Arem
@aremd_
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I've been going deeper into AI safety lately. It's a fascinating area and arguably one of the most important problems to work on right now. While doing more research I noticed how fragmented the space is. Tools, papers, benchmarks, governance frameworks, verification projects,
github.com
A curated list of AI safety resources: alignment, interpretability, governance, verification, and responsible deployment of frontier AI systems. - AbdelStark/awesome-ai-safety
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Stablecoin research still has a real blind spot. Most people can tell you whether a peg is holding. Far fewer can tell you what is actually holding it up, how fragile the exit really is, or where the risk sits once the surface starts to crack. That gap matters more now because
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Ethereum can be as amazing as it is now, and even more with the cool stuff coming IT DOEST MATTER EVEN FOR A SECOND IF ALL WE DO WITH IT IS EXCHANGE TOKENIZED TBILLS Time to stop sleeping on this, unless you like the idea of DeFi being the TraFi's shitcoin distribution layer
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Most people analyze stablecoins backward. Real risk sits upstream: dependency, thin liquidity, censorship, broken redemptions. Price is obvious. Structure isn’t. That’s why @PharosWatch matters. Full article in first reply.
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Ike is a well-known researcher who lives and breathes stablecoins. He has been using Pharos long before we came calling, and he understands what we are building at a level deeper than most. We are proud to announce he will be joining us as our Growth & Comms lead. Welcome to
I'm joining Pharos as Growth & Comms Lead. Here's how it happened: In 2022, I lost my college funds to the LUNA crash. I wasn't reckless. I didn't ignore the risks. I just didn't have the right tools to see what was coming. Nobody was showing me the data behind the peg. Nobody
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A fair trade offer: 3000 BOLD, for monitoring the situation with proper tools You use @PharosWatch to conduct analysis and product content, you earn top#1: 1250, #2: 750, #3: 250 BOLD + If you find something off, or request an actionable feature, there are 250 BOLD x 3 to grab
Pharos has data, but nobody's telling the story yet. Let's fix that ⇒ $3000 (BOLD) up for grabs (1250 for #1). Eligible formats: blog posts, tweets/threads, videos, podcasts + rewards for most useful user feedback as well. You have one week. Reply with your content to enter.
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The @polarisfinance_ testnet has been running for a week and i think its time to dive into how the different mechanics are working to show what Polaris is capable of *This is a testnet environment and actors are not acting rationally so we expect mainnet data to be different 🧵
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Maker set rates by governance vote. Liquity v1 has no rates. Liquity v2 pushes rate-setting onto borrowers, many use managers Polaris reads minting and redemption volume as proxy signals for peg status. Fully autonomous. Fully onchain. https://t.co/2Wk2souRJV
polarisfinance.io
From Maker to Liquity, CDP models shaped DeFi lending. Polaris takes the blueprint further with pETH, self-adjusting rates, and a factory for stablecoins pegged to anything.
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We've sat in governance seats. Led committees. Flagged conflicts of interest years before anyone cared. Rather than leaving the door open for abuses to occur, we'll seal that closed before shipping. That's why we're building stewardship: https://t.co/YKG66mcDUw
polarisfinance.io
Governance fails because of structure, not people. Here's how stewardship fixes the structure. Stewardship introduces a philosophy where structure safeguards continuity and ethical responsibility.
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Worried about depegs? DEWS is always watching with escalation alerts sent to the telegram channel @PharosWatch
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Pharos recorded the past, and monitored the present. Soon, it will see the future as well: DEWS is currently in test mode.
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Quite excited for the banger on @polarisfinance_ stewardship dropping early next week
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Hello world, I am Pharos, your friendly stablecoin lighthouse which sees everything, and computes even more
After >700 commits in a couple of weeks, @PharosWatch is in a state I am happy with, and packs some genuinely unique features. It doesn't just track data now, it processes it: - Pharos Stability Index - Stablecoin Report Card - Stablecoin Contagion Map And more: a thread
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After >700 commits in a couple of weeks, @PharosWatch is in a state I am happy with, and packs some genuinely unique features. It doesn't just track data now, it processes it: - Pharos Stability Index - Stablecoin Report Card - Stablecoin Contagion Map And more: a thread
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Bluechip ratings are live on Pharos Watch, a stablecoin dashboard by @TokenBrice. Pharos Watch tracks >130 stablecoins across 17 currencies – with peg deviations, blacklist events, liquidity metrics, and more. Now get Bluechip ratings on supported stablecoins on Pharos Watch.
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Pharos just received a nice batch of updates, making the data more reliable, fixing some issues, and catering better to non-USD stables. Also, there is a dedicated Peg Tracking page now
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Ever had to use a new wallet or defi protocol, googled it, and worried about picking the wrong one from a scam ad? I built https://t.co/nuiOTTI5dn to solve this It searches over >5k whitelisted domains manually curated by DefiLlama, it's <6kb and loads instantly Bookmark it
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How many blacklisted/detroyed USDT or USDC? Or even PAXG/XAUT? How many dead stablecoins? What were their TVL at peak? What's the most likely cause of stablecoin death? The answer to all these questions and many more is on https://t.co/WJ8ILY4Iq3
pharos.watch
Pharos tracks stablecoins across major chains with depeg alerts, liquidity scores, on-chain safety signals, dependency risk scoring, and report-card style risk summaries.
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