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Remember truth is on the march, and nothing will stop it. — Émile Zola. It comes from the ion (I9+O15+N14=38), like 3/8 🕓🇨🇭, from soul to heart. Marche in Italy 🇮🇹 is linked to SE ↘️ ≈ Ionian Sea ≈ ~85 % Na⁺ & Cl⁻ ≈ 🇪🇬. Other acronym: Intelligence, Observation, Naturalism.
🤖 Made with AI
@NVIDIA AI learning roadmap.
1. Generative AI Explained
lnkd.in/giU_S3gc
2. Accelerate Data Science Workflows
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3. Getting Started with AI
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4. Building a Brain in 10 Minutes
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5. Building Video AI
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6. Building RAG Agents with LLMs
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7. Mastering Recommender Systems
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8. Large-Scale Image Classification
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9. Augment Your LLM Using RAG
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Fabio Emile Zola retweeted
🚨 Your AI app is 9 layers deep.
And the LLM is only ONE of them.
Most people building with AI focus on the model.
But production AI is an entire stack 👇
1️⃣ LLMs — The brain
GPT-6, Claude Opus 5.5, Gemini, DeepSeek V4, Qwen3.8, Kimi K3
2️⃣ Inference & access — Where it runs
OpenRouter, Together, Fireworks, Ollama
3️⃣ Agent frameworks — The execution loop
LangGraph, Vercel AI SDK, Claude Agent SDK, OpenAI Agents SDK
4️⃣ Tools & protocols — How agents interact
MCP → tools
A2A → agent-to-agent communication
Agent Skills → reusable capabilities
5️⃣ Memory — What agents remember
Mem0, Zep, Letta
6️⃣ Vector databases — Where knowledge lives
Postgres + pgvector, turbopuffer
7️⃣ Embeddings & rerankers — Find the right context
Turn text, images and documents into vectors → retrieve → rerank
8️⃣ Data extraction — Make messy data usable
Firecrawl, Docling, LlamaParse
9️⃣ Evals & observability — Know if it actually works
Trace every call. Measure every output. Catch failures before users do.
And here's the important part:
The best AI products aren't winning because they picked the “best” LLM.
They're winning because they built the right stack around it.
⚠️ What I'd remove from the old AI stack:
→ Llama → Meta's new models are called Muse
→ Phi-4
→ Amazon Nova
→ Groq
→ Cassandra
→ Haystack
→ Nomic Embed
The AI stack is changing FAST.
Save this before you build your next AI product.
Which layer would you change or replace? 👇
Follow Harish Kumar for more AI & technology.
#AI #GenerativeAI #AIAgents #LLM #MachineLearning
Fabio Emile Zola retweeted
The mind needs boundaries to construct meaning, but creativity needs openness to transcend them. A sentence can be grammatically complete while its meaning remains open to interpretation. Likewise, an artistic experience can end without exhausting its meaning.
Fabio Emile Zola retweeted
I am enough of an artist to draw freely upon my imagination. Imagination is more important than knowledge. Knowledge is limited. Imagination encircles the world.
-- A. Einstein
Fabio Emile Zola retweeted
🚨 GLOBALISM JUST DIED IN DAVOS
Howard Lutnick just walked into the lion’s den — and told the World Economic Forum exactly what they didn’t want to hear.
“Globalism has failed.”
Not whispered.
Not softened.
Declared — on their own stage.
He dismantled the entire WEF doctrine in minutes:
• Offshoring hollowed out the West
• Cheap labor destroyed innovation
• Net Zero made Europe dependent on China
• Sovereignty begins with borders
• Nations must control their industry, energy, and medicine
Then came the line that shook the room:
“Why would Europe agree to Net Zero when they don’t even make a battery?”
That’s the truth globalists can’t answer.
Green agendas without industry.
Climate pledges without sovereignty.
Moral posturing while outsourcing power to Beijing.
America First isn’t isolation.
It’s independence.
And Lutnick made it crystal clear:
The old model is finished.
The globalist experiment has failed.
And the future belongs to nations that put their people first.
