# Learning Palantir Foundry
🚀 Answer "where did this dashboard number come from?" in an instant. Data Lineage is an exploration tool that visualizes the entire flow of your data.
📌 Title and Feature URL
Title: Data Lineage
URL:
📝 Overview
Data Lineage is an interactive visualization tool that comprehensively shows how data flows through the Foundry platform. It helps you understand data movement, dependencies, and transformations across your entire data ecosystem. Because you can trace the lineage from sources through pipelines, the Ontology, and apps as a graph, it sharply reduces the cost of incident response and audit explanations.
🔧 How It Works
It represents data dependencies through a graph-based visualization.
- Find datasets using project names, table identifiers, or row labels, and browse data directly from Foundry Projects
- Expand or collapse ancestor (upstream) and descendant (downstream) relationships for any dataset
- View multiple table attributes at once, down to schema details, build timestamps, and source code
- Apply custom color schemes to highlight pipeline characteristics such as stale datasets
- Create shareable pipeline snapshots to communicate within the team
🛠 Practical Usage
- Trace upstream from a dashboard or output dataset to pinpoint the source of a number
- When an upstream schema changes, trace downstream to map the blast radius
- Color-code stale datasets to discover neglected pipelines
- Drill down from a high-level overview into granular technical details like transformation code and execution history
- Share pipeline snapshots to document data workflows across functions
🎯 Use Cases
- Instantly answering "what is the origin of this dashboard's number"
- Identifying the impact scope of upstream schema changes in advance to prevent incidents
- Presenting data lineage during audits to cut explanation costs
- Finding stale or unused datasets to tidy up pipelines
⚠️ Caveats
- This overview page does not explicitly discuss performance or graph-complexity constraints with extremely large pipelines
- Lineage covers data flow within the Foundry platform; processing outside the platform is out of visualization scope
- The accuracy of lineage depends on transforms and pipelines being properly configured within Foundry
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DataLineage#
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POST 1 — DANCING WITH THE STORM
(Things My Patients Taught Me — 1 of 20)
The first time I met Lily, she was dancing with her IV pole at dawn.
It was just past six in the morning. The pediatric oncology ward was silent except for the beep of monitors and the whisper of small bare feet against the floor. She couldn't have been more than six years old. Her head was smooth as an egg, stripped bare by chemotherapy — but crowned with a determination no medicine could touch. She wore a hospital gown covered in dinosaurs and a tutu the color of cotton candy, clearly smuggled in from the world outside those sterile walls. One hand gripped the metal pole dripping medicine into her veins. The other arched over her head in a wobbly, defiant ballet pose.
I stood frozen in the doorway, thirty years of medical training suddenly weightless in my hands. Nobody had ever told me that cancer and courage could dance together at sunrise.
"You're new," she said, noticing me without breaking her concentration. Her eyes were enormous in her hollowed-out face. "I'm Lily. I have leukemia."
"I'm Dr. Taylor," I said, kneeling to meet her. "And I love your dancing."
She attempted another turn, the IV line twisting around the pole. "Ballet class is on Tuesdays. But I'm always here on Tuesdays now. So I practice by myself." A shadow crossed her face as she touched her bare scalp. "I used to have hair for ballet. Long, like Rapunzel."
"I think ballerinas come in all styles," I offered.
"Including with no hair."
She considered this like a tiny philosopher. Then she pointed to the IV pole. "This is Fred. And this—" she touched the line disappearing under her gown "—is Ginger. Because they're dancing with me." She leaned in, conspirator to conspirator. "If the medicine is my friend, it doesn't feel so scary."
Her smile bloomed — then crumpled as a wave of nausea hit. I grabbed the pink basin just in time. She retched, her tiny frame convulsing with an illness far too big for it to hold. When it passed, she looked up at me, embarrassed. "Sorry."
"Never apologize for being sick, Lily. That's what hospitals are for."
Over the next nine months, I watched this child endure things that would break grown adults. During her first bone marrow biopsy — a needle driven into the hip bone, excruciating even with sedation — I held her hand while the tears ran down her face.
"Think of something beautiful," I whispered.
"Swan Lake," she gasped through gritted teeth. "I'm dancing in Swan Lake."
Afterward, I locked myself in a supply closet and wept. I nearly transferred out of pediatrics. I didn't think I could bear it.
Then came the storm.
One afternoon, thunder rattled the windows and lightning tore the sky open. The other children were frightened. Not Lily. She pressed her face to the glass, transfixed.
"It's like the whole world is getting better," she said.
I asked what she meant.
