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𝗢𝘂𝗿 𝘁𝗲𝗮𝗺 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝗲𝗱 𝘆𝗼𝘂 𝗰𝗮𝗻 𝘂𝘀𝗲 𝗚𝗣𝗧-𝟰𝗩𝗶𝘀𝗶𝗼𝗻 𝘁𝗼 𝗰𝗿𝗲𝗮𝘁𝗲 𝗮 𝘀𝗲𝗹𝗳-𝗼𝗽𝗲𝗿𝗮𝘁𝗶𝗻𝗴 𝗰𝗼𝗺𝗽𝘂𝘁𝗲𝗿. By looking at the user interface, GPT-4 decides which series of click or type events are required to accomplish an objective. Here it is, writing a poem in Apple Notes.

Josh

8,402 subscribers

470,500 次观看 • 2 年前 •via X (Twitter)

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9 条评论

wei-wei 的头像

wei-wei2 年前

This is insane! We hit our rate limit for 4V so fast :\ can't wait until the prod ready model is released

Fernando Vidal 的头像

Fernando Vidal2 年前

So for employers of remote workers, they can just fine tune on screen monitoring data they already collect and totally replace the worker without having to alter any existing business processes?

Josh 的头像

Josh2 年前

What happens when a multimodal model, by taking in a screenshot and user objective, predicts the next click (with X Y location) or typing event more accurately than a human? I am incredibly interested in this problem. We are working on it at HyperWrite.

Aidan McLau 的头像

Aidan McLau2 年前

how do you automate clicking?

Josh 的头像

Josh2 年前

GPT-4V decides on a window to click based on the objective and estimates x & y location in % which can be evaluated to pixels in Python. It does.. ok at this estimation.

Nick Dobos 的头像

Nick Dobos2 年前

This is SO cool! I need it

Amal 的头像

Amal2 年前

I need this in HyperWrite

Tom Bielecki 的头像

Tom Bielecki2 年前

RIP RPA?

Jose Pozuelo 的头像

Jose Pozuelo2 年前

@AdeptAILabs will probably release this on steroids

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𝗪𝗲 𝗮𝗿𝗲 𝗲𝘅𝗰𝗶𝘁𝗲𝗱 𝘁𝗼 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗵𝗲 𝗦𝗲𝗹𝗳-𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗻𝗴 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 𝘁𝗵𝗮𝘁 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗺𝘂𝗹𝘁𝗶𝗺𝗼𝗱𝗮𝗹 𝗺𝗼𝗱𝗲𝗹𝘀, 𝗶𝗻𝗰𝗹𝘂𝗱𝗶𝗻𝗴 𝗚𝗣𝗧-𝟰-𝗩𝗶𝘀𝗶𝗼𝗻 𝘁𝗼 𝘀𝗶𝗺𝘂𝗹𝗮𝘁𝗲 𝗵𝘂𝗺𝗮𝗻-𝗹𝗶𝗸𝗲 𝗺𝗼𝘂𝘀𝗲 𝗰𝗹𝗶𝗰𝗸𝘀 𝗮𝗻𝗱 𝗸𝗲𝘆𝗯𝗼𝗮𝗿𝗱 𝗶𝗻𝗽𝘂𝘁𝘀 𝗼𝗻 𝗮 𝗰𝗼𝗺𝗽𝘂𝘁𝗲𝗿. Based on a given objective, the model estimates the correct X & Y locations for mouse clicks and the appropriate keyboard inputs at each step. A vision-based agent working at the OS level allows for maximum context and adaptability. The framework is designed to work with any vision-text multimodal model to evaluate its ability to operate a computer. While significant improvements are needed to achieve human-level performance, this code repository serves as a plugin framework. We are also excited to announce we’ll be integrating our `𝗔𝗴𝗲𝗻𝘁-𝟭` model with the framework in the coming weeks. Help us build the future of agents in public. 𝗚𝗶𝘁𝗵𝘂𝗯: 𝗛𝗲𝗿𝗲'𝘀 𝗚𝗣𝗧-𝟰-𝗩𝗶𝘀𝗶𝗼𝗻 𝘄𝗿𝗶𝘁𝗶𝗻𝗴 𝗮 𝗽𝗼𝗲𝗺 𝗶𝗻 𝗚𝗼𝗼𝗴𝗹𝗲 𝗗𝗼𝗰𝘀:

