Tania Bugo retweetledi
Tania Bugo
2K posts
Tania Bugo retweetledi
🚨BIGGEST. BULLRUN. IS. COMING
$200K is a MAGNET
🚀 $BTC
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Tania Bugo retweetledi
People still don’t get Bitcoin
They compare it to stocks, to tech, to “risk assets”
They’re missing the point: This is a monetary shift, not a trade
You either see it early or you pay for it later
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Tania Bugo retweetledi
people call $XMR 'niche'
but it’s basically invisible compared to global money
not even 0.001%, not even 0.0001%
and yet it already works, private by default and actually being used
just a matter of time before privacy narrative gets real traction, way to undervalued still
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Tania Bugo retweetledi
I think @katexbt said it best - SOL defi as a whole generally just has a lot less exploits than ETH - and we're seeing that change here directly with @worldlibertyfi
While total $USD1 mcap has basically chopped between 4.4-5.2B over the last couple of months, the USD1 supply on SOL has exploded from 160M > 855M in just 2 months
Expecting to see more USD1 integration on SOL protocols sooner rather than later - personally also avoiding most EVM based defi protocols at this point (shoutout @kamino for being one of the few protocols offering both good yield + not feel absolutely sus to deposit into)
WLFI@worldlibertyfi
Two months ago, USD1 supply on @solana sat at $160M. It has since grown 5x to $855M, running $200-$300M in daily volume. Thank you to @raydium @bonkfun @SteakhouseFi @kamino @Zebec_HQ @Titan_Exchange @TrojanOnSolana @gmgnai and every team building alongside us.
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Tania Bugo retweetledi
One of my favorite things about @mytonwallet_io is that I can use it on literally every device
I use the browser extension for the official movements
While $MY mobile is dedicated to checking stuff on the go
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Tania Bugo retweetledi
just checked my @Twiter_score today 👀
sitting at 71 - good… until i saw smaller accounts hitting 100+
keeps me humble 😅
it’s not about follower count
it’s about who’s following you
VCs, project founders, top-tier KOLs
that’s what the algo actually measures
twitterscore basically shows who actually has signal on CT
100k followers? might mean nothing if no one important is watching
best way to vet if a project or kol is legit or just buying hype
anyone can check a score as a guest
quick sanity check for free
but registering (or going Pro) is where the real deal is
there’s a 7-day Pro trial if u wanna explore it deeper (just remember to cancel if it’s not for u)
alpha tab, smart follower lists, trending accounts, bulk checks, airdrop tracking etc.
helps u filter noise and spot things bit earlier
the alpha tab probably the coolest part, shows you what smart money is tracking rn.
filter by multicoin, paradigm, a16z etc and see which projects they’re following 👀
i’m collabing with @Twiter_score
so will share anything interesting i find in future
if you haven’t checked yours yet
go run it 🫡
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Tania Bugo retweetledi
Nowadays, we see AI has a scaling illusion with more data comes with better models... but as time passes, more data just means more noise, what actually moves performance is signal density!
Most pipelines don’t optimize for signal, but they optimize for speed, cost and volume so you end up training models on data that looks large, but actually learns very little sadly... the missing layer is curation here.
But @PerleLabs is built around that idea, instead of asking “how do we collect more data?” it asks “how do we ensure every datapoint actually matters?”
This is where humans input come in, not as cheap ways to do it, but as signal amplifiers!
→ selecting edge cases
→ refining ambiguity
→ validating outputs turning noise into usable intelligence
But curation without accountability can lead into madness slop, so Perle adds :
attribution → performance tracking → verifiable history
Every contribution has context, not just content.
Over time, this creates a new thinking... it's not datasets, but curated intelligence streams backed by proven contributors!
For AI teams, this changes everything, you don’t just scale input but you actually scale confidence in the input because the real bottleneck isn’t access to data, it’s knowing which data you can actually trust.
Perle isn’t trying to win the data race here by the way, it’s trying to redefine it from “who has more” to “who has better signal."
