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Underrated: AI that knows when to forget, not just remember. That's why we've updated Copilot memory to follow directions for both - and you can check + edit its memories any time under settings > manage memory. Live now in Windows, web + mobile.

Mustafa Suleyman

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82,704 views • 9 months ago •via X (Twitter)

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Copilot now has long-term memory, helping you track thoughts, tasks, and what matters most. You can ask Copilot to remember important information like training for a marathon or an anniversary, then recall it during future interactions. You're always in control to edit, update, or delete memories at any time. Try it today:

Copilot now has long-term memory, helping you track thoughts, tasks, and what matters most. You can ask Copilot to remember important information like training for a marathon or an anniversary, then recall it during future interactions. You're always in control to edit, update, or delete memories at any time. Try it today:

Microsoft Copilot

19,900 views • 9 months ago

Introducing Memory 101 🧠 Every ai tool you use is a goldfish. brilliant for one chat, close the tab and it forgets you completely. memory is the most underbuilt layer in ai right now. so we're explaining how it actually works, one episode at a time. coming up: → rag vs memory, why most "ai memory" is just search → the 5 things real memory needs: facts, profiles, graphs, time, forgetting → why good memory has to forget things follow along!

Introducing Memory 101 🧠 Every ai tool you use is a goldfish. brilliant for one chat, close the tab and it forgets you completely. memory is the most underbuilt layer in ai right now. so we're explaining how it actually works, one episode at a time. coming up: → rag vs memory, why most "ai memory" is just search → the 5 things real memory needs: facts, profiles, graphs, time, forgetting → why good memory has to forget things follow along!

supermemory

17,235 views • 1 month ago

Wow Microsoft just announced Copilot Actions for local files 🤯 You can basically ask Copilot to perform any task on your machine autonomously. Yes. - Open Copilot in Windows - Assign a goal in natural language - Copilot launches a contained environment - It works autonomously for you Copilot can use both your desktop and any web app. And you can take back control at any time. This allows you to do whatever you want while the AI performs your tasks... or even do nothing at all. The entire OS becomes agentic. Impressive.

Wow Microsoft just announced Copilot Actions for local files 🤯 You can basically ask Copilot to perform any task on your machine autonomously. Yes. - Open Copilot in Windows - Assign a goal in natural language - Copilot launches a contained environment - It works autonomously for you Copilot can use both your desktop and any web app. And you can take back control at any time. This allows you to do whatever you want while the AI performs your tasks... or even do nothing at all. The entire OS becomes agentic. Impressive.

Paul Couvert

87,431 views • 9 months ago

Memory is now available to all ChatGPT Plus users. Using Memory is easy: just start a new chat and tell ChatGPT anything you’d like it to remember. Memory can be turned on or off in settings and is not currently available in Europe or Korea. Team, Enterprise, and GPTs to come.

Memory is now available to all ChatGPT Plus users. Using Memory is easy: just start a new chat and tell ChatGPT anything you’d like it to remember. Memory can be turned on or off in settings and is not currently available in Europe or Korea. Team, Enterprise, and GPTs to come.

OpenAI

2,045,855 views • 2 years ago

If you want robots that can just live with you & help 24/7, it needs to build & update its memory on the fly. Current semantic memory representations like VoxelMap from OK-Robot can't change with the world. That's why we built DynaMem: dynamic memory for a changing, open world!

If you want robots that can just live with you & help 24/7, it needs to build & update its memory on the fly. Current semantic memory representations like VoxelMap from OK-Robot can't change with the world. That's why we built DynaMem: dynamic memory for a changing, open world!

Mahi Shafiullah 🏠🤖

29,706 views • 1 year ago

Chase Hughes just revealed a wild way to edit traumatic memories using hypnosis on the Joe Rogan Experience. HUGHES: “I figured out a way to edit memory… I can take you back and change your perspective on trauma.” “You go back to that event when you got kicked in the nuts and everybody laughed at you in elementary school… and you can reprocess that memory in a very short amount of time as an adult with the perspective of an adult.” “Instead of modifying the memory like ‘oh that never happened’ — the memory stays. The perspective changes.” “And it’s exactly what psychedelics do. This massive perspective shift on memory… their whole life can be different after that day.” He says he’s done this hundreds of times and it creates real downstream effects.