"My dad says storms clean everything. They wash away all the yucky stuff so new things can grow." She turned to me, eyes blazing with conviction. "Like my medicine. It feels bad now. But it's cleaning out the bad cells so the good ones can grow."
I stood there, humbled to my core by a six-year-old. She had grasped something most adults never do — that growth sometimes requires the storm. That what feels like destruction is often just the beginning of renewal.
Then she said the thing I've carried for the rest of my career: "Sometimes, when it hurts too much, I make the music in my head louder than the hurt."
Two months later, her final biopsy came back clean. Remission. The whole nursing staff lined the hallway and applauded as she left in her tutu, a soft fuzz of new hair on her scalp.
Ten years later, a card arrived in the mail. Inside was a photograph of a teenager on pointe shoes, arms forming a perfect oval above her head, long chestnut hair swept into a bun. The note read: Still dancing. Still cancer-free. Thank you for helping me dance through the storm.
That photo has sat on my desk ever since.
Lily taught me that joy can coexist with suffering — and that hope sometimes pirouettes on bare feet down a sterile hospital hallway. On my hardest days, when the weight of this work feels like too much, I still hear a six-year-old's voice: Make the music louder than the hurt.
And somehow, I find the strength to keep going.
Who's the youngest person who ever taught you something you'll never forget? Tell me below. 👇 And follow along — one patient, one lesson, every day.
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I have never been an FBI agent. Never conducted an investigation. Never worn a wire or served a warrant or spent a winter in a field office where the heating runs four hours behind the interrogation schedule. I was a congressional staffer. Then a political appointee. Then a different kind of political appointee. Then the Director of the Federal Bureau of Investigation, which is also a kind of political appointee, except the furniture is nicer and the jet is mine.
I run the building.
I would like to tell you about the jet.
It seats fourteen. It costs sixty million dollars. The interior was refurbished during the Bush administration and the procurement file describes the upholstery as "heritage cognac." I know this because I requested the file. Not for oversight purposes. I wanted to know the name of the color so I could describe it at dinner. Heritage cognac. It smells like a law firm that has never lost. I spend a lot of time in that smell now. I think it is the smell of having arrived somewhere that was never meant for you, and noticing that nobody has asked you to leave.
Washington to Philadelphia is a hundred and forty miles. Amtrak runs it for forty-nine dollars. I flew the Gulfstream on May 10th because Alexis wanted to see George Strait. The suite was thirty-five thousand. Maybe fifty. I don't track numbers below six figures. The flight crew stayed on past eleven. Overtime. Security too. Someone will calculate the cost per mile of flying a sixty-million-dollar aircraft to cover a distance shorter than most Uber rides. That someone will not be me. I was in the suite. The suite didn't have a calculator. It had George Strait.
The Bureau told reporters Alexis was "an invited guest of the performers." Representatives for George Strait and Chris Stapleton did not confirm this. They were never going to. But the FBI said it, and under my leadership, when the FBI says something, that is the evidentiary standard.
I run the building. The building said it. It's true.
Her protection detail is where the budget gets interesting.
Twenty-four-seven coverage. SWAT-certified agents. Field officers drawn from multiple Bureau offices nationwide. Two armored SUVs at minimum. Hair appointments. Musical appearances. A blowout in Nashville required four agents in a parking lot for ninety minutes. The annual cost is roughly one million dollars before overtime, vehicle maintenance, and incidentals. The Bureau cites "hundreds of credible violent death threats" as justification.
One person has been arrested. His name is Alden Welch Ruml, twenty-six, from Massachusetts. He sent emails. He faces five years.
One emailer. One million dollars a year. Four SWAT agents per errand. A quarter of a million dollars in federal protection per verified threat. For context: the average FBI field office spends less annually on its entire confidential human source program. Informants embedded inside drug cartels, counterterrorism cells, organized crime families — the people whose testimony sends other people to prison — cost the Bureau less to keep alive than it costs me to ensure my girlfriend arrives at a salon escorted by men trained to rappel from helicopters.
One of my officials suggested we conduct a formal threat assessment. A review. The kind of paperwork the Bureau has generated for seventy years whenever a protection decision requires justification. He had been with the Bureau for nineteen years. He asked in the hallway, in front of staff. I berated him. Not quietly. He stopped asking.
He stopped asking.
That phrase is going to recur in this document. I want you to notice it each time.
