DAIR.AI
// Efficient Evolution of Web Agents //

Web agents waste a lot of compute on cyclic reasoning loops and unproductive exploration.

This new research introduces WebClipper, a framework that models web agent search processes as state graphs and prunes them into minimal directed acyclic graphs (DAGs).

The result: ~20% reduction in tool-call rounds while maintaining or improving accuracy.

They also introduce F-AE Score, a metric that evaluates the balance between accuracy and efficiency in agent trajectories.

Training agents on refined, pruned trajectories helps them develop more streamlined reasoning patterns from the start. Efficiency in agentic systems isn't just about faster models; it's really about eliminating wasted steps. This could significantly reduce costs as well.

Paper: https://t.co/GnvRt0VDq1
Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c
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Bourbon Capital
Jim Simons: The short talk is this. I did a lot of math. I made a lot of money, and i gave almost all of it away

Absolute legend https://t.co/UgmooDS1Ai
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Michael Fritzell (Asian Century Stocks)
RT @JohnHCochrane: Excellent well researched article. Biggest bottom line: don't tax the return to capital, and you get more capital.

Europe does not need more venture capital for startups. It needs more investable startups for VC.
Sweden has 10 m. people and 48 unicorns. Italy has 6x people and 4x the GDP and 1/3 the unicorns. The difference is not lack of VC money.
With Per Strömberg.
https://t.co/wDJ9NH3uN5 https://t.co/vBYfr92tEz - Luis Garicano 🇪🇺🇺🇦
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Moon Dev
4 open claws was wild

today we ran four openclaws at the same time

i showed the exact difference between running it on your own mac mini and using a virtual server

you already missed the live zoom but you can still get the full replay

grab a ticket for tomorrows zoom and unlock access

join here https://t.co/Aw7dcEvv2n

moon dev
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Michael Fritzell (Asian Century Stocks)
RT @CacheThatCheque: Anpanman at #6 in “world’s top media franchises by all-time revenue” and yet it’s virtually unknown overseas

Anpanman is Japan’s greatest untapped cultural export https://t.co/1BMCh48DdJ

My kids love Anpanman. Anpanman is everywhere in Japan but is surprisingly not popular or very well known overseas.

Anpanman seems like an obvious and untapped Japanese soft power export, but I guess a super hero with a face made of bread is difficult to promote https://t.co/nsOyjoYlIK - CTC
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Michael Fritzell (Asian Century Stocks)
RT @ALBACapMgmt: Great short read about visualising options and option greeks. I ditched maths in 2nd year at uni so I find this way of thinking really helpful too

@KeyPaganRush nice one sir 🫡

https://t.co/TMfZyosdbC - Kris
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Michael Fritzell (Asian Century Stocks)
RT @BernoulliDefect: Switzerland is home to the richest French metropolis (Geneva), the richest German major city (Zurich), and the richest Italian speaking region (Ticino) https://t.co/tK1YuzJgiC
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Michael Fritzell (Asian Century Stocks)
RT @TheYieldPig: I used the onset of acute back pain as a signal that there was something wrong in my portfolio. - George Soros
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Brady Long
RT @thisguyknowsai: I turned Naval Ravikant's mental models into AI prompts.

It's like having the AngelList founder rip apart your career and rebuild it from leverage and specific knowledge.

Here are the 13 prompts that transformed how I build wealth: https://t.co/cPLqP6psGb
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memenodes
Me checking my phone like someone cares about me https://t.co/TNHLQRQ1Bd
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Michael Fritzell (Asian Century Stocks)
Asian equity markets are diverging into two camps: AI capex beneficiaries in East Asia and "old economy" companies in Southeast Asia. There will be an inflection point where the former peaks, and flows move towards the latter. But when?
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