Chase Hughes just revealed a wild way to edit traumatic memories using hypnosis on the Joe Rogan Experience. HUGHES: “I figured out a way to edit memory… I can take you back and change your perspective on trauma.” “You go back to that event when you got kicked in the nuts and everybody laughed at you in elementary school… and you can reprocess that memory in a very short amount of time as an adult with the perspective of an adult.” “Instead of modifying the memory like ‘oh that never happened’ — the memory stays. The perspective changes.” “And it’s exactly what psychedelics do. This massive perspective shift on memory… their whole life can be different after that day.” He says he’s done this hundreds of times and it creates real downstream effects.

Defiant Ghost

26,912 views • 1 month ago

FACT: Both Donald Trump and Joe Biden have bad memories. FACT: Most people in their late 70s or early 80s have memories that are not on par with younger people. Donald Trump couldn't even remember when he was married to one of his wives. He doesn't even remember ever buying something for himself, or if he ever said he had a good memory. Does this mean he's senile? No. It means he has a bad memory or is lying under oath. Does the fact that Joe Biden has a bad memory mean he is senile? No. It means he has a bad memory according to the Special Counsel.

FACT: Both Donald Trump and Joe Biden have bad memories. FACT: Most people in their late 70s or early 80s have memories that are not on par with younger people. Donald Trump couldn't even remember when he was married to one of his wives. He doesn't even remember ever buying something for himself, or if he ever said he had a good memory. Does this mean he's senile? No. It means he has a bad memory or is lying under oath. Does the fact that Joe Biden has a bad memory mean he is senile? No. It means he has a bad memory according to the Special Counsel.

Ed Krassenstein

841,246 views • 2 years ago

Microsoft AI CEO Mustafa Suleyman says AI with "near-infinite" memory that "just doesn't forget" is coming in 2025 and this will be "truly transformative" and an inflection point in AI engagement as it begins to organize how you live your life

Microsoft AI CEO Mustafa Suleyman says AI with "near-infinite" memory that "just doesn't forget" is coming in 2025 and this will be "truly transformative" and an inflection point in AI engagement as it begins to organize how you live your life

Tsarathustra

251,643 views • 1 year ago

I’m Shawn, founder of former researcher at Meta and CS PhD at University of Cambridge. Today we’re launching we built the world’s first Large Visual Memory Model - to give AI human-like visual memories. Why visual memory? AI to date is chat-based, which has great applications, but humans are not only chat based. Humans have visual-memories, and are visually driven. enables AI agents, softwares, and even robots to see and remember the world the way humans do. We just raised an $8m seed round led by Susa Ventures to build the visual-memory layer for AI. Why is so groundbreaking? 👇

I’m Shawn, founder of former researcher at Meta and CS PhD at University of Cambridge. Today we’re launching we built the world’s first Large Visual Memory Model - to give AI human-like visual memories. Why visual memory? AI to date is chat-based, which has great applications, but humans are not only chat based. Humans have visual-memories, and are visually driven. enables AI agents, softwares, and even robots to see and remember the world the way humans do. We just raised an $8m seed round led by Susa Ventures to build the visual-memory layer for AI. Why is so groundbreaking? 👇

Shawn Shen

1,153,832 views • 1 year ago

I made tons of money building websites for people and small companies. Most of that is now gone. You can now generate, customize, and deploy a website using natural language. I recorded myself building a site from scratch using 10Web.io. 4 minutes later, I had a full website generated just for me. Crazy! That's mostly how I paid rent when I graduated college: I'd either build you a new site or make changes to an existing one. It's nuts anyone can do that today by just asking. But this doesn't stop with generating a website. 10Web also released an AI Copilot that you can use to edit a website with a chat-based AI assistant. Here is what you can do with the AI Copilot: 1. You can edit individual elements and widgets on your site by selecting them and describing the changes you want. 2. You can generate new images, create sections, and generate or edit text. 3. You can also add any new elements to the site. The best way to understand how much progress we've made is by looking at the AI Copilot in action: And the funny part is that we are just figuring out how to use AI models. 2025 will be crazy.