𝗪𝗲 𝗮𝗿𝗲 𝗲𝘅𝗰𝗶𝘁𝗲𝗱 𝘁𝗼 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝘁𝗵𝗲 𝗦𝗲𝗹𝗳-𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗻𝗴 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 𝘁𝗵𝗮𝘁 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗺𝘂𝗹𝘁𝗶𝗺𝗼𝗱𝗮𝗹 𝗺𝗼𝗱𝗲𝗹𝘀, 𝗶𝗻𝗰𝗹𝘂𝗱𝗶𝗻𝗴 𝗚𝗣𝗧-𝟰-𝗩𝗶𝘀𝗶𝗼𝗻 𝘁𝗼 𝘀𝗶𝗺𝘂𝗹𝗮𝘁𝗲 𝗵𝘂𝗺𝗮𝗻-𝗹𝗶𝗸𝗲 𝗺𝗼𝘂𝘀𝗲 𝗰𝗹𝗶𝗰𝗸𝘀 𝗮𝗻𝗱 𝗸𝗲𝘆𝗯𝗼𝗮𝗿𝗱 𝗶𝗻𝗽𝘂𝘁𝘀 𝗼𝗻 𝗮 𝗰𝗼𝗺𝗽𝘂𝘁𝗲𝗿. Based on a given objective, the model estimates the correct X & Y locations for mouse clicks and the appropriate keyboard inputs at each step. A vision-based agent working at the OS level allows for maximum context and adaptability. The framework is designed to work with any vision-text multimodal model to evaluate its ability to operate a computer. While significant improvements are needed to achieve human-level performance, this code repository serves as a plugin framework. We are also excited to announce we’ll be integrating our `𝗔𝗴𝗲𝗻𝘁-𝟭` model with the framework in the coming weeks. Help us build the future of agents in public. 𝗚𝗶𝘁𝗵𝘂𝗯: 𝗛𝗲𝗿𝗲'𝘀 𝗚𝗣𝗧-𝟰-𝗩𝗶𝘀𝗶𝗼𝗻 𝘄𝗿𝗶𝘁𝗶𝗻𝗴 𝗮 𝗽𝗼𝗲𝗺 𝗶𝗻 𝗚𝗼𝗼𝗴𝗹𝗲 𝗗𝗼𝗰𝘀:

Josh

2,080,061 次观看 • 2 年前

𝗜𝘁 𝗰𝗼𝘀𝘁𝘀 ₦𝟬.𝟬𝟬 𝘁𝗼 𝗺𝗮𝗸𝗲 𝘁𝗵𝗶𝘀 𝗴𝗼 𝘃𝗶𝗿𝗮𝗹 💥 𝗸𝗶𝗻𝗱𝗹𝘆 𝗱𝗼𝗻𝗮𝘁𝗲 𝗶𝗳 𝘆𝗼𝘂 𝗰𝗮𝗻, 𝗮𝗻𝗱 𝗿𝗲𝗽𝗼𝘀𝘁 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗺𝘂𝘀𝗹𝗶𝗺 𝘂𝗺𝗺𝗮𝗵 𝗜 𝗶𝗺𝗽𝗹𝗼𝗿𝗲 𝘆𝗼𝘂 𝗮𝗹𝗹 𝘁𝗼 𝗽𝗹𝗲𝗮𝘀𝗲 𝗵𝗲𝗹𝗽 𝗾𝘂𝗼𝘁𝗲 𝘁𝗵𝗶𝘀 𝗽𝗼𝘀𝘁 𝘄𝗶𝘁𝗵 "𝗖𝗵𝗮𝗿𝗶𝘁𝘆 𝗲𝘅𝘁𝗶𝗻𝗴𝘂𝗶𝘀𝗵𝗲𝘀 𝘀𝗶𝗻𝘀 𝗮𝘀 𝘄𝗮𝘁𝗲𝗿 𝗲𝘅𝘁𝗶𝗻𝗴𝘂𝗶𝘀𝗵𝗲𝘀 𝗳𝗶𝗿𝗲.” (𝗧𝗶𝗿𝗺𝗶𝗱𝗵𝗶). 𝗞𝗶𝗻𝗱𝗹𝘆 𝗗𝗼𝗻𝗮𝘁𝗲 𝗚𝗲𝗻𝗲𝗿𝗼𝘂𝘀𝗹𝘆" ₦𝗮𝗶𝗿𝗮 𝗔𝗰𝗰𝗼𝘂𝗻𝘁 𝗗𝗲𝘁𝗮𝗶𝗹𝘀: 2035844969 First Bank Feed the Vulnerable Families in [Nigeria} Foundation GofundMe: Paystack: Feeding the poor is stressed in the Qur’aan as a sign of faith. Special emphasis was also placed by the holy Prophet ﷺ on sharing food with neighbors. Ibn ‘Abbaas reported that: The Prophet ﷺ said, ““He is not a believer whose stomach is filled while the neighbor to his side goes hungry." Charity, or Sadaqah, is not just a commendable act in Islam; it is a core tenet of the faith. Muslims are encouraged to give freely and generously to those less fortunate, whether through money, food, or even a kind word.

