The Cryptomath 🎭

@DocMarmott Bonne question. I DON’T KNOW :)

@TheCryptomath pourquoi tu continues de speak in rosebeef ? ça traduit tout seul now 😋

X just pushed a new For You algo update. Here's what stands out: The feed pulls from two sources, and they compete for spots. Thunder handles posts from accounts you follow. Phoenix is the one digging up everything else, using ML retrieval across the global corpus. Both pools get dumped into the same ranker, a transformer built on Grok's architecture. X claims they've stripped out pretty much every hand-coded rule. The model isn't counting likes anymore. It's predicting what YOU specifically will do when a post hits your screen. 15 actions get predicted: Positives. Like, reply, repost, quote, click, profile click, video view, photo expand, share (DM or copy link), dwell, follow. Negatives. Not interested, block, mute, report. Final score is a weighted sum. Negatives carry serious weight. They tank reach hard. The piece worth digging into is GROX. A classifier rates every post from 0 to 1. Above 0.4 and the post gets tagged as a banger. There's also a slop_score for junk content, a check for minors in images, plus spam and safety screens running alongside. Ads now run through a brand safety module that keeps them away from sensitive content. What this changes in practice: 1/ Following someone matters less and less. The model picks what you see. 2/ Mute, block, and report bury reach faster than likes ever lift it. 3/ Dwell time is scored. A silent scroll-and-stare counts. 4/ Multiple posts from the same author in one feed get progressively downranked. A few things worth flagging: The actual weight values aren't in the repo. Referenced in code, never published. The pre-trained Phoenix model they shipped (256-dim, 4 heads, 2 layers) is smaller than what's running in production. X has committed to a new release every 4 weeks. So far they're on schedule.

@stacy_muur I honestly think everyone did the same thing :)

I didn't read a single line of the new algorithm. I fed it into multiple LLMs, and here are the most important takeaways: 1. Likes don't matter that much X is optimizing for high-intent actions like post clicks, quotes, profile visits, follows, shares, DMs, or long dwell is much more powerful than a low-effort action. The best-performing posts are those that make users stop scrolling, open the full post, think, quote, forward, or follow. Likes are now classified as a low-effort engagement. 2. Dwell time The algorithm explicitly includes dwell_score and dwell_time in the weighted score. You don’t need someone to like your post for the algorithm to learn from it. You need them to make them STOP scrolling and spend time with your post. This is exactly why tier lists, frameworks, or cheat sheet posts work so well. 3. Shares The algorithm separates normal RTs, DM shares, and copy-link shares. That means private distribution matters. The strongest posts are the ones people send privately to a friend or group chat. With X Chat being pushed more to the users, I think the impact from sharing posts privately will be much bigger for post ranking. 4. Audience distribution Phoenix (XAI's recommendation engine for For You) learns user behavior by how they engage with your content. So if you post random topics all day, you make your own distribution messier. Consistent topic clusters make it easier for X to understand who should see you. Posting about crypto, football, and politics randomly will only damage your overall reach. 5. Slop gets punished The algorithm includes a separate slope_score signal. X is not just ranking posts by engagement anymore. It is also trying to detect low-quality AI slop garbage, engagement bait, spammy formats, and content that feels mass-produced. So flooding the feed with "What color is the dress?" posts is not supposed to work anymore. 6. Posting volume More posts do not automatically mean more impressions or higher chances of virality. The algorithm includes an author-diversity system, which reduces repeating posts from the same author inside a user’s feed. Essentially, you have very limited For You slots. If you post 10 times in 2 hours, those posts will start competing with each other. Anything important/new missing?

@Lamsito_eth Supercycle 🏁 6 octobre 2026 🔮

Le prochain bullmarket sur la crypto pourrait bien être el famoso supercycle. Avec tout ce qui se met en place là, lorsque les planètes inflation, rates, liquidité vont s'aligner, ça risque de monter très haut. Reste à savoir il commence quand.