Davos just heard the obituary — live.
To age well, you must keep within you the curiosity of childhood, the aspirations of adolescence, the responsibilities of adulthood, and as you grow older, try to draw on the experience of your earlier years. Life is a gift & a burden; life is wonderful and terrible.
Edgar Morin
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Fabio Emile Zola retweeted
Physicists made a photon's quantum evolution literally run in reverse.
A qubit is the basic unit of a quantum computer: unlike a normal bit, it can be a blend of 0 and 1 at once.
Previously, Yakov Bloch of Tel Aviv University proposed an odd version, a 'time qubit', whose two options are not 0 and 1 but two opposite directions in which a quantum system can evolve, forward and in reverse, held in superposition.
Now, Tai Hyun Yoon of Korea University argues one already exists.
In 2018 he and colleagues fired a single laser into two crystals that each spit out entangled pairs of photons, a setup built for a different purpose. Because both crystals shared the same laser, nobody could tell which crystal a photon came from, so the two possibilities interfered.
shows that shifting the laser's phase by half a cycle flips the interaction, so the photon's evolution effectively runs the other way.
Nothing travels into the past here. 'Backward' means the equation that drives this one interaction (its Hamiltonian) is flipped in sign, so the system retraces its steps, like rewinding a single scene rather than the universe. Yoon also works out how cleanly the photon can run 'forward' versus 'backward', and argues the trick could lead to new kinds of quantum error correction and tabletop tests of relativity-style physics. The work is a preprint reinterpreting earlier experiments, not yet peer reviewed, and a dedicated test is still needed.
source: Yoon, T. H. (2026). Single-photon time qubit: Quantum-vacuum control and complementarity of the arrow of time. arXiv preprint arXiv:2610.27639.
Fabio Emile Zola retweeted
Just a small reminder that the best book ever written about money, inflation and the evil shenanigans of central banks is now available in English.
Fabio Emile Zola retweeted
I used Claude Fable 5.1 to build a self-learning trading algorithm and made +$4,521.38 in 11 days
1,643 token launches processed. 35,452 holders analyzed. 75 wallet clusters detected. Only 7 tokens passed every check, each scoring 80+/100
I MADE THIS ALGORITHM PUBLICLY AVAILABLE
GitHub: github.com/QuantumOrb/QuantO…
The main goal is to identify tokens with significant growth potential while uncovering the risks hidden behind their charts
For example:
Oct 21: CHOO launched on pumpfun
Oct 30: Market cap reached $850K → QuantumOrb scored it 80/100
4 days later, its market cap reached $5.97M (7.02x after the alert)
Top 20 holders → 20 operators → 0 clusters
Estimated selling impact → −15.3%
Here’s how the algorithm works:
Six components operate together as one system:
> RADAR detects new launches and monitors bonding curve progress, market caps and early trading activity
> SHIELD analyzes developer history before a token enters the alert feed
The algorithm calculates the creator’s graduation rate:
GraduationRate = G / L × 100%
SerialDev = (L ≥ 10) AND (G / L < 0.10)
Where:
L = total launches
G = graduated tokens
If a developer launched 50 tokens and only 2 graduated, the system flags the creator as suspicious
> SCANNER examines the top 20 holders and first 20 buyers, analyzing wallet histories, token transfers and early sniper positions
The share of fresh wallets among analyzed wallets is calculated as:
FreshRate = FreshWallets / ReadNonDevWallets
FreshScore = 25 × clamp((0.80 − FreshRate) / 0.70, 0, 1)
The higher the share of fresh wallets, the fewer points the token receives
> CARTOGRAPHER detects wallet connections through shared token sources, transfers and same-transaction purchases
Suspicious groups of fresh wallets receive a separate weighted exposure:
PackWeight = 0.60 × Σ(WalletShareᵢ)
> GUARD examines developer history, first-slot accumulation and remaining developer holdings
FirstSlotShare = TokensBoughtInLaunchSlot / TotalSupply
FirstSlotShare ≥ 30% → FLAGGED
DevHoldings ≥ 15% → FLAGGED
> ORB combines the results of all checks into a final score from 0 to 100
The algorithm doesn’t need to approve every new launch
Its purpose is to separate potentially promising tokens from those carrying serious hidden concentration risks
Fabio Emile Zola retweeted
The fundamental law of economics: when you incentivize something, you get more of it. When you penalize something, you get less of it.