I made tons of money building websites for people and small companies. Most of that is now gone. You can now generate, customize, and deploy a website using natural language. I recorded myself building a site from scratch using 10Web.io. 4 minutes later, I had a full website generated just for me. Crazy! That's mostly how I paid rent when I graduated college: I'd either build you a new site or make changes to an existing one. It's nuts anyone can do that today by just asking. But this doesn't stop with generating a website. 10Web also released an AI Copilot that you can use to edit a website with a chat-based AI assistant. Here is what you can do with the AI Copilot: 1. You can edit individual elements and widgets on your site by selecting them and describing the changes you want. 2. You can generate new images, create sections, and generate or edit text. 3. You can also add any new elements to the site. The best way to understand how much progress we've made is by looking at the AI Copilot in action: And the funny part is that we are just figuring out how to use AI models. 2025 will be crazy.

Santiago

57,917 views • 1 year ago

EXCLUSIVE: Microsoft just launched Copilot Vision in Edge—the first AI that can navigate the internet with you in real time. I sat down with Mustafa Suleyman (CEO of Microsoft AI) to discuss how it works, infinite memory, AI companions, agents, and more. Timestamps: 0:00 Intro 0:58 Microsoft Copilot Vision rundown 02:35 Initial reactions and use cases 04:57 How Copilot Vision works 06:02 Teaching AI to remember 08:13 How Microsoft AI is differentiating from OpenAI 09:27 The push for the true AI companion 11:28 Living with a co-intelligence in 10+ years 14:04 How Microsoft handles your data 16:11 When and how can you try Copilot Vision? 18:15 Agentic AI that controls your computer 20:25 What's next: support, gaming, and more 22:34 Preparing the next generation with Copilot 25:11 Mustafa’s advice for students and businesses

EXCLUSIVE: Microsoft just launched Copilot Vision in Edge—the first AI that can navigate the internet with you in real time. I sat down with Mustafa Suleyman (CEO of Microsoft AI) to discuss how it works, infinite memory, AI companions, agents, and more. Timestamps: 0:00 Intro 0:58 Microsoft Copilot Vision rundown 02:35 Initial reactions and use cases 04:57 How Copilot Vision works 06:02 Teaching AI to remember 08:13 How Microsoft AI is differentiating from OpenAI 09:27 The push for the true AI companion 11:28 Living with a co-intelligence in 10+ years 14:04 How Microsoft handles your data 16:11 When and how can you try Copilot Vision? 18:15 Agentic AI that controls your computer 20:25 What's next: support, gaming, and more 22:34 Preparing the next generation with Copilot 25:11 Mustafa’s advice for students and businesses

Rowan Cheung

268,106 views • 1 year ago

Windows Copilot has just been massively improved: It can now understand any file on your PC. You can drag and drop a PDF, for example, and ask it to explain or summarize it. Then it can take it into account for the following answers. Closer and closer to a real AI computer.

Windows Copilot has just been massively improved: It can now understand any file on your PC. You can drag and drop a PDF, for example, and ask it to explain or summarize it. Then it can take it into account for the following answers. Closer and closer to a real AI computer.

Paul Couvert

83,178 views • 2 years ago

SK Hynix's Hoshik Kim admits high bandwidth memory "is not the answer" to the memory-wall problem, and SK is working on different solutions to solve the bottleneck. "No, actually, I kind of agree with Pat. So HBM is not the answer." [SK Hynix is admitting that HBM is a bad memory?] "Nothing is a bad memory. It's a good memory, but it's not the final answer. So actually, HBM will not solve the memory-wall problem. Memory-wall problem is an inherent AI problem, which you cannot avoid." "So we try our best to provide higher bandwidth with this memory, with HBM technology even though it has some limitation, as Pat already mentioned, with thermal, IOs, cost, a lot of stuff. "But that's the only thing we got right now to help ease this memory-wall problem, memory-bottleneck problem. But at the same time, we are working in different directions to solve this memory-wall problem with different solutions."

SK Hynix's Hoshik Kim admits high bandwidth memory "is not the answer" to the memory-wall problem, and SK is working on different solutions to solve the bottleneck. "No, actually, I kind of agree with Pat. So HBM is not the answer." [SK Hynix is admitting that HBM is a bad memory?] "Nothing is a bad memory. It's a good memory, but it's not the final answer. So actually, HBM will not solve the memory-wall problem. Memory-wall problem is an inherent AI problem, which you cannot avoid." "So we try our best to provide higher bandwidth with this memory, with HBM technology even though it has some limitation, as Pat already mentioned, with thermal, IOs, cost, a lot of stuff. "But that's the only thing we got right now to help ease this memory-wall problem, memory-bottleneck problem. But at the same time, we are working in different directions to solve this memory-wall problem with different solutions."