Now. Alexis Wilkins is a country singer. I should mention this. She has released eight singles and one EP titled *Grit*. She has zero chart appearances. Her most-streamed song has five hundred and two thousand lifetime plays on Spotify. Taylor Swift accumulates that figure in approximately eleven minutes. A full-time country music journalist at the industry's leading independent publication stated that he had never heard of Alexis Wilkins before I started dating her. She has no active tour. She has never headlined a festival. Rolling Stone cited a forty-eight percent increase in her streaming numbers after we became public, which the same journalist clarified was "a forty-eight percent increase from virtually nothing."
This is the person for whom the FBI fields a million-dollar annual protective detail.
I want you to hold those two facts together — the streaming numbers and the security budget — and understand that they do not represent a miscalculation. They represent a value system. Her protection is not proportional to the threat. Her protection is proportional to her proximity to me. That is the formula. Proximity to the Director equals resources from the Bureau. I have applied it consistently. I have applied it to everyone.
Which brings me to the people who are no longer here.
I have removed over fifty career officials since January. Twelve have filed suit. Marshall Yates — my Congressional liaison, formerly the director of something called the Election Integrity Network, which existed to challenge the 2020 results — personally called field offices to compile names. Everyone who worked a case involving the President. Six thousand names were requested by the White House. The acting director before me was asked who he voted for. When he started supporting the President. Whether the FBI had tried to "put the president in jail." He was told the President hasn't forgotten.
Three hundred counterterrorism and counterintelligence agents have been reassigned to immigration enforcement. The unit monitoring Iran — Iran, which operates proxy militias across four countries and maintains an active assassination program targeting American officials on American soil — was gutted. Six federal prosecutors in the Eastern District of Virginia have resigned or been pushed out rather than participate in the prosecution of the previous FBI Director, James Comey, whose crime was investigating the President and whose punishment is being investigated by the institution the President gave me as a gift.
I am prosecuting the last Director for doing his job. I am doing this from a fifty-thousand-dollar suite while a sixty-million-dollar aircraft idles on the tarmac outside.
Nobody in the building finds this ironic. The ones who would have found it ironic are gone. They stopped asking.
My Deputy Director is Dan Bongino. He has never worked a federal case. His career before this was conservative talk radio. He receives the President's Daily Brief every morning — CIA product, NSA intercepts, the full intelligence take of the United States government — and he obtained his SCI clearance after I waived his polygraph. The FBI's own guidelines state that polygraphs are a "preliminary employment requirement." My lawyers reclassified him as a Schedule C political appointee. Experts said that's not how the statute works. The experts are career officials. Career officials are the previous administration's furniture. I am redecorating.
Nikole Rucker is my personal assistant. She arrived at the Bureau on January 20th without a security clearance of any kind. She was physically escorted into the Director's suite because the door requires a clearance she did not possess. By February she was in London, seated across from a Western allied intelligence service, notebook open, pen moving. She used to work for Stephen Miller. The White House says she does not share operational details with him. I am told this is technically accurate in the way that most technically accurate statements are technically accurate.
The polygraphs are still running. Just not for my people. We administer them now to career staff. The questions have changed. We ask whether they've criticized me. Whether they've spoken to a reporter. Whether they've expressed doubt about the direction of the Bureau. The machine measures stress. Under my leadership, stress has been reclassified as disloyalty. Disloyalty as a security risk. A security risk as grounds for termination. Fifty people have traveled this chain. Twelve are suing. The rest stopped asking.
I run the building.
In February a New York Times reporter named Elizabeth Williamson published details about the protective detail. I opened a preliminary inquiry. Federal stalking charges. We searched our databases for her information. The Department of Justice reviewed the file, found no legal basis, and terminated the inquiry. Called it retaliation. The Times' executive editor called it "a blatant violation of Elizabeth's First Amendment rights."
I do not retaliate. I respond to threats. A journalist publishing accurate reporting about my personal use of public resources is, by my definition, a threat to operational security. My definitions are the ones that govern inside this building. I wrote the organizational chart. There is a framed copy on my wall. It has one name at the top.
The Atlantic published a separate story. Excessive drinking. Frequent absences. Staff forcing entry into my home because I could not be reached. I filed a two-hundred-and-fifty-million-dollar defamation lawsuit. At my budget hearing, Senator Van Hollen cited the allegations under oath. I told him the only person slinging margaritas on the taxpayer dollar was him — in El Salvador, with a convicted gang-banging rapist. Fox News subsequently noted that public records do not support either characterization. But the line worked. That is the difference between evidence and performance. I have always understood which one this building rewards.
In 2023, before any of this, I said the following on national television: "Chris Wray doesn't need a government-funded G5 jet to go to vacation. Maybe we ground that plane."
I meant every word. We should have grounded his plane. So mine wouldn't invite the comparison.