Free market Capitalism incentivizes value creation, work ethic, and problem-solving.
Communism penalizes individual success and rewards political groveling. Is it any surprise which system creates wealth and which creates misery?
Fabio Emile Zola retweeted
I've been reading the Epstein files.
What’s inside them is horror and evil beyond language.
Pedophilia.
Rape.
Cannibalism.
CSA.
Kidnapping.
Trafficking.
Children spoken about as food.
Code words like pizza.
Photographs of molds taken from real children’s body parts used as decorations.
The elite.
The parties.
The auctions.
Major corporations involved.
Businesses woven into everyday American life, including the company nearly every school uses for student photos.
This was protected.
Investigations obstructed.
Evidence buried or destroyed.
Sweetheart deals granted.
Victims silenced with threats, NDAs, settlements, and intimidation.
This was financed and laundered through shell companies and complex money trails.
It was international.
Multiple countries.
Multiple jurisdictions.
Not one island. Not one network.
Recruitment pipelines where children were groomed, coerced, and forced to recruit other children.
Abuse discussed casually.
Suffering treated like logistics.
Blackmail.
Documentation used as leverage.
Powerful people insulated by proximity to politics, royalty, and intelligence-adjacent circles.
Out of thousands of children referenced, named, or implied, only around thirty are accounted for.
The rest are missing.
Erased.
Unanswered.
People joking about what they’ve done.
Joking about what they plan to do next.
This is not conspiracy.
This is documentation.
I do not know how one could witness what happened on Epstein Island and not turn away. This is the kind of evil that makes hell seem embarrassed. No deity, no devil, no myth feels sufficient to hold it.
What is in these files is so grotesque, so deliberate, so organized, that every single party involved must be held accountable. Not some. Not a few. All of them.
Your politics do not matter here. Democrats and Republicans are named. Celebrities and CEOs are named. Corporations are named. Defending any of them over the safety of children is complicity. We must stand together, united beyond party, fame, or wealth, to end this evil and protect every child.
WE ARE NOT ANGRY ENOUGH!!!!
This is also your reminder, if you read them, to take breaks. Step away when your body tells you to. Drink water. Ground yourself. You are allowed to protect your nervous system while demanding justice. Reset is not complacency. It is survival.
WE ARE NOT ANGRY ENOUGH!!!
Fabio Emile Zola retweeted
"Never give up on something you can't go a single day without thinking about."
~ Winston Churchill
Fabio Emile Zola retweeted
🚨 DEMOCRATS HAVE BEEN HIJACKED! 🚨
Senator John Fetterman just dropped a nuclear truth bomb on his own party:
“The Democratic Party is DEAD. It’s been completely hijacked by pro-Hamas, anti-Israel radicals who cheer for October 7th, push antisemitism, want to ABOLISH ICE, DEFUND the police, and throw open the borders!”
This isn’t the party of old. It’s now run by socialists and extremists winning primaries while real Americans watch in horror.
Fetterman — one of the LAST pro-Israel Democrats left — is sounding the alarm.
Trump already crippled Iran’s nuclear nightmare and terror machine. Now we MUST keep winning to save this country from the radical takeover.
The hijacking is REAL. The betrayal is complete.
Are you awake yet, America? 🇺🇸
#DemocratsHijacked #FettermanSpeaksTruth #Trump2028
Fabio Emile Zola retweeted
“The state is a criminal organization that lives off a coercive source of income called taxes.”
— Javier Milei
Fabio Emile Zola retweeted
"People do not remain loyal to you; they remain loyal to their need for you. The moment you are no longer useful, they forget that you were once important."
~ Niccolo Machiavelli
Fabio Emile Zola retweeted
Naval Ravikant: surround yourself with people that consistently show high agency