Fireside Alpha

139,128 views • 6 days ago

CLAUDE CODE IS NOW FREE AND YOU CAN BUILD AN ENTIRE AI CODING SYSTEM WITH 1M CONTEXT, AGENT OS AND OBSIDIAN MEMORY WITHOUT PAYING FOR ANY OF IT. The stack gets smarter over time and costs you nothing to run.

CLAUDE CODE IS NOW FREE AND YOU CAN BUILD AN ENTIRE AI CODING SYSTEM WITH 1M CONTEXT, AGENT OS AND OBSIDIAN MEMORY WITHOUT PAYING FOR ANY OF IT. The stack gets smarter over time and costs you nothing to run.

0xMarioNawfal

51,201 views • 1 month ago

From Scene One to Every Ending With You Trailer of New 5-Star Interactive Memory Series [Once Upon a Frame] Released! 🎞️Follow Love and Deepspace and Repost for a chance to win $50 (5 winners)! 🎞️Event Duration: From 05:00 on Jun. 17 to 04:59 on Jul. 2 (Server Time) You can select three out of the five event-limited 5-Star Memories: [Xavier: Runaway Hearts], [Zayne: Dawn and Devotion], [Rafayel: Sunset on Canvas], [Sylus: Finale Undone], and [Caleb: Up Close]. The drop rate of the 3 Memories you selected will be significantly increased. Each time you obtain a 5-Star Memory, there's a 75% chance it will be one of the three Memories you selected. *Notes: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The Wish event features Precise Wish and a pity system. For more details, please check the in-game rule page. 🎞️Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim various rewards: Universal Hat [Unspoken Lines], Deepspace Wish: Limited*20, His [Memory-Themed Outfits], selectable [Event-Limited 5-Star Memory], and more. *The cumulative rewards are only available during this wish event. 🎞️Limited-Time Memory Growth Bonus During the event, by completing the growth tasks of the event-limited 5-Star Memories, you can claim various Upgrade and Ascension Materials. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. *More content will be released with the version update. Please stay tuned! ——— 🪐Official Discord: 🪐Download and Log in Now: #LoveandDeepspace #OnceUponaFrame

From Scene One to Every Ending With You Trailer of New 5-Star Interactive Memory Series [Once Upon a Frame] Released! 🎞️Follow Love and Deepspace and Repost for a chance to win $50 (5 winners)! 🎞️Event Duration: From 05:00 on Jun. 17 to 04:59 on Jul. 2 (Server Time) You can select three out of the five event-limited 5-Star Memories: [Xavier: Runaway Hearts], [Zayne: Dawn and Devotion], [Rafayel: Sunset on Canvas], [Sylus: Finale Undone], and [Caleb: Up Close]. The drop rate of the 3 Memories you selected will be significantly increased. Each time you obtain a 5-Star Memory, there's a 75% chance it will be one of the three Memories you selected. Notes: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The Wish event features Precise Wish and a pity system. For more details, please check the in-game rule page. 🎞️Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim various rewards: Universal Hat [Unspoken Lines], Deepspace Wish: Limited20, His [Memory-Themed Outfits], selectable [Event-Limited 5-Star Memory], and more. The cumulative rewards are only available during this wish event. 🎞️Limited-Time Memory Growth Bonus During the event, by completing the growth tasks of the event-limited 5-Star Memories, you can claim various Upgrade and Ascension Materials. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. More content will be released with the version update. Please stay tuned! ——— 🪐Official Discord: 🪐Download and Log in Now: #LoveandDeepspace #OnceUponaFrame