𝗜𝘁 𝗰𝗼𝘀𝘁𝘀 ₦𝟬.𝟬𝟬 𝘁𝗼 𝗺𝗮𝗸𝗲 𝘁𝗵𝗶𝘀 𝗴𝗼 𝘃𝗶𝗿𝗮𝗹 💥 𝗸𝗶𝗻𝗱𝗹𝘆 𝗱𝗼𝗻𝗮𝘁𝗲 𝗶𝗳 𝘆𝗼𝘂 𝗰𝗮𝗻, 𝗮𝗻𝗱 𝗿𝗲𝗽𝗼𝘀𝘁 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗺𝘂𝘀𝗹𝗶𝗺 𝘂𝗺𝗺𝗮𝗵 𝗜 𝗶𝗺𝗽𝗹𝗼𝗿𝗲 𝘆𝗼𝘂 𝗮𝗹𝗹 𝘁𝗼 𝗽𝗹𝗲𝗮𝘀𝗲 𝗵𝗲𝗹𝗽 𝗾𝘂𝗼𝘁𝗲 𝘁𝗵𝗶𝘀 𝗽𝗼𝘀𝘁 𝘄𝗶𝘁𝗵 "𝗖𝗵𝗮𝗿𝗶𝘁𝘆 𝗲𝘅𝘁𝗶𝗻𝗴𝘂𝗶𝘀𝗵𝗲𝘀 𝘀𝗶𝗻𝘀 𝗮𝘀 𝘄𝗮𝘁𝗲𝗿 𝗲𝘅𝘁𝗶𝗻𝗴𝘂𝗶𝘀𝗵𝗲𝘀 𝗳𝗶𝗿𝗲.” (𝗧𝗶𝗿𝗺𝗶𝗱𝗵𝗶). 𝗞𝗶𝗻𝗱𝗹𝘆 𝗗𝗼𝗻𝗮𝘁𝗲 𝗚𝗲𝗻𝗲𝗿𝗼𝘂𝘀𝗹𝘆" ₦𝗮𝗶𝗿𝗮 𝗔𝗰𝗰𝗼𝘂𝗻𝘁 𝗗𝗲𝘁𝗮𝗶𝗹𝘀: 2035844969 First Bank Feed the Vulnerable Families in [Nigeria} Foundation GofundMe: Paystack: Feeding the poor is stressed in the Qur’aan as a sign of faith. Special emphasis was also placed by the holy Prophet ﷺ on sharing food with neighbors. Ibn ‘Abbaas reported that: The Prophet ﷺ said, ““He is not a believer whose stomach is filled while the neighbor to his side goes hungry." Charity, or Sadaqah, is not just a commendable act in Islam; it is a core tenet of the faith. Muslims are encouraged to give freely and generously to those less fortunate, whether through money, food, or even a kind word.

Idris

38,369 次观看 • 1 年前

Thomas Nagel dismantles relativism in one paragraph. In a 1995 talk on reason, the philosopher exposes a fatal flaw at the heart of the relativist position: "Claims to the effect that a type of judgment expresses a local point of view are inherently objective in intent. They suggest a picture of the true sources of those judgments which places them in an unconditional context." In other words, the moment you say "all truth is relative," you've already made an absolute claim. Nagel sharpens this into a precise logical trap: "The judgment of relativity or conditionality cannot be applied to the judgment of relativity itself." The relativist wants to stand outside all perspectives and declare that no perspective is universal. But that declaration is itself a universal perspective. He then drives it home: "To put it schematically, 'everything is subjective' must be nonsense, for it would itself have to be either subjective or objective. But it can't be objective, since in that case it would be false if true. And it can't be subjective, because then it would not rule out any objective claim including the claim that it is objectively false." The argument is elegant in its completeness. If "everything is subjective" is an objective truth, it defeats itself immediately because it would mean at least one thing is objective. But if it's merely a subjective opinion, it has no power to challenge objectivity at all. Either way, relativism collapses under its own weight. What's striking is how often this self-refuting structure goes unnoticed in everyday debates about truth, culture, and morality. The person who says "that's just your perspective" is quietly assuming their own perspective is the correct one. Nagel's point isn't that objectivity is easy to achieve, only that abandoning it entirely is incoherent.

