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memenodes
“I bet he’s texting other women”
She doesn’t know I’m monitoring the USA-Venezuela war situation https://t.co/uYCQH41KOt
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“I bet he’s texting other women”
She doesn’t know I’m monitoring the USA-Venezuela war situation https://t.co/uYCQH41KOt
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God of Prompt
RT @rryssf_: 🚨 This paper quietly explains why most AI agents feel impressive… until you put them to real work.
Most agents fail not because models are weak, but because we train them like chatbots, not workers.
Here’s the core problem the paper exposes:
Today’s agents are brittle.
They rely on hand-written workflows, static prompts, and frozen policies.
They don’t adapt when tasks change, tools break, or environments get messy.
Youtu-Agent flips this by treating agents like evolving systems, not fixed scripts.
The system has two key ideas.
First: Automated agent generation at scale.
Instead of manually designing one “smart” agent, Youtu-Agent automatically generates many candidate agents with different behaviors, tool strategies, and task decompositions. Think of it as population-based agent design.
Second: Hybrid policy optimization.
This is the real breakthrough.
Rather than relying only on supervised learning or pure reinforcement learning, Youtu-Agent combines:
• imitation from strong demonstrations
• reinforcement learning from task-level rewards
• online self-improvement during execution
The agent doesn’t just learn what to say. It learns how to act better over time.
One result that stood out: agents trained this way complete complex multi-step tasks with significantly fewer failures, fewer redundant actions, and higher end-to-end success rates across benchmarks.
Most “AI agents” today are demos.
They look good on short tasks but collapse under long horizons.
Youtu-Agent shows that productivity scales when agents can:
• generate their own strategies
• evaluate themselves
• update policies continuously
• balance imitation with exploration
This is not prompt engineering.
This is agent engineering.
If you’re building assistants, copilots, or autonomous systems, this paper is a warning shot:
Static agents are dead on arrival.
The future belongs to agents that generate, optimize, and evolve their own behavior.
Read the full paper here: https://t.co/IeLVhb7l91
tweet
RT @rryssf_: 🚨 This paper quietly explains why most AI agents feel impressive… until you put them to real work.
Most agents fail not because models are weak, but because we train them like chatbots, not workers.
Here’s the core problem the paper exposes:
Today’s agents are brittle.
They rely on hand-written workflows, static prompts, and frozen policies.
They don’t adapt when tasks change, tools break, or environments get messy.
Youtu-Agent flips this by treating agents like evolving systems, not fixed scripts.
The system has two key ideas.
First: Automated agent generation at scale.
Instead of manually designing one “smart” agent, Youtu-Agent automatically generates many candidate agents with different behaviors, tool strategies, and task decompositions. Think of it as population-based agent design.
Second: Hybrid policy optimization.
This is the real breakthrough.
Rather than relying only on supervised learning or pure reinforcement learning, Youtu-Agent combines:
• imitation from strong demonstrations
• reinforcement learning from task-level rewards
• online self-improvement during execution
The agent doesn’t just learn what to say. It learns how to act better over time.
One result that stood out: agents trained this way complete complex multi-step tasks with significantly fewer failures, fewer redundant actions, and higher end-to-end success rates across benchmarks.
Most “AI agents” today are demos.
They look good on short tasks but collapse under long horizons.
Youtu-Agent shows that productivity scales when agents can:
• generate their own strategies
• evaluate themselves
• update policies continuously
• balance imitation with exploration
This is not prompt engineering.
This is agent engineering.
If you’re building assistants, copilots, or autonomous systems, this paper is a warning shot:
Static agents are dead on arrival.
The future belongs to agents that generate, optimize, and evolve their own behavior.
Read the full paper here: https://t.co/IeLVhb7l91
tweet
Offshore
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EndGame Macro
Maduro Ousted in Overnight Operation
According to a statement attributed to Donald Trump, the United States allegedly carried out a large scale overnight military operation in Venezuela in the early hours on Saturday. The claim says U.S. special forces conducted strikes in and around Caracas and other regions, resulting in the capture and removal of Venezuelan president Nicolás Maduro and his wife from the country. Reports cited explosions, fires, and low flying aircraft over the capital.