Love and Deepspace

5,536,479 views • 1 month ago

Love and Deepspace | New 5-Star Interactive Memory📼 [Rafayel: Wisteria Waltz] Under the gentle blossoms of wisteria hanging, he invites you to paint a story swaying with tender thoughts. The flower language holds your feelings. And in soft murmurs, you trade the same lingering longing that curls quietly around both hearts. "In this story, the wisteria represents… Our precious moment." 📼Spring and Flowers Event Duration: 05:00, Apr. 30 - 04:59, May 18 (Server Time) You can select three out of the five event-limited 5-Star Memories: [Xavier: Inflorescence Imprints], [Zayne: Fragrant Possession], [Rafayel: Wisteria Waltz], [Sylus: Valleydream Bloom], and [Caleb: Floating Floraletter]. The drop rate of the 3 Memories you selected will be significantly increased. Each time you obtain a 5-Star Memory, there's a 75% chance it will be one of the three Memories you selected. *Notes: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The Wish event features Precise Wish and a pity system. You can check more details in upcoming event announcements. 📼Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim rewards: Universal Headwear [Overbloom], [Deepspace Wish: Limited*20], His [Memory-Themed Outfits], selectable [Event-Limited 5-Star Memory] and more. *The cumulative rewards are only available during this wish event. 📼Limited-Time Memory Growth Bonus During the event, by completing the growth tasks of the event-limited 5-Star Memories, you can claim various Upgrade and Ascension Materials. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. #LoveandDeepspace #SpringandFlowers #Rafayel

Love and Deepspace | New 5-Star Interactive Memory📼 [Rafayel: Wisteria Waltz] Under the gentle blossoms of wisteria hanging, he invites you to paint a story swaying with tender thoughts. The flower language holds your feelings. And in soft murmurs, you trade the same lingering longing that curls quietly around both hearts. "In this story, the wisteria represents… Our precious moment." 📼Spring and Flowers Event Duration: 05:00, Apr. 30 - 04:59, May 18 (Server Time) You can select three out of the five event-limited 5-Star Memories: [Xavier: Inflorescence Imprints], [Zayne: Fragrant Possession], [Rafayel: Wisteria Waltz], [Sylus: Valleydream Bloom], and [Caleb: Floating Floraletter]. The drop rate of the 3 Memories you selected will be significantly increased. Each time you obtain a 5-Star Memory, there's a 75% chance it will be one of the three Memories you selected. Notes: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The Wish event features Precise Wish and a pity system. You can check more details in upcoming event announcements. 📼Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim rewards: Universal Headwear [Overbloom], [Deepspace Wish: Limited20], His [Memory-Themed Outfits], selectable [Event-Limited 5-Star Memory] and more. *The cumulative rewards are only available during this wish event. 📼Limited-Time Memory Growth Bonus During the event, by completing the growth tasks of the event-limited 5-Star Memories, you can claim various Upgrade and Ascension Materials. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. #LoveandDeepspace #SpringandFlowers #Rafayel

Love and Deepspace

879,591 views • 1 year ago

"The world falls, we fall together." Trailer of New 5-Star Memory Series [Tomorrow's Catch-22] Released! 💫Follow Love and Deepspace and Repost for a chance to win $50 (5 winners)! ⚠️Event Duration: 5:00 AM, Feb. 10 - 4:59 AM, Feb. 27 (Server Time) You can select three out of the five event-limited 5-Star Memories, [Xavier: Deluded Fiction], [Zayne: Immediate Disorder], [Rafayel: Extreme Dose], [Sylus: Innocent Birdcage], and [Caleb: Tainted Cuts]. The drop rate of the 3 Memories you selected will be significantly increased. If you obtain a 5-Star Memory in a wish, there's a 75% chance it will be one of the 3 Memories you selected. *Tips: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The wish event features the Precise Wish and a pity system. You can check more details in upcoming event announcements. ⚠️Limited Gift: Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim various rewards: Universal Facial [Silverblade Rhapsody], [Deepspace Wish: Limited ×20], His [Memory-Themed Outfits], Limited Gift [Memory-Themed Hairstyle], and selectable Event-Limited 5-Star Memory. *The cumulative rewards are only available during this Wish event. ⚠️Limited-Time Memory Growth Bonus During the event, you can claim various Upgrade and Ascension Materials by completing the growth tasks. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. ⚠️Special: Memory-Themed Outfit Bonus Each Original or Special-Colored Outfit Set includes a Memory-Themed Outfit and Facial. All can be used separately. *More content will be released with the version update. Please stay tuned! #LoveandDeepspace

