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⚡🤖 AI-generated visualization of an async e-motor — created only with prompts 💬 No manual modeling. Just ideas ➝ prompts ➝ physics visualization 🧲⚙️ AI turning words into engineering visuals 🔄⚡ #AI #PromptEngineering #ElectricMotor #Engineering #Simulation #Tech

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22,560 次观看 • 6 个月前 •via X (Twitter)

科学技术 #AI #PromptEngineering #ElectricMotor #Engineering #Simulation #Tech

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CONTEXT ENGINEERING > PROMPT ENGINEERING Everyone is obsessed with writing better prompts. The next generation of AI builders is focused on context engineering instead. • Prompt engineering shapes the question. Context engineering shapes everything the AI sees. • Great prompts can't save an agent missing critical context, memory, or tools. • AI failures often come from missing information, not weak models. • Context engineering combines prompts, memory, RAG, state management, and tool access into one system. What powers effective AI agents? → Memory: Remembers preferences, past interactions, and ongoing tasks. → State Management: Tracks progress across multi-step workflows. → RAG: Retrieves only the most relevant information when needed. → Tools: Connects AI to APIs, databases, code execution, and real-world actions. → Dynamic Prompts: Enriches instructions with live context at runtime. The key insight: Prompt Engineering = Better Questions Context Engineering = Better Systems The future of AI isn't building smarter prompts. It's building smarter environments for AI to think, remember, retrieve, and act.

CONTEXT ENGINEERING > PROMPT ENGINEERING Everyone is obsessed with writing better prompts. The next generation of AI builders is focused on context engineering instead. • Prompt engineering shapes the question. Context engineering shapes everything the AI sees. • Great prompts can't save an agent missing critical context, memory, or tools. • AI failures often come from missing information, not weak models. • Context engineering combines prompts, memory, RAG, state management, and tool access into one system. What powers effective AI agents? → Memory: Remembers preferences, past interactions, and ongoing tasks. → State Management: Tracks progress across multi-step workflows. → RAG: Retrieves only the most relevant information when needed. → Tools: Connects AI to APIs, databases, code execution, and real-world actions. → Dynamic Prompts: Enriches instructions with live context at runtime. The key insight: Prompt Engineering = Better Questions Context Engineering = Better Systems The future of AI isn't building smarter prompts. It's building smarter environments for AI to think, remember, retrieve, and act.

Dami-Defi

10,127 次观看 • 2 个月前

Just used to generate a fully functional model & animation of the ATP synthase (a key enzyme) in action: rotor, membrane, labeled components... Built in Blender by Manus, straight from my (natural language) prompts. Now imagine teachers… or students asking an AI for a real-time animated view of their lesson: biology, physics, medicine, engineering, math, etc. This is happening.

Just used to generate a fully functional model & animation of the ATP synthase (a key enzyme) in action: rotor, membrane, labeled components... Built in Blender by Manus, straight from my (natural language) prompts. Now imagine teachers… or students asking an AI for a real-time animated view of their lesson: biology, physics, medicine, engineering, math, etc. This is happening.

Emm | scenario.com

50,236 次观看 • 1 年前

Google just released a free 1-hour lecture from Chief Scientist Jeff Dean on full AI Engineering. How to go from one LLM to coordinating 100 AI agents: 01:45 - Build an LLM from scratch 17:22 - Learn how to actually use AI models 30:03 - Master prompt engineering 52:35 - Coordinate 100 agents as one human Most people are still learning how to prompt one model. Jeff Dean is showing the full stack: LLMs → Prompts → Agents → Agent Teams → Graphs Prompting is the old workflow. Coordinating agent systems is the new one. This is 27 years of Google AI compressed into one hour. Bookmark and watch it today Then read the full Graph Engineering guide below ↓

Google just released a free 1-hour lecture from Chief Scientist Jeff Dean on full AI Engineering. How to go from one LLM to coordinating 100 AI agents: 01:45 - Build an LLM from scratch 17:22 - Learn how to actually use AI models 30:03 - Master prompt engineering 52:35 - Coordinate 100 agents as one human Most people are still learning how to prompt one model. Jeff Dean is showing the full stack: LLMs → Prompts → Agents → Agent Teams → Graphs Prompting is the old workflow. Coordinating agent systems is the new one. This is 27 years of Google AI compressed into one hour. Bookmark and watch it today Then read the full Graph Engineering guide below ↓