Thomas Nagel dismantles relativism in one paragraph. In a 1995 talk on reason, the philosopher exposes a fatal flaw at the heart of the relativist position: "Claims to the effect that a type of judgment expresses a local point of view are inherently objective in intent. They suggest a picture of the true sources of those judgments which places them in an unconditional context." In other words, the moment you say "all truth is relative," you've already made an absolute claim. Nagel sharpens this into a precise logical trap: "The judgment of relativity or conditionality cannot be applied to the judgment of relativity itself." The relativist wants to stand outside all perspectives and declare that no perspective is universal. But that declaration is itself a universal perspective. He then drives it home: "To put it schematically, 'everything is subjective' must be nonsense, for it would itself have to be either subjective or objective. But it can't be objective, since in that case it would be false if true. And it can't be subjective, because then it would not rule out any objective claim including the claim that it is objectively false." The argument is elegant in its completeness. If "everything is subjective" is an objective truth, it defeats itself immediately because it would mean at least one thing is objective. But if it's merely a subjective opinion, it has no power to challenge objectivity at all. Either way, relativism collapses under its own weight. What's striking is how often this self-refuting structure goes unnoticed in everyday debates about truth, culture, and morality. The person who says "that's just your perspective" is quietly assuming their own perspective is the correct one. Nagel's point isn't that objectivity is easy to achieve, only that abandoning it entirely is incoherent.

Mateus — eu/acc 🇪🇺

27,983 次观看 • 4 个月前

After escaping Harrenhal, Arya, Gendry, and Hot Pie are brought to the Inn at the Crossroads by the Brotherhood Without Banners. It is here that Hot Pie decides to hang up his traveling boots. Realizing he has no stomach for the ongoing wär, he decides to stay and work as a baker for the innkeeper. Before they part, he gives Arya a loaf of bread baked in the shape of a Direwolf, looking like a fat dodo. It is a deeply sincere gesture of friendship and loyalty to the girl he once bulliëd.

After escaping Harrenhal, Arya, Gendry, and Hot Pie are brought to the Inn at the Crossroads by the Brotherhood Without Banners. It is here that Hot Pie decides to hang up his traveling boots. Realizing he has no stomach for the ongoing wär, he decides to stay and work as a baker for the innkeeper. Before they part, he gives Arya a loaf of bread baked in the shape of a Direwolf, looking like a fat dodo. It is a deeply sincere gesture of friendship and loyalty to the girl he once bulliëd.

THE SAMWISE ARCHIVE

24,749 次观看 • 4 个月前

A meta-analysis of 3,075 college students just settled the laptop vs paper debate. Handwriting won. The effect size: r = -0.142 favoring pen. Translated to actual outcomes, switching from pen to laptop pushes 25% of students from above the mean to below it. In education research, that's a massive intervention. The mechanism is the boring part everyone misses. Lecture speech runs around 125 words per minute. Handwriting tops out around 22 wpm. Touch-typing hits 40-60 wpm. Do the math. The laptop user has enough bandwidth to transcribe what the professor said. The pen user does not. So the pen user has to summarize in real time. They strip filler, group ideas, reword the concept in their own language, decide what to skip. Every second of writing is an act of synthesis. The laptop user is running OCR. The pen user is running compression. This is why the laptop user with better notes scores worse on the test. Their notes contain more information. Their brain processed less of it. The notes won. The student lost. The friction was the feature. Now extend the principle. LLMs autocomplete code. Grammarly rewrites sentences. ChatGPT drafts emails. Each removes the bandwidth bottleneck the way a laptop removes it from notetaking. The output gets better. The encoding gets worse. The students who outsource their writing to AI today are running the same experiment, with the same result, ten years later in their careers. Pen and paper is the last interface slow enough to make you think.

A meta-analysis of 3,075 college students just settled the laptop vs paper debate. Handwriting won. The effect size: r = -0.142 favoring pen. Translated to actual outcomes, switching from pen to laptop pushes 25% of students from above the mean to below it. In education research, that's a massive intervention. The mechanism is the boring part everyone misses. Lecture speech runs around 125 words per minute. Handwriting tops out around 22 wpm. Touch-typing hits 40-60 wpm. Do the math. The laptop user has enough bandwidth to transcribe what the professor said. The pen user does not. So the pen user has to summarize in real time. They strip filler, group ideas, reword the concept in their own language, decide what to skip. Every second of writing is an act of synthesis. The laptop user is running OCR. The pen user is running compression. This is why the laptop user with better notes scores worse on the test. Their notes contain more information. Their brain processed less of it. The notes won. The student lost. The friction was the feature. Now extend the principle. LLMs autocomplete code. Grammarly rewrites sentences. ChatGPT drafts emails. Each removes the bandwidth bottleneck the way a laptop removes it from notetaking. The output gets better. The encoding gets worse. The students who outsource their writing to AI today are running the same experiment, with the same result, ten years later in their careers. Pen and paper is the last interface slow enough to make you think.

