
Welcome to the community of wealthiest individuals | Bulls Who Never Quit | Built To Last #iamultimatebull
To the moon
Joined November 2023
- Tweets5.3K
- Following1.2K
- Followers983
- Likes7.6K
๐จ The Market Breaks Most. But Not Us. ๐งต
Weโve been through it all: losses, FOMO, revenge trades. And weโre still here.
But hereโs the secret๐คซ
The ones who make it arenโt the smartest or luckiest.
Theyโre the ones who REFUSE TO QUIT.
Thatโs why we built The Ultimate Bulls โ a community for traders who:
โ
Get back up EVERY. SINGLE. TIME.
โ
Turn losses into lessons (not excuses)
โ
Know wealth isnโt built in a day โ but can be built together
Weโre NOT here to sell you a โget rich tomorrowโ dream.
Weโre here to:
1โฃShare "real stories" from traders whoโve blown accountsโฆ and came back stronger! Someday it will be yours. Build your greatest comeback story.
2โฃBreak down market cycles without the toxic alpha-bro vibes
3โฃHelp you earn while you learn ($TUBR tokens, NFTs, strategy deep-dives)
4โฃLaugh through the pain when the charts go sideways (because if you donโt laugh, youโll cry)
This isnโt a pump group.
Itโs a war room for people whoโve realized:
The ultimate edge isnโt a strategy โ itโs stubbornness.
You donโt have to be โwinningโ right now to belong here.
You just have to be done with quitting.
Join the Ultimate Bulls.
Letโs grind smarter, not harder.
#BuiltToLast #TUBR
(P.S. If youโve ever stared at a red portfolio and thought โscrew this, Iโm not done yetโ โ youโre already one of us.)
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
NVIDIA Open-Sources Auto Ontology, a Semantic Layer for AI Agents
Your boss asks the AI agent: "What was revenue last quarter?"
It answers in 3 seconds. Clean number. Nice chart.
But it used the wrong "revenue" column. ๐ก๐ผ๐ฏ๐ผ๐ฑ๐ ๐ป๐ผ๐๐ถ๐ฐ๐ฒ๐.
That's the problem NVIDIA's new open-source library, Auto Ontology, goes after. Its README puts it plainly:
"โฆ๐ข ๐ณ๐ฆ๐ท๐ฆ๐ฏ๐ถ๐ฆ ๐ฎ๐ฆ๐ต๐ณ๐ช๐ค ๐ข๐ฏ๐ด๐ธ๐ฆ๐ณ๐ฆ๐ฅ ๐ง๐ข๐ด๐ต๐ฆ๐ณ ๐ช๐ด ๐ธ๐ฐ๐ณ๐ต๐ฉ ๐ฏ๐ฐ๐ต๐ฉ๐ช๐ฏ๐จ ๐ช๐ง ๐ต๐ฉ๐ฆ ๐ฏ๐ถ๐ฎ๐ฃ๐ฆ๐ณ ๐ช๐ด ๐ธ๐ณ๐ฐ๐ฏ๐จ."
๐ช๐ต๐ฎ๐ ๐ถ๐ ๐ถ๐:
A "context layer" that sits between an AI agent and your database. It tells the agent where the data lives, what each field means, and whether to use it.
๐๐ผ๐ ๐ถ๐ ๐๐ผ๐ฟ๐ธ๐, ๐๐๐ฒ๐ฝ ๐ฏ๐ ๐๐๐ฒ๐ฝ:
โข ๐๐ถ๐๐ฐ๐ผ๐๐ฒ๐ฟ: it reads your database metadata and drafts an ontology, a map of business terms like "active customer"
โข ๐๐ฟ๐ผ๐๐ป๐ฑ: agents use those terms instead of guessing from raw table names
โข ๐ฉ๐ฎ๐น๐ถ๐ฑ๐ฎ๐๐ฒ: it checks generated SQL against certified definitions
โข ๐๐
๐ฝ๐ผ๐๐ฒ: agents reach it through MCP, a CLI or an API
โข ๐๐ฒ๐ฎ๐ฟ๐ป: certified corrections go back into the map
๐๐ผ๐ฟ ๐๐๐ฒ๐ฟ๐:
Ask a question, get ๐๐ต๐ฒ ๐ฎ๐ป๐๐๐ฒ๐ฟ, ๐๐ต๐ฒ ๐ฆ๐ค๐ ๐ถ๐ ๐ฟ๐ฎ๐ป, ๐ฎ๐ป๐ฑ ๐๐ต๐ฒ ๐ฟ๐ผ๐๐. You can check the work, not just trust it.