- participating in @PerleLabs community campaign
#PerleAI #ToPerle
rudolphhh \\ 🧙♂️,🧙♂️@rudolphhh2000
Lots of people think the AI race is about better models, but it’s actually not... it’s about who owns the feedback loop. Models don’t improve in isolation, but they improve from constant correction with what’s right, what’s wrong, what needs nuance and that layer is still mostly invisible sadly. Nowadays, that feedback loop is centralized and under attributed millions of human decisions, but no clear ownership of who shaped the model. But @PerleLabs is rebuilding that layer from scratch, not as hidden labor, but as structured intelligence with attribution! Every correction, label, and evaluation becomes : - tied to a contributor - measured for quality - recorded with history So the improvement of AI is no longer a black box and this changes the dynamic completely! Because now, we see that contributors aren’t replaceable, with expertise compounds over time and reputation becomes an asset, not just a one off task. And for companies, they’re no longer just buying dat but they’re accessing a network of proven judgment with traceable performance behind it. This is the real shift: AI training becomes less about datasets, and more about who you trust to refine them. Perle isn’t building another data pipeline, but it’s building the layer where : human judgment is organized → quality is verifiable → and improvement is continuous Because in the end, the best AI won’t come from the most data. It’ll come from the most reliable human feedback system behind it! - participating in @PerleLabs community campaign #PerleAI #ToPerle
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Tania Bugo retweetledi
What does a Web3-friendly account mean?
Sending or receiving crypto may get your bank accounts frozen sometimes, both with regular banks and NeoBanks
@AstraLabs_Inc will never do that to you, while also remaining fully compliant
$ASTRA is designed for Crypto Users 🌟
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Tania Bugo retweetledi
Tokenized securities are moving from concept to real infrastructure. What we’re seeing is not disruption, but convergence — leading exchanges and on-chain rails coming together.
Carlos Domingo@carlosdomingo
We have just announced a major partnership with @NYSE to support the development of tokenized securities markets, with Securitize named as the first digital transfer agent eligible to mint blockchain-native securities for corporate or ETF issuers on the upcoming NYSE-affiliated tokenized securities platform (the Digital Trading Platform). But there is more to it 👇
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Tania Bugo retweetledi
Tania Bugo retweetledi
Tania Bugo retweetledi
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Tania Bugo retweetledi
Winners locked in 🎰
$30 each heading your way. DM me to claim
Take that straight to wager on @qzino_official and stack it with these bonuses:
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The bonuses compound if you keep playing 💰
@CryptoBunnyUS
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@DeFiDecoder_
Appreciate everyone who joined 💪🏻 Still not too late if you missed it - grab $50 with code ORACLE at qzino-partners.com/tdsxhgav2
DeFi Oracle 🔮@DeFiOracle_
I've been running Qzino Originals lately 🎰 Limbo multipliers climbing past 50x. Crash sessions when they hit. RTP sits at 98+ across most games Wanted to share this with more people 🪂 Splitting $150 between 5 people who join @qzino_official this week. That's $30 each 💰 Sign up with my link. Use code ORACLE for $50 bonus after first deposit. If you stack both, just like that you can get 80 for the weekend Picking winners Friday March 15 after 15:00 UTC. Drop a comment below to make it easier to track👇🏻 qzino-partners.com/tdsxhgav2
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Tania Bugo retweetledi
If a trader wants to build a reputation, OKX Orbit turns trading from a private activity into a transparent network.
OKX@okx
Orbit - a new social network for traders built on transparency. 1. Follow traders with proven track records or build your own 2. Discuss ideas, execute trades 3. Earn rewards without leaving the chat Discover: okx.com/learn/orbit-tr…
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Tania Bugo retweetledi
Wake up ready to build. We keep pushing forward daily.
Good projects are not rushed. They build with strong ideas, steady progress, and a community.
I see that real momentum with @PerceptronNTWK. They get how this works.
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Tania Bugo retweetledi
Must read for anyone involved with the @Aptos ecosystem ↓
@DecibelTrade launched on $APT about two weeks ago and uses the chain's tech to achieve trading at the fastest speed in the market
It also boasts ridiculously low fees and high security
Decibel@DecibelTrade
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Tania Bugo retweetledi
Tania Bugo retweetledi
quick one on @limewire because I don’t see many people talking about this
most people remember LimeWire from the early 2000s file-sharing days
now it’s a decentralized storage network and AI file platform
the LimeWire Network alone just crossed 15M objects stored in under 2 months after going live
that’s real usage fr
for comparison:
Walrus: 16M objects stored (live 1+ year), $120M MC
LimeWire: 15M objects stored, $12M MC
basically similar network activity but almost 10x valuation gap
if storage protocols are valued by usage,
then $LMWR looks kinda underpriced here
enterprise-grade, S3-compatible infra, backed by real network usage
nfa but this one definitely worth watching
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