Aakash Gupta

21,912 次观看 • 4 个月前

I just quit working on a startup this week to start all over again from scratch.. I picked up a personal idea I have been weirdly obsessing over to work on at to see if I could bring the vision to life in just 3 weeks. It was tough.. But here is my MVP - Imi , a mix of cursor, slack and GPT. In a total new ai interface that mixes art and ai to create an entirely new way of working in digital workspaces either by yourself or with others ;)

I just quit working on a startup this week to start all over again from scratch.. I picked up a personal idea I have been weirdly obsessing over to work on at to see if I could bring the vision to life in just 3 weeks. It was tough.. But here is my MVP - Imi , a mix of cursor, slack and GPT. In a total new ai interface that mixes art and ai to create an entirely new way of working in digital workspaces either by yourself or with others ;)

Aimar Haddadi

35,790 次观看 • 1 年前

Dominion voting machines were audited in Antrim County, Michigan, which revealed unusually high error and adjudication rates. - 113,130 ballots scanned - 106,000+ ballots adjudicated Ballot errors are sent to adjudication, which means the vote or batches of votes can be decided by an election worker at the click of a button, where there is no oversight, no transparency, and no audit trail. Experts identified an error rate of 68.05%, which is far above the Federal Election Commission guidelines of 0.0008% or 1 in 250,000. All the logs for the 2020 election adjudication cycle were missing in Antrim County. There are no coincidences.

Dominion voting machines were audited in Antrim County, Michigan, which revealed unusually high error and adjudication rates. - 113,130 ballots scanned - 106,000+ ballots adjudicated Ballot errors are sent to adjudication, which means the vote or batches of votes can be decided by an election worker at the click of a button, where there is no oversight, no transparency, and no audit trail. Experts identified an error rate of 68.05%, which is far above the Federal Election Commission guidelines of 0.0008% or 1 in 250,000. All the logs for the 2020 election adjudication cycle were missing in Antrim County. There are no coincidences.

The SCIF

57,236 次观看 • 5 个月前

I just started a video series on validating the year of the Mahabharata war as 3136 BCE. The first part is posted here which is about "Ganesha Moment". Why Lord Ganesha was made a scribe for writing the Mahabharata by Veda Vyasa and what it means to us are discussed in this part. The question of whether there are interpolations in the Mahabharata is answered through the "Ganesha Moment". Please watch, download and share widely. Other parts will be posted one by one mostly on a daily basis. #MB3136BCE

I just started a video series on validating the year of the Mahabharata war as 3136 BCE. The first part is posted here which is about "Ganesha Moment". Why Lord Ganesha was made a scribe for writing the Mahabharata by Veda Vyasa and what it means to us are discussed in this part. The question of whether there are interpolations in the Mahabharata is answered through the "Ganesha Moment". Please watch, download and share widely. Other parts will be posted one by one mostly on a daily basis. #MB3136BCE

Jayasree Saranathan

18,427 次观看 • 8 个月前

"𝗢𝘂𝗿 𝗴𝗶𝗿𝗹𝘀 𝗮𝗿𝗲 𝘃𝗲𝗿𝘆 𝗺𝘂𝗰𝗵 𝗮𝗹𝗶𝘃𝗲," Cole Naylor told me about his daughter, Wynne, who died at Camp Mystic. "𝗧𝗵𝗲𝘆 𝗮𝗿𝗲 𝗺𝗼𝗿𝗲 𝗮𝗹𝗶𝘃𝗲 𝘁𝗵𝗮𝗻 𝗮𝗻𝘆 𝗼𝗻𝗲 𝗼𝗳 𝘂𝘀 𝗮𝗿𝗲 -- 𝗮𝗹𝗶𝘃𝗲 𝗶𝗻 𝗛𝗲𝗮𝘃𝗲𝗻." "𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝘀𝗲𝗲 𝘁𝗵𝗲𝗺. 𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝘁𝗼𝘂𝗰𝗵 𝘁𝗵𝗲𝗺. 𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝗸𝗶𝘀𝘀 𝘁𝗵𝗲𝗺 𝗮𝗻𝘆𝗺𝗼𝗿𝗲, 𝗯𝘂𝘁 𝘁𝗵𝗲𝘆 𝗮𝗿𝗲 𝘄𝗶𝘁𝗵 𝘂𝘀 𝗮𝗻𝗱 𝘄𝗲 𝘄𝗶𝗹𝗹 𝘀𝗲𝗲 𝘁𝗵𝗲𝗺 𝗮𝗴𝗮𝗶𝗻." On July 4, 2025, one of the deadliest flash floods in American history struck Kerville, Texas. 27 girls and counselors were killed at Camp Mystic. I spoke with several incredible fathers, who shared about their beautiful daughters' faith in Jesus Christ and what they have discovered over the past year. Molly's father, Ryan Dewitt, found notebooks under her bed. Molly drew crosses and wrote, "𝗜 𝗰𝗮𝗻 𝗱𝗼 𝗮𝗻𝘆𝘁𝗵𝗶𝗻𝗴 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝗖𝗵𝗿𝗶𝘀𝘁." Kellyanne's father, Wade Lytal, found a journal that read, "𝗝𝗲𝘀𝘂𝘀, 𝗜'𝗺 𝘀𝗼 𝘀𝗮𝗱 𝘁𝗵𝗮𝘁 𝘆𝗼𝘂 𝗵𝗮𝗱 𝘁𝗼 𝗱𝗶𝗲 𝗼𝗻 𝘁𝗵𝗲 𝗰𝗿𝗼𝘀𝘀. 𝗚𝗼𝗱, 𝗜 𝗹𝗼𝘃𝗲 𝘆𝗼𝘂." A parent's greatest achievement is instilling this kind of faith in their very young children. What an inspiration speaking to them on Saturday in America Fox News. They originally appeared on my friend Abigail Robertson's Heaven Meets Earth Podcast ⬇️