๐๐ผ๐ฟ ๐ฏ๐๐ถ๐น๐ฑ๐ฒ๐ฟ๐:
โข Apache 2.0, runs with Docker Compose or Helm
โข Works with Databricks, Postgres, Snowflake and DuckDB
โข Defaults to NVIDIA's Nemotron models, but ๐ฎ๐ป๐ ๐ข๐ฝ๐ฒ๐ป๐๐-๐ฐ๐ผ๐บ๐ฝ๐ฎ๐๐ถ๐ฏ๐น๐ฒ ๐ฒ๐ป๐ฑ๐ฝ๐ผ๐ถ๐ป๐ ๐๐ผ๐ฟ๐ธ๐
โข The MCP server has ๐ต ๐ฟ๐ฒ๐ฎ๐ฑ-๐ผ๐ป๐น๐ ๐๐ผ๐ผ๐น๐. There is deliberately no tool to browse raw tables, so agents must go through the business terms
๐๐ ๐ฏ๐๐ถ๐น๐ฑ๐ ๐ผ๐ป ๐ฒ๐ฎ๐ฟ๐น๐ถ๐ฒ๐ฟ ๐๐ผ๐ฟ๐ธ:
โข Cube and dbt MetricFlow: semantic layers you write by hand in code
โข Wren AI: an open semantic layer for AI agents, with a context layer built partly by agents
โข Snowflake's Semantic View Autopilot: also drafts semantic models with AI, but only for Snowflake
What's different here: ๐ผ๐ฝ๐ฒ๐ป ๐๐ผ๐๐ฟ๐ฐ๐ฒ, ๐๐ผ๐ฟ๐ธ๐ ๐ฎ๐ฐ๐ฟ๐ผ๐๐ ๐ณ๐ผ๐๐ฟ ๐ฑ๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ๐, ๐ฎ๐ป๐ฑ ๐ฏ๐๐ถ๐น๐ ๐ณ๐ผ๐ฟ ๐ฎ๐ด๐ฒ๐ป๐๐ ๐๐ต๐ฟ๐ผ๐๐ด๐ต ๐ ๐๐ฃ.
๐ง๐ต๐ฒ ๐ต๐ผ๐ป๐ฒ๐๐ ๐ฝ๐ฎ๐ฟ๐:
โข ๐ง๐ต๐ฒ "๐ต๐ฌ% ๐ณ๐ฎ๐๐๐ฒ๐ฟ" ๐ฐ๐น๐ฎ๐ถ๐บ ๐ถ๐ ๐ก๐ฉ๐๐๐๐'๐ ๐ผ๐๐ป ๐๐ฒ๐๐๐ถ๐ป๐ด, with no baseline published
โข ๐ก๐ผ ๐ฎ๐ฐ๐ฐ๐๐ฟ๐ฎ๐ฐ๐ ๐๐ฐ๐ผ๐ฟ๐ฒ๐ ๐ฎ๐ฟ๐ฒ ๐ฝ๐๐ฏ๐น๐ถ๐๐ต๐ฒ๐ฑ. NVIDIA ships an eval harness (BIRD, 1,534 questions) but no results
โข That harness was tested with ๐๐น๐ฎ๐๐ฑ๐ฒ ๐ข๐ฝ๐๐ ๐ฐ.๐ด, ๐ป๐ผ๐ ๐ก๐ฒ๐บ๐ผ๐๐ฟ๐ผ๐ป
โข ๐ช๐ถ๐๐ต๐ผ๐๐ ๐๐ฎ๐๐ต๐ถ๐๐ผ๐ฟ๐ฝ ๐ฉ๐ฎ๐๐น๐, ๐ฑ๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ ๐ฝ๐ฎ๐๐๐๐ผ๐ฟ๐ฑ๐ ๐ฎ๐ฟ๐ฒ ๐๐๐ผ๐ฟ๐ฒ๐ฑ ๐๐ป๐ฒ๐ป๐ฐ๐ฟ๐๐ฝ๐๐ฒ๐ฑ in Postgres (per the README)
โข It's young: ๐ฎ๐ฏ๐ผ๐๐ ๐ณ๐ฑ๐ฌ ๐๐ถ๐๐๐๐ฏ ๐๐๐ฎ๐ฟ๐, and NVIDIA isn't accepting outside contributions
๐ง๐ต๐ฒ ๐ฏ๐ถ๐ด๐ด๐ฒ๐ฟ ๐ฝ๐ผ๐ถ๐ป๐: the hard part of AI analytics isn't writing SQL. ๐๐'๐ ๐ฎ๐ด๐ฟ๐ฒ๐ฒ๐ถ๐ป๐ด ๐ผ๐ป ๐๐ต๐ฎ๐ ๐๐ต๐ฒ ๐๐ผ๐ฟ๐ฑ๐ ๐บ๐ฒ๐ฎ๐ป.
