Sujal
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⚡️ DeFi TVL crosses $100B again
Total value locked in DeFi has surged past $100B for the first time since early February
Total value locked in DeFi has surged past $100B for the first time since early February
AI can write code.
But can it maintain it over time?
That’s the question a new paper from Alibaba researchers sets out to answer.
They built SWE‑CI, a benchmark that tests AI agents on real‑world code evolution, not just one‑off fixes.
Here’s what makes it different:
- 100 real Python codebases from 68 GitHub repos
- Each spans ~233 days of development
- ~71 commits per project on average
Instead of fixing a bug once, agents enter a continuous integration loop.
They must update code iteratively, adapt to new requirements, and keep everything working without breaking what’s already there.
This shifts the focus:
From passing tests once → to sustaining code quality over time
From static correctness → to long‑term maintainability
They even introduced a new metric: EvoScore.
It rewards stability in later iterations and penalizes regressions as the code evolves.
They tested 18 AI coding agents.
The results tell a different story from the benchmarks.
Most models can write code just fine. Almost all of them struggle to maintain it over time.
But can it maintain it over time?
That’s the question a new paper from Alibaba researchers sets out to answer.
They built SWE‑CI, a benchmark that tests AI agents on real‑world code evolution, not just one‑off fixes.
Here’s what makes it different:
- 100 real Python codebases from 68 GitHub repos
- Each spans ~233 days of development
- ~71 commits per project on average
Instead of fixing a bug once, agents enter a continuous integration loop.
They must update code iteratively, adapt to new requirements, and keep everything working without breaking what’s already there.
This shifts the focus:
From passing tests once → to sustaining code quality over time
From static correctness → to long‑term maintainability
They even introduced a new metric: EvoScore.
It rewards stability in later iterations and penalizes regressions as the code evolves.
They tested 18 AI coding agents.
The results tell a different story from the benchmarks.
Most models can write code just fine. Almost all of them struggle to maintain it over time.
Happy 8th Birthday, @binance 🎉
>From 0 users to 280M+
>Holding 40% market share in trading volume
>$125 trillion in digital assets traded
>Active in over 100 countries
What a journey — and it’s just getting started 💛
>From 0 users to 280M+
>Holding 40% market share in trading volume
>$125 trillion in digital assets traded
>Active in over 100 countries
What a journey — and it’s just getting started 💛
Most crucial week for crypto.
July 14–18 is officially Crypto Week in the U.S. Congress.
• Anti-CBDC Surveillance State Act
• GENIUS Act
• CLARITY Act
July 14–18 is officially Crypto Week in the U.S. Congress.
• Anti-CBDC Surveillance State Act
• GENIUS Act
• CLARITY Act
GM with a new BTC all-time high ☕
Just 3 months ago, it was at $76,000.
All you needed was conviction and patience to win in this game.
Just 3 months ago, it was at $76,000.
All you needed was conviction and patience to win in this game.
day 14 of sharing YouTube videos that'll help you earn big in crypto!
day 13 of sharing YouTube videos that'll help you earn big in crypto!
This whale @AguilaTrades is up $25M on his BTC long
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
This whale is up $25M on his BTC long
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
This whale is up $25M on his BTC long…
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
Let’s break it down 👇
• $353.9M long on BTC (3,000 BTC)
• Entry: $109,000 | Current: $117,997
• Unrealized PnL: +$26.8M
• Liquidation at: $108,551
He’s close to recovering the $35M he lost earlier.
🇺🇸 Fed Chair Jerome Powell is considering resignation.
Trump & top officials say it could spark an economic boom.
Trump & top officials say it could spark an economic boom.
$𝟑𝐓 𝐁𝐚𝐧𝐤 𝐨𝐟 𝐀𝐦𝐞𝐫𝐢𝐜𝐚 𝐧𝐨𝐰 𝐜𝐚𝐥𝐥𝐬 𝐁𝐢𝐭𝐜𝐨𝐢𝐧 𝐚 𝐜𝐮𝐫𝐫𝐞𝐧𝐜𝐲.
Their research ranks it as 2025’s best-performing currency.
From digital money to global money.
Their research ranks it as 2025’s best-performing currency.
From digital money to global money.
day 12 of sharing YouTube videos that'll help you earn big in crypto!
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