agreed, the loop doesn't replace model capability. a weak model in a tight loop still hits a ceiling on hard edge cases. the claim is narrower. for a fixed model, the loop decides how much of that capability you actually get out. it raises the floor, it doesn't move the ceiling.
AI
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Better loop beats model swap; cost key for exit condition
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fair, a stronger model raises the floor on every turn. but the post's point holds: same model, better loop, jumped from mid-benchmark into the top five. the harness moved the needle more than swapping the brain. cost is the real constraint though. that's why the exit condition
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Seedance 2.0 Mini: 5 cents per second or 365 days free
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5 👏 CENTS 👏 PER 👏 SECOND 👏
— Charly Wargnier (@DataChaz) 24 juin 2026
That's what @TopviewAIhq is now charging for Seedance 2.0 Mini in Credit Mode with the Ultra Annual pack 🤯
Or, if you’re not in a hurry, you can also generate credit-free for 365 days.
The cost of shipping AI video has never been lower. https://t.co/sNvCed3Hmv pic.twitter.com/vCh40kDbc25 CENTS PER SECOND That's what @TopviewAIhq is now charging for Seedance 2.0 Mini in Credit Mode with the Ultra Annual pack Or, if you’re not in a hurry, you can also generate credit-free for 365 days. The cost of shipping AI video has never been lower.
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First legal challenge to Trump’s AI export controls
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The first legal challenge to Trump's AI export controls against Anthropic's Fable 5 has arrived. Legal tech company Legion sues the Trump administration for the forced halt of Anthropic's Fable 5 and Mythos 5 intended for foreign nationals.
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Leaders’ common mistakes about artificial intelligence
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What leaders still get wrong about #AI
by Beth Stackpole @MITSloan Learn more: https://
bit.ly/4dyeLVB #ArtificialIntelligence #MachineLearning #ML -

CERT-In issues new guidelines for AI-assisted vulnerability in cybersecurity
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As AI-powered cyber threats evolve at unprecedented speed, strengthening cybersecurity resilience has become more critical than ever. To address this emerging challenge, CERT-In has issued new guidelines for OEMs and Technology Providers, focusing on AI-assisted vulnerability
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Anthropic Research Lead on self-improving AI agent swarms with verification loops
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🚨 Anthropic’s Research Lead just dropped a masterclass on AI agents.
— Charly Wargnier (@DataChaz) 24 juin 2026
"99% of our engineers run swarms of 300+ self-improving agents".
The key?
Closing the loop so models can verify their own work.
In 20 minutes, they unpack continuous Claude loops, plan modes, and dynamic… https://t.co/fEAHNuFBTz pic.twitter.com/Vy7zekwzRxAnthropic’s Research Lead just dropped a masterclass on AI agents. "99% of our engineers run swarms of 300+ self-improving agents". The key? Closing the loop so models can verify their own work. In 20 minutes, they unpack continuous Claude loops, plan modes, and dynamic
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PM Modi envisions AI as transformative force through IndiaAI Mission
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Hon'ble Prime Minister Shri @narendramodi has envisioned AI as a transformative force for economic growth, innovation, and societal progress. Through the IndiaAI Mission, India is building the capabilities, infrastructure, talent, and trusted AI frameworks needed to drive the
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AI cheating tools multiply as detectors fail to keep pace
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#AI tools that help students cheat are multiplying, and the detectors can’t keep up
by Pranob Mehrotra @DigitalTrends Learn more: https://
bit.ly/44hpuzs #GenerativeAI #ArtificialIntelligence #MachineLearning #ML -
AI integrated into processes creates real value
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Yes, absolutely @AlainGoudey. And that is precisely the point raised in the interview: equipping employees or multiplying individual uses is not enough. Value appears when AI is integrated into processes, coordination methods, and actual operations.