GitHub: github.com/NVIDIA/auto-ontolโฆ
Links in reply ๐
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
We got your back, New York!
Readers added context they thought people might want to know
Several figures here arenโt federal results or NY-specific. The $472B combines US wide pledges: Micron's $250B is nationwide (NY site $100B) Anthropic's $50B covers TX and NY. The 48% murder drop is from NY's state run GIVE program (28 departments, Jan โ May 2026).
arkolith.com/news/news-micrโฆ
therepublic.com/?p=843020
governor.ny.gov/news/safer-strโฆ
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Under pressure from Israeli prime minister Benjamin Netanyahu, the Trump administration may be within days of launching a nuclear strike on Iran. The target would be Pickax Mountain in central Iran, where Israeli intelligence claims the Iranian government has restarted its nuclear enrichment program. No conventional weapon in the American arsenal can penetrate 300 feet of solid granite to destroy the tunnels where enrichment is supposedly taking place. The only military option is a nuclear strike. Netanyahu has been pushing hard for one. โBibi calls Trump about it every day,โ says an informed observer.
Netanyahu is cornered and desperate. After last weekโs election results, he canโt form a government unless Trump intervenes directly in Israeli politics and brokers a deal with other parties that gives Netanyahu 61 seats in the Knesset. Otherwise, he is out as prime minister and on his way to ignominy, investigations and possibly jail. Netanyahu must stay close to Trump. He needs this war.
To that end, heโs applied maximum pressure to his closest allies in the administration, including Secretary of Defense Pete Hegseth and CENTCOM commander Brad Cooper. Both oppose a negotiated settlement to the war theyโve so grievously mismanaged; both are pushing to restart major combat operations. Secretary of State Marco Rubio and CIA director John Ratcliffe are also following Netanyahuโs lead, as are leaders of the Democratic Party. In a recent meeting on the subject, former president Barack Obama said he opposes the current Iran peace deal being drafted in Doha.
The rest of Americaโs longtime allies in the Middle East are terrified by the prospect of more war. On September 27th, Netanyahu flew secretly to Abu Dhabi to enlist the UAE in his lobbying effort for a final attack on Iran. The Emiratis refused. After eight months of conflict, Gulf economies are teetering. So are global energy and fertilizer markets. They wonโt recover soon. Globally, there are a total of about 850 supertankers used to transport oil from producers to the rest of the world. In October alone, 11 of them were badly damaged in Hormuz. At this pace, a global depression is imminent. A nuclear strike would radically accelerate the destruction. Fallout from a ground explosion at Pickax Mountain would contaminate the Persian Gulf, poisoning the water supply for 100 million people.
And those are just some of the immediate consequences for the region. The rest of the world is every bit as exposed. No country other than the United States has ever used a nuclear weapon in war. Some would like to. An American nuclear attack on Iran would set a new precedent. The Russians have already told at least two other governments that an American nuclear strike on Iran would free them to use nuclear weapons against Ukraine. Pakistan and India would be tempted to do the same against each other, as would North Korea against Seoul. After the first nuclear strike, World War Three is inevitable. That war would be short and final.
Weโve been sleepwalking toward this moment for months. Since February, the administration has quietly rewritten Americaโs nuclear doctrine to make first use of so-called โbattlefield nukesโ easier and therefore more likely. No one in Washington in either party seems bothered by this. Now weโre on the brink of it.
Close observers say Trump is likely to decide by next weekend whether or not to use nuclear weapons. That would be November 7, six days from now. To his credit, heโs hesitating. At the moment, Trump is listening to his vice president, JD Vance, and to his envoy and friend Steve Witkoff, both of whom argue a deal with Iran can be made.
