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The Transcript
RT @TheTranscript_: Apple is the chill guy of tech when it comes to capex
$AAPL CEO: "So in general, it's hard to read into the CapEx and draw any conclusions. And so I think I would just say there's going to be some ebbs and flows in CapEx. Last year, remember, we did build out our private cloud compute environment. And so we did have CapEx spending related to that in our results in December."
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RT @TheTranscript_: Apple is the chill guy of tech when it comes to capex
$AAPL CEO: "So in general, it's hard to read into the CapEx and draw any conclusions. And so I think I would just say there's going to be some ebbs and flows in CapEx. Last year, remember, we did build out our private cloud compute environment. And so we did have CapEx spending related to that in our results in December."
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Offshore
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Moon Dev
Don’t let all the other devs gaslight you
The only successful way to use openclaw is with Mac
99% of them haven’t done a direct comparison like I have
This is just the start of my farm https://t.co/GwSiSqZtki
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Don’t let all the other devs gaslight you
The only successful way to use openclaw is with Mac
99% of them haven’t done a direct comparison like I have
This is just the start of my farm https://t.co/GwSiSqZtki
tweet
Offshore
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Javier Blas
The oil ministers of Iran and Russia met today.
Contrary to popular belief, Moscow and Tehran are now bitter rivals in the oil market as the size of the black market for crude shrinks. Both compete to supply China.
(My earlier @Opinion take is below)
https://t.co/lZ94rzxzKz
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The oil ministers of Iran and Russia met today.
Contrary to popular belief, Moscow and Tehran are now bitter rivals in the oil market as the size of the black market for crude shrinks. Both compete to supply China.
(My earlier @Opinion take is below)
https://t.co/lZ94rzxzKz
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Offshore
Video
God of Prompt
Voice-to-action is where the agent layer is heading.
Most people underestimate how much productivity leaks through input friction. Typing, tab switching, copy pasting between apps. None of that is actual work. It's overhead.
The teams solving that friction layer will own the next wave of AI productivity.
Same core principle we've built around for years: the quality of your input determines the quality of your output.
Worth watching.
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Voice-to-action is where the agent layer is heading.
Most people underestimate how much productivity leaks through input friction. Typing, tab switching, copy pasting between apps. None of that is actual work. It's overhead.
The teams solving that friction layer will own the next wave of AI productivity.
Same core principle we've built around for years: the quality of your input determines the quality of your output.
Worth watching.
Think it. Say it. Done.
The average person spends 3 hours typing + switches 1,000 tabs per day.
That ends today.
Meet Lemon: The first voice-to-action AI agent that turns your voice commands into finished tasks.
RT + Comment "Lemon" to get free access for 30 days.
(must be following so I can DM you) tweet
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Chips & SaaS
RT @StockSavvyShay: Evercore says $NVDA Vera Rubin timeline has been pulled forward by 3–6 months.
China export bans freed up supplier capacity, opening the door to shipments as early as end-Q2 2026. https://t.co/ruYBsSPhIW
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RT @StockSavvyShay: Evercore says $NVDA Vera Rubin timeline has been pulled forward by 3–6 months.
China export bans freed up supplier capacity, opening the door to shipments as early as end-Q2 2026. https://t.co/ruYBsSPhIW
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Benjamin Hernandez😎
Semi Sector: The Structural Support
While $MASI jumps on the Danaher acquisition, Big Tech is holding the index floor. Semiconductors remain the preferred vehicle for institutional capital flowing back into growth today.
$NVDA $MSFT $AMD $MU $PLTR
Watching the breakout. 💻🔥 https://t.co/qnOpuEmWJO
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Semi Sector: The Structural Support
While $MASI jumps on the Danaher acquisition, Big Tech is holding the index floor. Semiconductors remain the preferred vehicle for institutional capital flowing back into growth today.
$NVDA $MSFT $AMD $MU $PLTR
Watching the breakout. 💻🔥 https://t.co/qnOpuEmWJO
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DAIR.AI
Training tool-use agents with RL requires diverse, executable environments.
But these environments barely exist.