I sell merchandise. "Fight with Kash." T-shirts, hats, a children's book. The profits go to a foundation I started. The brand benefits from my position as Director of the Federal Bureau of Investigation. This is not a conflict of interest. A conflict requires two competing interests. I have one interest. It has never been healthier.
I told the Senate that the FBI cannot meet its mission with a five-hundred-million-dollar cut. I requested twelve billion. Two billion more than last year. In the same period I spent a million on my girlfriend's security detail, fifty thousand on a concert suite, flew a sixty-million-dollar aircraft to cover a distance shorter than most commutes, waived background checks for three political appointees with no law enforcement experience, reassigned three hundred counterterrorism agents to check green cards, gutted the unit tracking Iran's assassination program, and opened a federal investigation into a newspaper reporter for the crime of publishing a newspaper.
I told Hannity: "We are going to protect not only me and my loved ones but every American that is threatened." I meant the first seven words. The rest was institutional boilerplate. The kind of thing you say when the camera is on and the sentence needs to land somewhere that sounds like it includes other people.
I run the building.
Now I want to tell you about the water.
The week before the concert I went to Pearl Harbor. The USS Arizona. A VIP snorkel. Nine hundred sailors and Marines are entombed in that hull. They have been there since 1941. The oil still leaks. It rises to the surface in small dark rainbows that break apart when you swim through them. The water was warm. Very clear. I could see the outline of the ship's superstructure below me, the geometry of a vessel that sank with its crew inside, and I remember the water temperature was perfect and the sun was on my back and my detail was on the shore and nobody in the water asked me to justify my presence above nine hundred dead.
Recreational swimming at the Arizona is prohibited. The National Park Service said they were not involved. The Navy could not identify who authorized the outing. The logistics were coordinated by military email. A former government diver spoke to reporters anonymously. He said the access was unusual. He said it raised safety and security concerns. He spoke anonymously, the article noted, "for fear of retribution."
A man who dives for the government is afraid to describe, on the record, how I swim.
That is the climate. That is the building I run. A nineteen-year veteran stopped asking. Fifty career officials stopped working here. Three hundred counterterrorism agents stopped tracking the people who want to kill Americans. Six prosecutors stopped prosecuting. A government diver stopped talking. A reporter found her name in a database. And the oil keeps leaking from the Arizona, eighty-four years after the hull settled, surfacing in thin iridescent films that nobody is assigned to monitor because I reassigned them.
I have never been an FBI agent. I have never conducted a federal investigation. I have never built a case or flipped a witness or spent a night in a surveillance van waiting for someone dangerous to make a mistake. But I have flown a sixty-million-dollar jet to a George Strait concert. I have watched the show from a suite that cost more than most Americans earn in a year. I have swum above nine hundred dead sailors in water so clear I could see their ship. And I have ensured, through the systematic removal of everyone who might object, that no one in the building will tell you any of this is wrong.
The oil surfaces. It always surfaces. It has for eighty-four years.
I run the building. The building doesn't ask questions anymore.
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While making coffee, I listened to the sound outside, watched the sky change color, and let myself slow down for a while. I felt grateful for having time to breathe, reset my mind, and enjoy a little privacy away from unnecessary noise. I am trying to make these little habits pa
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可爱捏😊
GPT- image 2 prompt 👇
Create a photorealistic 9:16 casual mirror selfie of an exceptionally beautiful adult East Asian woman in her mid-20s, standing inside the glass entrance of a modern building during daytime.
She has a refined oval face, fair natural skin, softly arched eyebrows, dark almond-shaped eyes, subtle eyeliner, a small straight nose and softly parted natural pink lips. Her expression is calm, slightly curious and effortlessly confident as she looks at her phone screen rather than directly into the mirror.
She has very long honey-blonde hair tied into a low side ponytail falling over one shoulder, with a deep side part and soft face-framing strands. She has a fit, naturally curvy hourglass figure with a full bust, narrow waist, rounded hips and long shapely legs.
She wears a fitted pale butter-yellow lightweight zip-up athletic jacket with long sleeves, a structured collar and the zipper lowered slightly at the neckline. Pair it with high-waisted light-gray fitted flared yoga pants. A large black quilted leather shoulder bag with a gold chain strap hangs from one shoulder. Add a simple gold bangle and natural pale manicure.
Recreate the pose: she stands facing the mirror with her weight shifted onto one leg. One hand holds a silver smartphone vertically beside her face, while the other hand rests casually inside the jacket pocket. Frame her from the top of her head to near her ankles.