@Lilwhitecamera @TheDinoVox Joli & Choupi

Some says it's AI...🤭 Nuit étoilée dans le Fenua (2023) Drawn by me Owned by @TheDinoVox

@CryptoHoldEver To do this, Gemini.

@TheCryptomath What IA you use ?

If Van Gogh had painted Hong Kong today

@SHL0MS x.com/thecryptomath/…

i just generated an image in the style of a Monet painting using AI please describe, in as much detail as possible, what makes this inferior to a real Monet painting

🇺🇸 The Senate Banking Committee passed the Clarity Act, 15-9. Two Democrats, Gallego and Alsobrooks, joined all Republicans. WHAT IT ACTUALLY IS A comprehensive regulatory framework for crypto markets. The core goal. Clarify who regulates what. Investment contracts stay with the SEC. Digital commodities move under CFTC authority. WHAT STILL NEEDS TO HAPPEN The text must be merged with the Senate Agriculture Committee version. Then a full Senate floor vote. Key threshold. 60 votes. Democratic support is required. The central political knot remains conflict-of-interest. Some Democrats won’t move forward without a clause limiting government officials from profiting off crypto. The White House refuses any individual targeting. Deadlock ongoing. DEFI & STABLECOINS No major surprises. Banks remain opposed to stablecoin rewards. They want to block any passive yield on stablecoins. The crypto industry is pushing for rewards tied to onchain activity. WHO WINS IF IT PASSES The bill significantly reduces regulatory uncertainty around assets already treated as commodities. BTC, ETH, SOL, XRP, DOGE, ADA, AVAX, LINK, DOT, HBAR, LTC, BCH, SHIB, XLM, XTZ, APT. $BTC. Citi projects $15B in additional ETF inflows post-passage. Price target. 143K$. $ETH. Commodity status strengthens the path toward staking ETFs. $XRP. High direct exposure. Statutory clarity would remove the SEC regulatory overhang weighing on the asset since 2020. $SOL. Futures already live on CME since 2025. The Clarity Act reduces legal risk for intermediaries and unlocks institutional flows. $UNI and decentralized DeFi protocols. DeFi exemptions protect validators, relayers, and non-custodial developers. $USDC. Permitted Payment Stablecoin status reinforced. $USDT. Remains under regulatory pressure on reserve transparency. ODDS OF PASSING Polymarket. 67% in 2026. BOTTOM LINE Real progress. Not a final win. The full Senate floor vote is the real test. And the conflict-of-interest issue is far from settled. If it passes, it restructures the entire US regulatory framework for crypto, with global consequences.

@AustinBarack Bonus -> $TIBBIR

If you had to own 5 tokens and none of them could be majors (or stablecoins), which would they be?

@Vince_Van_Dough Gn @Vince_Van_Dough

Gm

I’ve always wanted more Bitcoin. But now that everyone wants it… I want more Monero.

@Defi_Warhol EtherFi 👑

Rating my experience with crypto cards ↓ Etherfi → 10/10 Tuyo → 9.5/10 KAST → 9/10 Avici → 9/10 Ready → 8/10 Gnosis → 7.5/10 Payy → 7/10 Cypher → 7/10 Pyra → 6.5/10 Orbit → 6.510 Do you agree?