This new research introduces Agent World Model (AWM), a fully synthetic pipeline that generates executable agentic environments at scale. Starting from high-level scenario descriptions, it synthesizes database schemas, tool interfaces exposed via MCP, and verification code, all backed by SQL databases for consistent state transitions.
It presents 1,000 unique environments spanning finance, travel, retail, social media, and more, with 35,062 tools and 10,000 tasks paired with verification code. Each environment supports parallel isolated instances for large-scale RL.
Scalable, executable environment synthesis is the missing piece for agentic RL. AWM demonstrates that agents trained exclusively in synthetic environments can generalize to out-of-distribution real-world benchmarks.
Paper: https://t.co/Hp2PpGsBzw
Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c
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Training tool-use agents with RL requires diverse, executable environments.
But these environments barely exist.
This new research introduces Agent World Model (AWM), a fully synthetic pipeline that generates executable agentic environments at scale. Starting from high-level scenario descriptions, it synthesizes database schemas, tool interfaces exposed via MCP, and verification code, all backed by SQL databases for consistent state transitions.
It presents 1,000 unique environments spanning finance, travel, retail, social media, and more, with 35,062 tools and 10,000 tasks paired with verification code. Each environment supports parallel isolated instances for large-scale RL.
Scalable, executable environment synthesis is the missing piece for agentic RL. AWM demonstrates that agents trained exclusively in synthetic environments can generalize to out-of-distribution real-world benchmarks.
Paper: https://t.co/Hp2PpGsBzw
Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c
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The Transcript
RT @TheTranscript_: $TRV CEO: AI is cutting renewal underwriting time by 30%+ in Personal Insurance
"our renewal underwriting platform leverages generative AI to consolidate data into summaries of relevant, actionable information for our underwriters to evaluate, with early results showing more than a 30% reduction in average handle time. The net result is that our underwriters focus their efforts on decisions most likely to improve profitability and do so more efficiently
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RT @TheTranscript_: $TRV CEO: AI is cutting renewal underwriting time by 30%+ in Personal Insurance
"our renewal underwriting platform leverages generative AI to consolidate data into summaries of relevant, actionable information for our underwriters to evaluate, with early results showing more than a 30% reduction in average handle time. The net result is that our underwriters focus their efforts on decisions most likely to improve profitability and do so more efficiently
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Video
Startup Archive
Doug Leone: “If you’re desperate, it’s a great asset”
The Sequoia partner is asked what he looks for in entrepreneurs. He responds:
“I think entrepreneurs—like investors—come in different flavors. And I will tell you, as I told my kids, that if you’re desperate, it’s a great asset. If you have too many choices in life, it clouds your thinking. When you have only one way to go and that’s forward, it’s very easy. You just go, go, go. Failure is truly not an option.”
Doug and Sequoia look for people who’ve done quirky things and taken risks rather than “followed the same tracks” as everyone else. They also look for domain expertise and people who are solving their own problem.
For example, when Jan Koum had a need for privacy and low cost messaging, he built WhatsApp.
“Or something as simple as Zappos,” Doug continues. “The founders of Zappos couldn’t find a pair of shoes! We look for people who are trying to solve problems that they themselves have.”
Video source: @StanfordGSB (2014)
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Doug Leone: “If you’re desperate, it’s a great asset”
The Sequoia partner is asked what he looks for in entrepreneurs. He responds:
“I think entrepreneurs—like investors—come in different flavors. And I will tell you, as I told my kids, that if you’re desperate, it’s a great asset. If you have too many choices in life, it clouds your thinking. When you have only one way to go and that’s forward, it’s very easy. You just go, go, go. Failure is truly not an option.”
Doug and Sequoia look for people who’ve done quirky things and taken risks rather than “followed the same tracks” as everyone else. They also look for domain expertise and people who are solving their own problem.
For example, when Jan Koum had a need for privacy and low cost messaging, he built WhatsApp.
“Or something as simple as Zappos,” Doug continues. “The founders of Zappos couldn’t find a pair of shoes! We look for people who are trying to solve problems that they themselves have.”
Video source: @StanfordGSB (2014)
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