"The world falls, we fall together." Trailer of New 5-Star Memory Series [Tomorrow's Catch-22] Released! 💫Follow Love and Deepspace and Repost for a chance to win $50 (5 winners)! ⚠️Event Duration: 5:00 AM, Feb. 10 - 4:59 AM, Feb. 27 (Server Time) You can select three out of the five event-limited 5-Star Memories, [Xavier: Deluded Fiction], [Zayne: Immediate Disorder], [Rafayel: Extreme Dose], [Sylus: Innocent Birdcage], and [Caleb: Tainted Cuts]. The drop rate of the 3 Memories you selected will be significantly increased. If you obtain a 5-Star Memory in a wish, there's a 75% chance it will be one of the 3 Memories you selected. Tips: 1. During the event, you can change your selected Memories at any time. If you obtain a 5-Star Memory in a wish, there's a 25% chance that it will be an unselected Memory or a permanent 5-Star Memory. 2. After the event ends, the five event-limited Memories will not be obtainable through other means and will not enter the permanent Wish Pool: Xspace Echo. 3. The wish event features the Precise Wish and a pity system. You can check more details in upcoming event announcements. ⚠️Limited Gift: Cumulative Wish Rewards During the event, after making a certain number of Wishes, you can claim various rewards: Universal Facial [Silverblade Rhapsody], [Deepspace Wish: Limited ×20], His [Memory-Themed Outfits], Limited Gift [Memory-Themed Hairstyle], and selectable Event-Limited 5-Star Memory. The cumulative rewards are only available during this Wish event. ⚠️Limited-Time Memory Growth Bonus During the event, you can claim various Upgrade and Ascension Materials by completing the growth tasks. When the event-limited Memories reach Rank 1, you can claim the [Special-Colored Memory-Themed Outfit] for the corresponding love interest. ⚠️Special: Memory-Themed Outfit Bonus Each Original or Special-Colored Outfit Set includes a Memory-Themed Outfit and Facial. All can be used separately. *More content will be released with the version update. Please stay tuned! #LoveandDeepspace

Love and Deepspace

7,374,071 views • 1 year ago

New course: Agent Memory: Building Memory-Aware Agents, built in partnership with Oracle and taught by Richmond Alake and Nacho Martínez. Many agents work well within a single session but their memory resets once the session ends. Consider a research agent working on dozens of papers across multiple days: without memory, it has no way to store and retrieve what it learned across sessions. This short course teaches you to build a memory system that enables agents to persist memory and thereby learn across sessions. You'll design a Memory Manager that handles different memory types, implement semantic tool retrieval that scales without bloating the context, and build write-back pipelines that let your agent autonomously update and refine what it knows over time. Skills you'll gain: - Build persistent memory stores for different agent memory types - Implement a Memory Manager that orchestrates how your agent reads, writes, and retrieves memory - Treat tools as procedural memory and retrieve only relevant ones at inference time using semantic search Join and learn to build agents that remember and improve over time!

New course: Agent Memory: Building Memory-Aware Agents, built in partnership with Oracle and taught by Richmond Alake and Nacho Martínez. Many agents work well within a single session but their memory resets once the session ends. Consider a research agent working on dozens of papers across multiple days: without memory, it has no way to store and retrieve what it learned across sessions. This short course teaches you to build a memory system that enables agents to persist memory and thereby learn across sessions. You'll design a Memory Manager that handles different memory types, implement semantic tool retrieval that scales without bloating the context, and build write-back pipelines that let your agent autonomously update and refine what it knows over time. Skills you'll gain: - Build persistent memory stores for different agent memory types - Implement a Memory Manager that orchestrates how your agent reads, writes, and retrieves memory - Treat tools as procedural memory and retrieve only relevant ones at inference time using semantic search Join and learn to build agents that remember and improve over time!

Andrew Ng

160,148 views • 4 months ago

"In a world that's changing so quickly, the biggest risk you can take is not taking any risk." we're hiring the world's best AI researchers to build AI visual memories it's time to take the risk, and we'll pay $2M+

"In a world that's changing so quickly, the biggest risk you can take is not taking any risk." we're hiring the world's best AI researchers to build AI visual memories it's time to take the risk, and we'll pay $2M+

Shawn Shen

249,792 views • 11 months ago