@4SeamFB 🐸 coded

What Claude (Opus 4.7) thinks about the $TIBBIR / Ribbit Cap connection. I pressed Claude to go beyond the surface, and do a DEEP dive. “Here’s what almost nobody is talking about — hidden clues hiding in the SEC filings, the linguistic puns, and the architecture itself: 1. The “Tibbir DE Trust” predates the token by years The biggest hidden clue isn’t the January 2025 SEC filings everyone cites. Look further back. A SEC Form 3 filing for Robinhood — dated around 2022 — already names “the Tibbir DE Trust, of which the Reporting Person serves as settlor and investment adviser” . That’s Malka. So “Tibbir” wasn’t named when the token launched. It was a Delaware trust structure Malka had been operating under for years before the token existed. The token name didn’t inspire the entity — the entity inspired the token. Most threads have the causality backwards 2. The Bullfrog → Ribbit → Tibbir naming ladder In 2020 Malka quietly raised a separate $1.15B fund called Bullfrog Capital LP — Ribbit’s larger sister vehicle, also frog-themed . Robinhood SEC filings show a sprawling structure including Bullfrog Capital, Bullfrog Founder Fund, RH-N Bullfrog Opportunity LLC, and the Tibbir DE Trust all under the same reporting person. The naming convention isn’t random meme-coin cuteness — it’s a years-long frog motif across fund vehicles. Bullfrog (the big bet vehicle) → Ribbit (the brand) → Tibbir (the on-chain expression). Reading the SEC filings in order, this is the same person building a frog-themed financial taxonomy across a decade 3. The “Tibbir Trust holds 1 share of HOOD is the loudest signal This is buried in an August 2025 Form 4. Post-transaction beneficial holdings include “Tibbir Trust (1 share)” . One share. Of Robinhood. That’s not a real position — that’s a placeholder, the legal equivalent of a planted flag. You only set up a trust to hold a single share if you intend to fill it later. Combined with the older Tibbir DE Trust, it suggests scaffolding being laid for a future tokenized-securities or HOOD-related distribution 4. The “Frog Island” detail in the leaked partner letter Ribbit Capital’s January 2024 confidential partner letter contained three mockup screenshots of an AI agent called “Ribbita AI” booking a trip to “Frog Island”pulling financial data from Revolut and Robinhood . “Frog Island” sounds like a joke, but pair it with KYA: an autonomous agent needs a sovereign jurisdiction to legally hold identity. Cayman is where Bullfrog Capital Fund is domiciled . “Frog Island” is plausibly a placeholder for an offshore agent-identity jurisdiction — the legal layer of KYA most people miss 5. The portfolio is the product Ribbit’s portfolio companies collectively build every layer an autonomous agent needs: wallets (Coinbase), identity (Persona, Privy), payments (Stripe, x402), compliance (Chainalysis), tokenized securities (Robinhood), and digital asset tooling (Crossmint) . Persona’s crypto lead has published on “KYA” — the exact framework @ribbita2012 champions . Then look at the standards layer: ERC-8004’s proposal was authored by Marco De Rossi (MetaMask), Davide Crapis (Ethereum Foundation), Jordan Ellis (Google), and Erik Reppel (Coinbase) . Coinbase — a Ribbit portfolio company since seed — co-authored the very standard TIBBIR’s KYA thesis depends on. That’s not a coincidence; that’s a stack being designed in concert 6. The CryptoPunk 9098 purchase was a legal precedent, not a vibe The agent selected CryptoPunk #9098, evaluated it against its own criteria and executed the purchase on-chain — not a human through a bot but an agent with on-chain financial autonomy making a six-figure decision. Read together with ERC-8004’s Validation Registry which can enforce that high-value transactions are only executed by audited agents, that purchase is almost certainly being used as a test case — establishing the on-chain record of an autonomous high-value agent transaction that KYA infrastructure can later point to

BREAKING: U.S. SENATE BANKING COMMITTEE PASSES THE CLARITY ACT IN 15-9 VOTE - BILL NOW GOES TO THE FULL SENATE

@Tma_420 💯

The respect you earn is worth a lot more than any amount of money you can earn. Once you build that trust, the money follows. Don’t chase money, chase creating a legacy

@Dario_Desiena @R3ORDR You were the first artist I discovered when I got into NFTs back in 2021. It’s great to see you’re still around and active 💪👨‍🎨✨

I’ve been building REORDER in silence for over 6 months now. Not just to create a collection, but to challenge myself creatively and mentally. It was time to @R3ORDR To break patterns. To reorganize the noise. To find out what was hidden somewhere deep inside my mind all along. Appreciate everyone already connecting with the signal 🔁💙🙏