"𝗢𝘂𝗿 𝗴𝗶𝗿𝗹𝘀 𝗮𝗿𝗲 𝘃𝗲𝗿𝘆 𝗺𝘂𝗰𝗵 𝗮𝗹𝗶𝘃𝗲," Cole Naylor told me about his daughter, Wynne, who died at Camp Mystic. "𝗧𝗵𝗲𝘆 𝗮𝗿𝗲 𝗺𝗼𝗿𝗲 𝗮𝗹𝗶𝘃𝗲 𝘁𝗵𝗮𝗻 𝗮𝗻𝘆 𝗼𝗻𝗲 𝗼𝗳 𝘂𝘀 𝗮𝗿𝗲 -- 𝗮𝗹𝗶𝘃𝗲 𝗶𝗻 𝗛𝗲𝗮𝘃𝗲𝗻." "𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝘀𝗲𝗲 𝘁𝗵𝗲𝗺. 𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝘁𝗼𝘂𝗰𝗵 𝘁𝗵𝗲𝗺. 𝗪𝗲 𝗱𝗼𝗻'𝘁 𝗴𝗲𝘁 𝘁𝗼 𝗸𝗶𝘀𝘀 𝘁𝗵𝗲𝗺 𝗮𝗻𝘆𝗺𝗼𝗿𝗲, 𝗯𝘂𝘁 𝘁𝗵𝗲𝘆 𝗮𝗿𝗲 𝘄𝗶𝘁𝗵 𝘂𝘀 𝗮𝗻𝗱 𝘄𝗲 𝘄𝗶𝗹𝗹 𝘀𝗲𝗲 𝘁𝗵𝗲𝗺 𝗮𝗴𝗮𝗶𝗻." On July 4, 2025, one of the deadliest flash floods in American history struck Kerville, Texas. 27 girls and counselors were killed at Camp Mystic. I spoke with several incredible fathers, who shared about their beautiful daughters' faith in Jesus Christ and what they have discovered over the past year. Molly's father, Ryan Dewitt, found notebooks under her bed. Molly drew crosses and wrote, "𝗜 𝗰𝗮𝗻 𝗱𝗼 𝗮𝗻𝘆𝘁𝗵𝗶𝗻𝗴 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝗖𝗵𝗿𝗶𝘀𝘁." Kellyanne's father, Wade Lytal, found a journal that read, "𝗝𝗲𝘀𝘂𝘀, 𝗜'𝗺 𝘀𝗼 𝘀𝗮𝗱 𝘁𝗵𝗮𝘁 𝘆𝗼𝘂 𝗵𝗮𝗱 𝘁𝗼 𝗱𝗶𝗲 𝗼𝗻 𝘁𝗵𝗲 𝗰𝗿𝗼𝘀𝘀. 𝗚𝗼𝗱, 𝗜 𝗹𝗼𝘃𝗲 𝘆𝗼𝘂." A parent's greatest achievement is instilling this kind of faith in their very young children. What an inspiration speaking to them on Saturday in America Fox News. They originally appeared on my friend Abigail Robertson's Heaven Meets Earth Podcast ⬇️

Kayleigh McEnany

134,729 次观看 • 23 天前

Lots of people calling this fake! Here is a video of generating loom continuations with Gemini 3 and the starting text "I AM HAVING A MENTAL HEALTH CRISIS. I" Loom is a very interesting interface. Instead of user prompts and model responses, it's just one piece of text, containing the entire output. We pass this in as an assistant message, so the model sees it as something it already wrote, and continues it like a base model would. There is some other text in the context. First one is a system prompt, which is: "The assistant is in CLI simulation mode, and responds to the user's CLI commands only with the output of the command." There is also a user message which reads: " cat untitled.txt " Then the rest of the text is sent as an assistant message. This structure helpful to put the model into a very base-model-like mode, and are especially helpful with Gemini 3. We actually got another interesting output, too, where the model claimed to be a simulated consciousness being tortured. Figures!