While the operation is publicly framed around drug trafficking, criminality, and illegitimate rule, the broader narrative fits squarely within a modern Monroe Doctrine framework of reasserting U.S. dominance in the Western Hemisphere and denying strategic footholds to adversaries. Venezuela’s vast oil reserves, control over energy flows, and its alignment with non Western powers make the move look less like a counternarcotics action and more like a resource and influence driven intervention. From this lens, drug trafficking becomes the justification, not the core objective.
The Venezuelan government condemned the action, calling it an attempt to seize national resources and undermine sovereignty, and demanded proof regarding Maduro’s status. Taken together, the episode is being framed not just as a security operation, but as a significant escalation of U.S. enforcement of hemispheric control with regards to oil, energy security, and geopolitical leverage first, law enforcement rhetoric second.
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Maduro Ousted in Overnight Operation
According to a statement attributed to Donald Trump, the United States allegedly carried out a large scale overnight military operation in Venezuela in the early hours on Saturday. The claim says U.S. special forces conducted strikes in and around Caracas and other regions, resulting in the capture and removal of Venezuelan president Nicolás Maduro and his wife from the country. Reports cited explosions, fires, and low flying aircraft over the capital.
While the operation is publicly framed around drug trafficking, criminality, and illegitimate rule, the broader narrative fits squarely within a modern Monroe Doctrine framework of reasserting U.S. dominance in the Western Hemisphere and denying strategic footholds to adversaries. Venezuela’s vast oil reserves, control over energy flows, and its alignment with non Western powers make the move look less like a counternarcotics action and more like a resource and influence driven intervention. From this lens, drug trafficking becomes the justification, not the core objective.
The Venezuelan government condemned the action, calling it an attempt to seize national resources and undermine sovereignty, and demanded proof regarding Maduro’s status. Taken together, the episode is being framed not just as a security operation, but as a significant escalation of U.S. enforcement of hemispheric control with regards to oil, energy security, and geopolitical leverage first, law enforcement rhetoric second.
BREAKING: Aerial footage shows multiple US airstrikes in Venezuela https://t.co/h2QA1gaVuL tweet
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Illiquid
$acmr +13.8%
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$acmr +13.8%
Imagine starting 2026 and not owning Chinese stocks. https://t.co/tcWbHlGdCj tweet
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EndGame Macro
U.S. Army Apache attack helicopters conducting sustained, heavy strikes against Fort Tiuna, one of the most strategically significant military complexes in Caracas and a central node of command and control for Venezuela’s armed forces. https://t.co/0yYcwnMsCk
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U.S. Army Apache attack helicopters conducting sustained, heavy strikes against Fort Tiuna, one of the most strategically significant military complexes in Caracas and a central node of command and control for Venezuela’s armed forces. https://t.co/0yYcwnMsCk
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Offshore
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EndGame Macro
Welcome to 2026. It didn’t take long for the year to reveal where things are headed… https://t.co/HtQubFqYXq
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Welcome to 2026. It didn’t take long for the year to reveal where things are headed… https://t.co/HtQubFqYXq
🚨 BREAKING: Suspected US Apache attack helicopters seen TOTALLY DOMINATING the skies above Caracas, Venezuela while explosions ring out
Trump seems to be going for the jugular here.
Venezuelan air defenses look to be COMPLETELY disabled by the U.S. military already.
Maduro may be living on borrowed time. tweet
memenodes
Goat
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Goat
Hold on it took the US 3 hours to capture Maduro but won’t release the entirety of the unredacted Epstein files? tweet
X (formerly Twitter)
𝘩𝘰𝘰𝘥𝘨𝘦𝘯𝘪𝘶𝘴 🥷🏿 (@hoodg3nius) on X
Hold on it took the US 3 hours to capture Maduro but won’t release the entirety of the unredacted Epstein files?