Theyโre right, though it wonโt be simple. The Iranians are famously frustrating to negotiate with under any circumstances, and elements of that government have become more radical since Ayatollah Ali Khamenei and his family were killed in February. After decades of isolation, even relatively moderate Iranian leaders seem confused by how decisions are made in the West. (There is a widespread belief in Tehran, for example, that the United States government controls Israel.) But overall, people who have spoken to decision-makers in Iran say there is consensus there that more war is bad for everyone and a deal is worth making.
One group that hasnโt been consulted so far is the global population โ the hundreds of millions of people who will be killed along with their children if Trump is pushed by Netanyahu into launching a nuclear strike next week. Now would be the time for them to speak up.
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Pendle is now the 2nd largest venue in DeFi for tokenized stocks, with ~17% market share ๐ฆ
๐น7th โ 2nd largest venue in one month
๐น1st in tokenized stocks TVL growth last month
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
12 hours after withdrawals resumed: 2.1% net outflow, with most occurring in the first couple of hours. Over $1 billion in flow, too.
98% choose to stay!
Trust isnโt earned by what you say in good times. Itโs earned by what you do in hard times.
Thank you for your trust! ๐๐๐๐
Binance began restoring withdrawals in phases at 06:00 UTC on November 1, 2026. By 12:36 UTC, withdrawals had resumed for all 15 networks and assets in the initial phase. After an initial spike, withdrawal volumes have declined and are stabilising as expected, while deposit volumes have remained substantial.
Between 06:00 and 15:30 UTC on November 1, we processed $4.649 billion in withdrawals and $1.01 billion in deposits, resulting in a net outflow of approximately $3.64 billion. This represents 2.1% of our $171 billion in total assets under management (AUM), based on the latest available Proof of Reserves (PoR) data as of October 28, 2026. A new PoR snapshot was taken at 00:00 UTC on October 31, and zero-knowledge proof (ZKP) computation began. The updated report is expected to be available on our PoR website tomorrow.
Our team continues testing rigorously the remaining networks and assets. We know how important safe and reliable access to your funds is and will share details of the next phase as soon as we can. Rest assured that market conditions are stable.
Thank you for your patience and continued support.
Highly recommended read.
It's an absolute masterclass in building a modern harness and enabling more autonomous agent systems.
This is the best write-up I have read on how I have been working with my agent teams powered by my custom harness.
In simple terms, you want a design that lets the agent operate continually and stay productive across tasks.
This requires a coordination-execution architecture. This is possible now, as LLM agents have gotten better at coordination and maintaining persistent context.
Once you get the core architecture right, you can explore proactive components (event triggering, acting ahead, etc.) and interesting ways to communicate with agents seamlessly (e.g., an asynchronous ReAct Loop).
On top of that, the design scales through state management and sandboxes. Target a design that separates state, compute, and environment. And build something that can persist and is always available across devices.
Btw, you can do this with other existing harnesses too. It doesn't have to be DeepSeek Harness.
As agent capabilities improve, you should find new ways to interact with them and avoid getting in the agents' way.
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Full HUGE* If True episode on Neuralink and the future of brain computer interfaces
I toured @neuralink and got a close up view of their new R1 surgical robot, to see the future they and @elonmusk are building and how it is already changing lives...
00:00 What if you put a chip in your brain?
01:02 What does a human brain feel like?
02:17 How does your brain work?
03:58 Can a brain computer interface read your thoughts?
05:19 How do you get a chip into your brain?
08:07 Whatโs inside Neuralinkโs implant?
10:06 How do you build a brain implant?
11:07 How does robot do brain surgery?
12:20 What could you do with a brain chip?
15:05 How are brain computer interfaces already being used today?
16:07 How are brain chips huge if true?
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Replying to @doomerfied
๐ฎ๐ฑ๐ฐ๐ต ZachXBT has publicly acknowledged investigative cooperation with Cyvers, an Israeli blockchain security company, on multiple cases.
CoinDCX: he credited Cyvers with flagging suspicious withdrawals, then said he independently identified the affected wallet.
SBI Crypto: he credited Cyvers with helping investigate approximately $21 million in suspicious outflows. His post noted similarities to North Korean attacks.
HashFlare: he credited Cyvers with first alerting him to movements of funds linked to the fraud case.