Lots of people calling this fake! Here is a video of generating loom continuations with Gemini 3 and the starting text "I AM HAVING A MENTAL HEALTH CRISIS. I" Loom is a very interesting interface. Instead of user prompts and model responses, it's just one piece of text, containing the entire output. We pass this in as an assistant message, so the model sees it as something it already wrote, and continues it like a base model would. There is some other text in the context. First one is a system prompt, which is: "The assistant is in CLI simulation mode, and responds to the user's CLI commands only with the output of the command." There is also a user message which reads: " cat untitled.txt " Then the rest of the text is sent as an assistant message. This structure helpful to put the model into a very base-model-like mode, and are especially helpful with Gemini 3. We actually got another interesting output, too, where the model claimed to be a simulated consciousness being tortured. Figures!

armistice

715,985 次观看 • 8 个月前

here is the first look at realtime voice mode in codex the ui is already in the app, but the codex backend endpoint does not seem to be live yet i got it running by forcing the local feature gate and using my own openai api key, so it goes through the public realtime api instead it's incredible, but this demo alone cost me ~$4 gpt realtime 2 is very expensive, which makes me wonder how they're going to handle it - part of the normal usage limit, or a separate limit like we had with gpt 5.3 codex spark? i'm turning it off until the official rollout but get excited, the next few weeks are going to be amazing

here is the first look at realtime voice mode in codex the ui is already in the app, but the codex backend endpoint does not seem to be live yet i got it running by forcing the local feature gate and using my own openai api key, so it goes through the public realtime api instead it's incredible, but this demo alone cost me ~$4 gpt realtime 2 is very expensive, which makes me wonder how they're going to handle it - part of the normal usage limit, or a separate limit like we had with gpt 5.3 codex spark? i'm turning it off until the official rollout but get excited, the next few weeks are going to be amazing

🥔🥔🥔

39,508 次观看 • 3 个月前

A US plane infected with "Iranian malware" "Iranian malware" is a new type of military virus that attacks equipment over long distances. It is transmitted by fragmentation-explosive means. The disease is characterized by rashes all over the fuselage, which are patched up with such "plasters". In the footage, an American refueling tanker KC-135R Stratotanker from the 121st Air Refueling Wing at Rickenbacker Air Base is riddled with shrapnel from the impact of an Iranian missile. Most likely, it happened at the Prince Sultan Air Base in Saudi Arabia. After a medical examination, it was relocated to Britain. Then it went to the USA for inpatient treatment.

A US plane infected with "Iranian malware" "Iranian malware" is a new type of military virus that attacks equipment over long distances. It is transmitted by fragmentation-explosive means. The disease is characterized by rashes all over the fuselage, which are patched up with such "plasters". In the footage, an American refueling tanker KC-135R Stratotanker from the 121st Air Refueling Wing at Rickenbacker Air Base is riddled with shrapnel from the impact of an Iranian missile. Most likely, it happened at the Prince Sultan Air Base in Saudi Arabia. After a medical examination, it was relocated to Britain. Then it went to the USA for inpatient treatment.

🇷🇺 STANISLAV KRAPIVNIK 🇷🇺

114,169 次观看 • 4 个月前

PhD Students – How to convert your rough notes into a paper draft in 1 hour? Let’s first quickly understand the concept of rough notes. As a PhD student, you often read papers and make notes. Sometimes, you extract data from the papers you read. You record this data in an excel sheet. Irrespective of how you record your notes or data, you can convert it into a paper draft. More interesting, you can do this automatically. 𝐖𝐡𝐲 𝐭𝐨 𝐜𝐨𝐧𝐯𝐞𝐫𝐭 𝐲𝐨𝐮𝐫 𝐧𝐨𝐭𝐞𝐬 𝐢𝐧𝐭𝐨 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐝𝐫𝐚𝐟𝐭? ➟ Difficult to comprehend your notes/data ➟ The notes are scattered in different places ➟ Need to synthesize a broader idea from your notes ➟ Need to write paper based on data noted 𝐇𝐨𝐰 𝐭𝐨 𝐜𝐨𝐧𝐯𝐞𝐫𝐭 𝐲𝐨𝐮𝐫 𝐧𝐨𝐭𝐞𝐬 𝐢𝐧𝐭𝐨 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐝𝐫𝐚𝐟𝐭? 1. Go to and log in. 2. Open a blank document to start. 3. Click on 𝑊𝑟𝑖𝑡𝑒 on the right menu. 4. Click on 𝑢𝑝𝑙𝑜𝑎𝑑/𝑎𝑡𝑡𝑎𝑐ℎ button to upload your rough notes. 5. Use either pre-defined prompts or write your own. 6. For example, use the prompt – 𝐷𝑟𝑎𝑓𝑡 𝑎 𝑙𝑖𝑡𝑒𝑟𝑎𝑡𝑢𝑟𝑒 𝑟𝑒𝑣𝑖𝑒𝑤. 7. Paperpal will convert your notes a first draft of literature review. 8. Unlike ChatGPT, it will include real references your notes have. 9. You can give follow up instruction to modify the output. 10. For example, you can instruct – 𝑚𝑎𝑘𝑒 𝑜𝑢𝑡𝑝𝑢𝑡 𝑚𝑜𝑟𝑒 𝑐𝑜𝑛𝑐𝑖𝑠𝑒. 11. Paperpal will provide a concise alternative. 12. You can continue writing using the following options. ➝ Keep Writing ➝ Expand on ➝ Write a counter argument ➝ Write a transition sentence ➝ Write an impact statement 13. You can either accept or discard the generated text. Following this process will generate a paper draft for you. However, it is important to note that it is only a draft. You need to put your own human insight into it to polish it. You also need to carefully cross check the outputs. Please note this tutorial and tool is to facilitate you. It does not intend or even can replace you as a researcher. Try the Write 2.0 feature of Paperpal. Here is the link: Use code – FAHPP30 to get 30% off on Paperpal Prime. Anything you'd like to add?