Lunar

102,011 次观看 • 1 个月前

instead of watching 2 hours of Netflix tonight, watch this 1 hour Google course on AI engineering a Google engineer walks you through building AI agents like Grok Bot from scratch, step by step useful whether you've never touched AI in your life or have been building with it every day i took the key ideas and turned them into a practical guide on how to actually build a system that improves itself watch it, then read the guide below, with ready-to-copy prompts

instead of watching 2 hours of Netflix tonight, watch this 1 hour Google course on AI engineering a Google engineer walks you through building AI agents like Grok Bot from scratch, step by step useful whether you've never touched AI in your life or have been building with it every day i took the key ideas and turned them into a practical guide on how to actually build a system that improves itself watch it, then read the guide below, with ready-to-copy prompts

Anatoli Kopadze

49,958 次观看 • 11 天前

Designed this site in Fable 5 with just a few prompts. And no, this is not a lame post where I attach my actual (not AI) work on an AI post to get views by making fun of a launch. This is actually Fable 5, as you can clearly see (with some of the elements that scream AI generated). But man is it doing a great job!

Designed this site in Fable 5 with just a few prompts. And no, this is not a lame post where I attach my actual (not AI) work on an AI post to get views by making fun of a launch. This is actually Fable 5, as you can clearly see (with some of the elements that scream AI generated). But man is it doing a great job!

Asaad Mahmood - The Small Square

107,162 次观看 • 3 个月前

Google just released a free 1-hour lecture from Chief Scientist Jeff Dean on full AI Engineering. How to go from one LLM to coordinating 100 AI agents: 0% → 01:45 - build an LLM from scratch 30% → 17:22 - learn how to actually use AI models 60% → 30:03 - master prompt engineering 100% → 52:35 - coordinate 100 agents as one human Most people are still learning how to prompt a single model. Jeff Dean is showing the entire stack: LLMs → Prompts → Agents → Agent Teams → Graphs Prompting is the old workflow. Coordinating entire agent systems is the next one. This is 27 years of Google AI compressed into a single hour. Bookmark it and watch today. Then read the full Graph Engineering guide below ↓

Google just released a free 1-hour lecture from Chief Scientist Jeff Dean on full AI Engineering. How to go from one LLM to coordinating 100 AI agents: 0% → 01:45 - build an LLM from scratch 30% → 17:22 - learn how to actually use AI models 60% → 30:03 - master prompt engineering 100% → 52:35 - coordinate 100 agents as one human Most people are still learning how to prompt a single model. Jeff Dean is showing the entire stack: LLMs → Prompts → Agents → Agent Teams → Graphs Prompting is the old workflow. Coordinating entire agent systems is the next one. This is 27 years of Google AI compressed into a single hour. Bookmark it and watch today. Then read the full Graph Engineering guide below ↓

Lunar

24,107 次观看 • 10 天前

Ex-Google engineer just compressed the shift from AI agents to "graphs" and "loops" into one 2h47m lecture: • 00:00 - understanding the different layers of AI memory • 30:00 - moving from simple LLM calls to AI agents • 50:00 - why agent systems are becoming a graph engineering problem • 1:12:00 - connecting context, tools and agent state • 1:24:00 - building a minimal agent harness from scratch • 1:46:00 - breaking down the architecture behind Hermes Agent • 2:08:00 - turning agent concepts into working systems 167-minute deep dive, and one of the clearest ways to understand how AI engineering is moving beyond prompts The progression: Prompt → Context → Memory → Agent → Loop → Graph → Agent Harness Watch it today, then read the full roadmap below

Ex-Google engineer just compressed the shift from AI agents to "graphs" and "loops" into one 2h47m lecture: • 00:00 - understanding the different layers of AI memory • 30:00 - moving from simple LLM calls to AI agents • 50:00 - why agent systems are becoming a graph engineering problem • 1:12:00 - connecting context, tools and agent state • 1:24:00 - building a minimal agent harness from scratch • 1:46:00 - breaking down the architecture behind Hermes Agent • 2:08:00 - turning agent concepts into working systems 167-minute deep dive, and one of the clearest ways to understand how AI engineering is moving beyond prompts The progression: Prompt → Context → Memory → Agent → Loop → Graph → Agent Harness Watch it today, then read the full roadmap below

Morlex

51,503 次观看 • 26 天前

MOVIES MADE BY AI? WE’RE BASICALLY THERE NOW Every shot in The Heist was created with Google Veo 2’s text-to-video AI. No cameras. No sets. Just words turned into film. Jason Zada handled the sound, editing, and music, but the visuals? Pure AI. We’re on the brink of AI-made movies becoming the norm. Think about it—storyboards to screen without ever picking up a camera. Hollywood, you nervous yet? Source: Jason Zada