What do we know about Cyvers?
Itโs an Israeli blockchain security company.
Its co-founder and CEO, Deddy Lavid, says he worked on Israelโs Iron Dome system in 2015.
He also says co-founder Meir Dolev served as a sergeant reporting to him when Lavid was an infantry company commander in the military reserves.
Elron Ventures disclosed approximately 26% ownership of Cyvers as of June 2026, excluding additional convertible investments.
Elron also has the right to appoint a Cyvers board member.
And Elron has a longstanding partnership with Rafael Advanced Defense Systems through Rafael Development Corporation, RDC.
Elron owns 50.1% of RDC.
Rafael owns 49.9%.
RDC has rights to commercialise Rafaelโs military technologies for civilian markets.
The distinction matters: Elron holds its Cyvers stake directly. These disclosures do not establish Rafael ownership of Cyvers.
Lavid has also described working with EY and holding discussions with Israeli banks, including CBDC-related discussions.
So the documented connections include military service, Iron Dome experience, financial-sector CBDC relationships and an investor with a Rafael joint venture.
Itโs important to understand the incentives behind the information thatโs being fed through.
Because they almost always say itโs North Korea.
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
We know how important trust is, especially in moments like this.
We've now replenished 90% of the stolen assets, and we're committed to covering the remaining 10%. Our users will not bear the financial impact of this incident.
We've also shared an updated Proof of Reserves snapshot, and we're working towards resuming withdrawals on November 1.
Thank you for your patience and trust. We'll keep you updated every step of the way.
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Why did you think we invented blockchain?
We invented blockchain because we knew machine learning would attack fragile systems.
We invented blockchain to make uncensorable incorruptible unstoppable databases.
I think people didnt get this memo and thought we were messing around.
Well welcome to Moores Law.
Technology has reached the exact place we predicted.
All fragile centralized off chain systems and data will be corrupted.
Only decentralized distributed data will survive.
This is why we crypto. Welcome.
BREAKING: Arbitrum Security Council has executed a transaction to freeze ~$30.5M from the Binance Exploit.
Thanks to all other signers involved.
Exploiter address
0x3E2bf1ac6bf0934BBba6456C341c2EcbCED632d5
Trsanction hash: 0xb69c81774f507d46ce776aeaed8b4d31df96dd66ce6fd05073481011835355d6
Track the $5B Binance hack through this custom Arkham entity by @emmettgallic
arkm.com/explorer/entity/21aโฆ
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
The Binance hacker has finished dumping $UNI, $ENA, $PEPE, $LINK, $AAVE, $ONDO, and $WLD, swapping them for a total of 70,480 $ETH ($158.25M).
Sold 7.02M $UNI($39.63M) at $5.65.
Sold 217.5M $ENA($33.93M) at $0.16.
Sold 7.77T $PEPE($31.66M) at $0.0000041.
Sold 2.57M $LINK($26.05M) at $10.14.
Sold 127,953 $AAVE($14.27M) at $111.55.
Sold 21.85M $ONDO($6.62M) at $0.30.
Sold 17.32M $WLD($6.09M) at $0.35.
arkm.com/explorer/entity/ee2โฆ
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
You can track exchange reserves live on our CEX Transparency dashboard. Stay safe.
defillama.com/cexs
The Ultimate Bull Run| TUBR ๐ฐ๐งฒ retweeted
Attention!
The Binance hacker is now dumping $PEPE, $UNI, $LINK, and other tokens on-chain for $ETH.
Please note:
The hacker still holds large amounts of the following altcoins, which could face heavy selling pressure:
217.497M $ENA ($39.51M)
7.579T $PEPE ($34.41M)
2.575M $LINK ($28.07M)
128.034K $AAVE ($15.9M)
74.56M $ARB ($11.54M)
1.938M $UNI ($12.62M)
21.852M $ONDO ($8.52M)
17.318M $WLD ($6.73M)
714.911M $FUN ($6.29M)
87.853M $ZAMA ($6.02M)
3.602M $ZRO ($5.69M)
3.382B $RSR ($5.02M)
Binance has been hacked for over $5.8B!
Of that, 1.58B $USDT and 823M $USDC (a total of $2.41B) have been frozen.
arkm.com/explorer/entity/ee2โฆ



































