasp the superiority of Rothschild's method, contrast it with the bumbling efforts of his competitors just a year prior. In 1814, a concert party of speculators, including Lord Cochrane, attempted a clumsy pantomime hoax. Facing massive losses in Gilts, they sent an officer dressed as a French Royalist to Dover in the middle of the night, claiming Napoleon was dead, hoping the port admiral would use the Admiralty's semaphore relay stations to broadcast the false news. The plan failed spectacularly because it was simply too foggy for the semaphore system to operate, resulting in the perpetrators being jailed for fraud. Rothschild did not rely on such foolish public hoaxes or weather-dependent government systems; he built a proprietary machine for information gathering.

You are operating with the same information as everyone else. That is why you are average. You read the same news. You watch the same tutorials. You have the same degrees. To become an outlier, you must cultivate the spy network in your company. Do you know the secretary, not just hello, do you know her? Do you know what the CEO is stressed about? Do you know which department is getting budget cuts before the memo goes out? In your market, do you know what your competitors are terrified of? You must become a vacuum of secrets.

People love to talk. They love to feel important. If you learn to listen, really listen, with a silence that invites them to fill the void, they will tell you everything. They will tell you their weaknesses. They will tell you their plans. Machiavelli said, "A wise prince should gather information from all sides, but keep his own counsel." Know more than you speak. When you enter a negotiation, you should already know the other person's breaking point. You should know what they need versus what they say they want. When you know the cards in their hand, you are not gambling, you are collecting.

🔥🔥🔥Breaking! Ex CIA and ex Gov officials are massively linked to British censorship org operating in the United States!

The Center For Countering Digital Hate (CCDH), a Labour Together linked org going after Elon Musk, is heavily linked to US intelligence and ex government staff, especially the CIA! Part 3!

These are the folks censoring US conservatives, “protecting” the 2020 election, and linked to the Trump resistance. (You’ll be seeing even more on this.)

Previously I showed how Imran Ahmed worked with FOUR former CIA at IssueOne. Today I showed that ex CIA even WORKED AT CCDH.

Now, here we go again, we have TWO more ex CIA linked to CCDH folks, and it’s a whopper! (There will be more in the future too. But this brings us up to SEVEN EX CIA TO DATE.)

Simon Clark belonged to Foreign Policy for America (FP4 America) after he fled back to the US to join the Trump resistance. Has anyone looked into this? They even endorsed electing two of the Seditious Six (Elissa Slotkin, ex CIA Abigail Spanberger). Along with Eugene Vindman, Rashida Tlaib, Andy Kim, and others. Yeah some extremely far leftists.

Even holding events for folks such as Susan Rice, Spanberger, Slotkin, and Jodi Herman Vice President for Government Relations and Public Affairs at the National Endowment for Democracy.

💥 Now recall that APCO from the Labour Together journalist scandal advises International Crisis Group.

This report shows additional linkage between CCDH (Labour Together), APCO and International Crisis Group. On top of intelligence assets and gov officials galore.

International Crisis Group was created by Malloch Brown and seed funded by Soros.

This is who all has worked at Simon Clark’s FP4 America.

- Ned price, spokesperson and senior analyst CIA
- Avril Haines, Deputy Director of the CIA
- Robert Malley, CEO International Crisis group
- Jake Sullivan, International Crisis group
- Jen Psaki, Carnegie Endowments
- Simon Clark, CCDH
- Antony Blinkon, State Dept
- Tons of ex gov officials and more

Here’s some of the orgs that FP4 America partners with at Scoville Peace Fellowship.

- International Crisis Group ( APCO advises then)
- Brookings
- Carnegie Endowments
- Truman Center (Hunter Biden)
- Stimpson Center
- etc

Foreign Policy For America was even involved with the George Floyd riots by backing involved groups.

“ Following the 2020 death of George Floyd, FP4A partnered with left-of-center Equal Justice Initiative, NAACP Legal Defense Fund, Fair Fight, and Reclaim the Block to support left-of-center advocacy efforts on race-based issues.”

And they even had have a resistance page on the Resistance Toolkit website.

Sources to follow.

https://x.com/pepesgrandma/status/2025950663608254956

Wait until you see where this is leading. Straight to the organization of the major Trump resistance. Imran should leave the US with his tail between his legs. Seriously, it gets much worse than this,

In this thread, Imran Ahmed worked at an org called Issue One which was listed in the fortifying the election article at The Times.

By the time I reached the end of posting my 🧵, I realized that FOUR EX CIA AGENTS WERE INVOLVED THERE.

https://x.com/pepesgrandma/status/1996450174500020239

Here’s more on Jake Sullivan and International Crisis Group. Which is advised by APCO. The same org from the Labour Together journalist scandal.

Jake Sullivan was also a special guest in Simon Clark’s home for an Andy Kim fundraiser. Yeah the same Andy Kim that Foreign Policy for America endorsed. 😏

Everything I posted here had a reason. 👇🏻😬

https://x.com/pepesgrandma/status/2025280319276933409

وخلصت التطبيق 🥳

فكرة التطبيق بكل بساطه يساعدك في متابعة الصيانه الدوريه لسيارتك، بدال ما تنسى متى غيرت الزيت أو الفلاتر أو البواجي…

التطبيق تسجل فيه كل قطعة استهلاكية وكل صيانة أجريتها للسياره ،

طيب كيف سويت الواجهات وأيقونة التطبيق وال Database ؟

تابع 👇

https://twitter.com/dev__ahmed/status/2025657429275333011

رحت لـ ChatGPT وشرحت له فكرة المشروع، وطلبت منه يجهز لي برومت يشرح الفكرة بشكل كامل والغرض من كل واجهه في المشروع

ارسلت ل claude ai البرومو اللي أخذته من ChatGPT وطلبت منه يسوي ايقونة للتطبيق واعطاني ايقونه صغيره شوي بس تفي بالغرض وهذه النتيجه اللي طلعت فيها :