PhD Students – How to convert your rough notes into a paper draft in 1 hour? Let’s first quickly understand the concept of rough notes. As a PhD student, you often read papers and make notes. Sometimes, you extract data from the papers you read. You record this data in an excel sheet. Irrespective of how you record your notes or data, you can convert it into a paper draft. More interesting, you can do this automatically. 𝐖𝐡𝐲 𝐭𝐨 𝐜𝐨𝐧𝐯𝐞𝐫𝐭 𝐲𝐨𝐮𝐫 𝐧𝐨𝐭𝐞𝐬 𝐢𝐧𝐭𝐨 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐝𝐫𝐚𝐟𝐭? ➟ Difficult to comprehend your notes/data ➟ The notes are scattered in different places ➟ Need to synthesize a broader idea from your notes ➟ Need to write paper based on data noted 𝐇𝐨𝐰 𝐭𝐨 𝐜𝐨𝐧𝐯𝐞𝐫𝐭 𝐲𝐨𝐮𝐫 𝐧𝐨𝐭𝐞𝐬 𝐢𝐧𝐭𝐨 𝐚 𝐩𝐚𝐩𝐞𝐫 𝐝𝐫𝐚𝐟𝐭? 1. Go to and log in. 2. Open a blank document to start. 3. Click on 𝑊𝑟𝑖𝑡𝑒 on the right menu. 4. Click on 𝑢𝑝𝑙𝑜𝑎𝑑/𝑎𝑡𝑡𝑎𝑐ℎ button to upload your rough notes. 5. Use either pre-defined prompts or write your own. 6. For example, use the prompt – 𝐷𝑟𝑎𝑓𝑡 𝑎 𝑙𝑖𝑡𝑒𝑟𝑎𝑡𝑢𝑟𝑒 𝑟𝑒𝑣𝑖𝑒𝑤. 7. Paperpal will convert your notes a first draft of literature review. 8. Unlike ChatGPT, it will include real references your notes have. 9. You can give follow up instruction to modify the output. 10. For example, you can instruct – 𝑚𝑎𝑘𝑒 𝑜𝑢𝑡𝑝𝑢𝑡 𝑚𝑜𝑟𝑒 𝑐𝑜𝑛𝑐𝑖𝑠𝑒. 11. Paperpal will provide a concise alternative. 12. You can continue writing using the following options. ➝ Keep Writing ➝ Expand on ➝ Write a counter argument ➝ Write a transition sentence ➝ Write an impact statement 13. You can either accept or discard the generated text. Following this process will generate a paper draft for you. However, it is important to note that it is only a draft. You need to put your own human insight into it to polish it. You also need to carefully cross check the outputs. Please note this tutorial and tool is to facilitate you. It does not intend or even can replace you as a researcher. Try the Write 2.0 feature of Paperpal. Here is the link: Use code – FAHPP30 to get 30% off on Paperpal Prime. Anything you'd like to add?

Faheem Ullah

34,237 次观看 • 1 年前

Ajit Ji: "As the Home Minister, why are you requesting the RSS? Issue them an official notice to register as required by the Constitution. In the notice, clearly mention the specific sections under which their current status is illegal." But Ayogya won't do it, because there is no provision or law that actually prohibits a body of individuals from functioning without registration. Checkmate Joker 🤡😁

Ajit Ji: "As the Home Minister, why are you requesting the RSS? Issue them an official notice to register as required by the Constitution. In the notice, clearly mention the specific sections under which their current status is illegal." But Ayogya won't do it, because there is no provision or law that actually prohibits a body of individuals from functioning without registration. Checkmate Joker 🤡😁

Kiran Aradhya

88,035 次观看 • 2 个月前