MOVIES MADE BY AI? WE’RE BASICALLY THERE NOW Every shot in The Heist was created with Google Veo 2’s text-to-video AI. No cameras. No sets. Just words turned into film. Jason Zada handled the sound, editing, and music, but the visuals? Pure AI. We’re on the brink of AI-made movies becoming the norm. Think about it—storyboards to screen without ever picking up a camera. Hollywood, you nervous yet? Source: Jason Zada

Mario Nawfal

6,962,408 次观看 • 1 年前

$(1/2) Just in time for back to school: the power of agentic coding has landed in Search. Anyone can now create custom tools and simulations to visualize different topics. One cool example: I asked AI Mode “make an interactive 3D fractal Mandelbulb visual I can zoom into” and it coded and rendered this visualization, right in Search & on the fly. Available globally in English (free of charge). Try it by asking AI Mode to create a simulation for whatever’s on your mind. Plus, we’ve started to roll out these interactive visuals in AI Overviews. lmk what you create!$

(1/2) Just in time for back to school: the power of agentic coding has landed in Search. Anyone can now create custom tools and simulations to visualize different topics. One cool example: I asked AI Mode “make an interactive 3D fractal Mandelbulb visual I can zoom into” and it coded and rendered this visualization, right in Search & on the fly. Available globally in English (free of charge). Try it by asking AI Mode to create a simulation for whatever’s on your mind. Plus, we’ve started to roll out these interactive visuals in AI Overviews. lmk what you create!

Robby Stein

44,320 次观看 • 23 天前

This is crazy 🤯 I built an app in 10 minutes I built the distribution in 5 minutes Literally created a beautiful APP w functional navigation in 2-3 prompts And then Cooked up and AI reel to promote my new app in literally 5 minutes, Using Arcads I used to think AI UGC was cooked but.. The quality of these AI reels is insane. You can literally mass produce the reel format and post 30-60 reels/mo (then if any video gets above 5k views organically , throw it on ads) and you are on the money. im 100% serious Me and Mau have an app doing $1,000/day with just 4 winning UGC videos running on spark ads But now you can save time and money by having your UGC generated with AI We are living in the ERA of prompts a few prompts, can change your life

This is crazy 🤯 I built an app in 10 minutes I built the distribution in 5 minutes Literally created a beautiful APP w functional navigation in 2-3 prompts And then Cooked up and AI reel to promote my new app in literally 5 minutes, Using Arcads I used to think AI UGC was cooked but.. The quality of these AI reels is insane. You can literally mass produce the reel format and post 30-60 reels/mo (then if any video gets above 5k views organically , throw it on ads) and you are on the money. im 100% serious Me and Mau have an app doing $1,000/day with just 4 winning UGC videos running on spark ads But now you can save time and money by having your UGC generated with AI We are living in the ERA of prompts a few prompts, can change your life

Ernesto Lopez

50,060 次观看 • 8 个月前

Instead of watching 1 hour of Netflix today, watch this Stanford lecture by ex-GoogleBrain & OpenAI engineers. This is the best explanation of how LLMs like ChatGPT & Claude actually work, and how to unlock 100% of their potential. Worth watching whether you're a senior AI engineer or just taking your first steps in AI. I took the key ideas and turned them into a practical guide for getting 100% out of AI. You can find it below with ready-to-copy prompts and solutions. 🔖 Save this for when you have an uninterrupted hour. 💬 What's the most valuable AI lecture you've watched recently? Follow Vipul Kumar Kewat for practical AI workflows, Claude tips, and developer insights.

Instead of watching 1 hour of Netflix today, watch this Stanford lecture by ex-GoogleBrain & OpenAI engineers. This is the best explanation of how LLMs like ChatGPT & Claude actually work, and how to unlock 100% of their potential. Worth watching whether you're a senior AI engineer or just taking your first steps in AI. I took the key ideas and turned them into a practical guide for getting 100% out of AI. You can find it below with ready-to-copy prompts and solutions. 🔖 Save this for when you have an uninterrupted hour. 💬 What's the most valuable AI lecture you've watched recently? Follow Vipul Kumar Kewat for practical AI workflows, Claude tips, and developer insights.