Behind the glass is an outdoor parking area with several parked cars, gray pavement, tall vertical metal flagpoles and dense green trees covering a hillside. Add a large cute cream-colored pixel-art bear sticker with pink ears floating over part of the background, clearly appearing as a digital sticker rather than a real object.
Cool natural daylight from outside mixes with the dimmer interior light, leaving her face and body slightly shaded while the outdoor background remains brighter. Realistic phone-camera exposure, subtle glass reflections, mild cool color cast, slight wide-angle perspective and authentic social-media mirror-selfie quality.
No anime rendering, no plastic skin, no excessively exaggerated anatomy, no distorted phone, no malformed hands, no extra fingers, no duplicated body, no random text, logo or watermark.
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A Russian biophysicist spent 30 years proving that shining red light on a cell could double its energy, and almost nobody believed her until a tech billionaire named Bryan Johnson made her work the most searched biohack on the internet.
Her name was Tiina Karu.
She worked in a Moscow lab through the 1980s and 1990s, and the discovery she defended for decades sat in journals nobody read while the rest of medicine ignored her.
The whole thing started by accident.
In 1967, a Hungarian doctor named Endre Mester was trying to use a new device called a laser to burn tumors out of mice. His laser was broken. It did not have enough power to burn anything. He used it anyway. The mice grew their hair back faster than the control group. Their wounds healed faster too. He had no idea why.
Tiina Karu picked up his work and asked the question that mattered. Why does this happen.
She ran experiments for 20 years. Different wavelengths. Different doses. Measuring what happens inside the cell when red light hits it. The answer she landed on was almost too specific to be true.
The thing in your body that responds to red light is one enzyme. Cytochrome c oxidase. It sits inside your mitochondria.
Mitochondria are the part of your cell that makes energy. They take oxygen and food and turn it into a molecule called ATP, which is the fuel your cells run on. Your body makes 40 to 70 kilograms of ATP every single day just to keep you alive. If your mitochondria slow down, you age faster, heal slower, lose hair, lose muscle, and get inflamed easier.
Cytochrome c oxidase does most of the work. It contains copper and iron atoms. Those atoms happen to absorb light at very specific colors. Red light at 630 to 670 nanometers. Near-infrared light at 810 to 850 nanometers.
Other colors do almost nothing. Blue does not work. Green does not work. The biology is locked to those two windows because that is what the metal inside the enzyme can physically catch.
When a red photon hits that enzyme, three things happen.
The enzyme runs faster. ATP production jumps 30 to 40% within minutes.
Nitric oxide gets released. Blood vessels widen. More oxygen and nutrients flow in.
A small stress signal goes off inside the cell that tells it to repair itself. The same signal it gets after exercise.
Red light is not adding anything to the cell. It is just unlocking work the cell was already trying to do.
For 30 years almost nobody outside her field cared. Red light therapy lived inside dental clinics for mouth ulcers and physical therapy offices for tendonitis. Medical schools did not teach it. The science sat in obscure journals.
Then the evidence started piling up.
A 2024 review of 18 trials confirmed red light speeds up wound healing.
Another 2024 review found it lowered inflammation markers by 38% over 4 weeks.
Athletes using red light before training had 45% less muscle soreness the next day.
Seven separate trials on hair loss showed visible regrowth in every single one.
A 2024 study found 15 minutes of red light before a meal cut blood sugar spikes by 27.7%.
In March 2026, Nature published a 4,000 word feature on red light therapy. The most respected scientific journal on Earth officially admitted there was real biology under the hype. That was the moment the field crossed from fringe to mainstream.
Bryan Johnson is the reason the average person now knows any of this exists. He uses a red light cap on his scalp for 6 minutes daily and a full-body panel three times a week. He posted his hair regrowth photos and his skin scans, and the algorithm did the rest. Red light masks went from biohacker forums to Sephora shelves in two years.
Tiina Karu died in 2019. She did not live to see Nature validate her. She did not live to see a billionaire turn the enzyme she identified into a billion dollar industry.
Every red light mask, panel, cap, and bed on the planet right now is just a way to deliver the photons she proved mattered.
The wavelengths were always there. The enzyme was always there. The biology was always real.
It just took a Hungarian doctor with a broken laser, a Russian scientist nobody listened to, and one tech billionaire willing to stand in front of a glowing panel for the world to finally pay attention.
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Color Walk Weifang~
Green: wetlands & veggie expo
Blue: beach & Ferris wheel
Pink: cliff swings & blossoms
Yellow: rapeseed fields & valleys
Each color, a new side of Weifang. Which would you choose?
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