Vipul Kumar Kewat

25,073 次观看 • 7 天前

THE FASTEST ROBOT IN THE FACTORY? 🌍 Everyone is talking about AI, humanoids and robotics. 🤖 But what if I told you that one of the fastest and most reliable “automation systems” doesn’t have a motor… doesn’t need software… and doesn’t consume electricity? ⚡ It simply uses gravity. ⬇️ With clever mechanical engineering, products can be rotated from vertical to horizontal in milliseconds—at high speed and with exceptional reliability. ⚙️🚀 Sometimes the best automation isn’t adding more technology. It’s removing it. What’s more valuable in industrial automation today? A) Smarter mechanics B) Smarter software 👇 Comment A or B. #Automation #MechanicalEngineering #IndustrialAutomation #Engineering #Manufacturing

THE FASTEST ROBOT IN THE FACTORY? 🌍 Everyone is talking about AI, humanoids and robotics. 🤖 But what if I told you that one of the fastest and most reliable “automation systems” doesn’t have a motor… doesn’t need software… and doesn’t consume electricity? ⚡ It simply uses gravity. ⬇️ With clever mechanical engineering, products can be rotated from vertical to horizontal in milliseconds—at high speed and with exceptional reliability. ⚙️🚀 Sometimes the best automation isn’t adding more technology. It’s removing it. What’s more valuable in industrial automation today? A) Smarter mechanics B) Smarter software 👇 Comment A or B. #Automation #MechanicalEngineering #IndustrialAutomation #Engineering #Manufacturing

Advanced humanoid forum

2,991,240 次观看 • 1 个月前

From siloed AI to collective intelligence 🤝 Collaboration doesn’t have to mean juggling threads, scattered comments, and endless handoffs. With Manus Collaboration, your whole team can prompt the same task in a shared space: 🖼️ One shared canvas : Everyone contributes directly, no silos. 💡 Collective intelligence : Ideas compound as teammates build on each other’s prompts. 🔄 Always in sync : One space, one version, everyone sees it evolve together. ⚡ Seamless handoffs : Start a prompt, add a teammate, and keep the work flowing. With Manus, AI doesn’t replace collaboration, it multiplies it

From siloed AI to collective intelligence 🤝 Collaboration doesn’t have to mean juggling threads, scattered comments, and endless handoffs. With Manus Collaboration, your whole team can prompt the same task in a shared space: 🖼️ One shared canvas : Everyone contributes directly, no silos. 💡 Collective intelligence : Ideas compound as teammates build on each other’s prompts. 🔄 Always in sync : One space, one version, everyone sees it evolve together. ⚡ Seamless handoffs : Start a prompt, add a teammate, and keep the work flowing. With Manus, AI doesn’t replace collaboration, it multiplies it

Manus

37,385 次观看 • 1 年前

An AI-based social media app is coming. Kristen Garcia Dumont (ex-Machine Zone CEO) has founded a new social media app called BeFake, to redefine social media. The app lets users snap fantasy versions of themselves using AI-generated images. More details: -It allows users to express creativity beyond just selfies by submitting text prompts to generate visuals. -CEO Kristen Garcia Dumont sees it as more authentic self-expression versus the pressure of real pictures. -The most creative faux identities gain traction in the app's community, with users able to share images from prompts and react to their favorites. The founder of BeFake is no joke, with some of the top-grossing mobile games globally under her belt. I'll be watching this app closely as it might play a pivotal role in the widespread integration of AI into social media. What do you think?

An AI-based social media app is coming. Kristen Garcia Dumont (ex-Machine Zone CEO) has founded a new social media app called BeFake, to redefine social media. The app lets users snap fantasy versions of themselves using AI-generated images. More details: -It allows users to express creativity beyond just selfies by submitting text prompts to generate visuals. -CEO Kristen Garcia Dumont sees it as more authentic self-expression versus the pressure of real pictures. -The most creative faux identities gain traction in the app's community, with users able to share images from prompts and react to their favorites. The founder of BeFake is no joke, with some of the top-grossing mobile games globally under her belt. I'll be watching this app closely as it might play a pivotal role in the widespread integration of AI into social media. What do you think?

Rowan Cheung

349,660 次观看 • 3 年前

What if you could build an AI World like this in just 5 minutes? ⚡️🌎 Our intern built this Roblox Castle Scene in under an hour using NeuralAI, starting with a map template and generating props, food, trees, a character, and even an animal to bring it to life. The result? A fully AI-enhanced scene full of charm, detail, and creativity. But here's the real shift: That took about an hour using $NEURAL assets. With World Engine, you'll soon be able to create entire AI-powered worlds like this in just 5 minutes using natural language prompts. No complex tools. No dev skills. Just ideas brought to life instantly. World Engine is coming. Get ready.

What if you could build an AI World like this in just 5 minutes? ⚡️🌎 Our intern built this Roblox Castle Scene in under an hour using NeuralAI, starting with a map template and generating props, food, trees, a character, and even an animal to bring it to life. The result? A fully AI-enhanced scene full of charm, detail, and creativity. But here's the real shift: That took about an hour using $NEURAL assets. With World Engine, you'll soon be able to create entire AI-powered worlds like this in just 5 minutes using natural language prompts. No complex tools. No dev skills. Just ideas brought to life instantly. World Engine is coming. Get ready.

NeuralAI

56,162 次观看 • 1 年前

How Can AI Dreams Turn Into Profitable Realities? MyShell is revolutionizing the AI landscape by transforming abstract algorithms into revenue-generating, data-driven assets. We're not just creating AI; we're engineering a new class of digital utilities backed by real-world performance metrics and innovative tokenization. We're flipping the script on the creator economy. With our upcoming new feature, every AI agent creator transforms into a digital startup founder. Our community-driven philosophy is the bedrock of an ecosystem where talent flourishes and innovation transmutes into tangible value. We're not just building tools; we're cultivating a digital renaissance. While others chase fleeting trends, we're architecting the future with laser focus. Our vision is a sustainable AI economy built on strategic planning and an unwavering commitment to product-market fit. Whether you're crafting the next game-changing utility agent or the hottest AI meme, MyShell is your launchpad to the stars. We provide the rocket fuel—tools, users, and sponsors—you bring the stellar ideas. Ready to launch your digital brainchild into the AI stratosphere?

How Can AI Dreams Turn Into Profitable Realities? MyShell is revolutionizing the AI landscape by transforming abstract algorithms into revenue-generating, data-driven assets. We're not just creating AI; we're engineering a new class of digital utilities backed by real-world performance metrics and innovative tokenization. We're flipping the script on the creator economy. With our upcoming new feature, every AI agent creator transforms into a digital startup founder. Our community-driven philosophy is the bedrock of an ecosystem where talent flourishes and innovation transmutes into tangible value. We're not just building tools; we're cultivating a digital renaissance. While others chase fleeting trends, we're architecting the future with laser focus. Our vision is a sustainable AI economy built on strategic planning and an unwavering commitment to product-market fit. Whether you're crafting the next game-changing utility agent or the hottest AI meme, MyShell is your launchpad to the stars. We provide the rocket fuel—tools, users, and sponsors—you bring the stellar ideas. Ready to launch your digital brainchild into the AI stratosphere?

MyShell.AI

77,173 次观看 • 1 年前

🚨 Someone claims the first fully AI-written iOS jailbreak has arrived for Root SPTM devices. 💀 According to the project: 🤖 0 lines of human-written code. ⚡ SPTM support was reportedly added in just a few weeks. 🔄 The project was renamed from Dopamine to Relaxin following a request from opa334. 📱 Full root access, Sileo, tweak support, and jailbreak functionality are said to be working on A15–A17 devices. If accurate, this would mark one of the biggest milestones yet for AI-assisted reverse engineering—showing AI agents capable of analyzing and bypassing Apple's SPTM (Secure Page Table Monitor) protections with minimal human intervention. Whether this is the beginning of a new era for jailbreak development remains to be seen, but it's certainly one of the most interesting AI + cybersecurity projects to surface this year.

🚨 Someone claims the first fully AI-written iOS jailbreak has arrived for Root SPTM devices. 💀 According to the project: 🤖 0 lines of human-written code. ⚡ SPTM support was reportedly added in just a few weeks. 🔄 The project was renamed from Dopamine to Relaxin following a request from opa334. 📱 Full root access, Sileo, tweak support, and jailbreak functionality are said to be working on A15–A17 devices. If accurate, this would mark one of the biggest milestones yet for AI-assisted reverse engineering—showing AI agents capable of analyzing and bypassing Apple's SPTM (Secure Page Table Monitor) protections with minimal human intervention. Whether this is the beginning of a new era for jailbreak development remains to be seen, but it's certainly one of the most interesting AI + cybersecurity projects to surface this year.

QCXINT

18,646 次观看 • 1 个月前

No, this is NOT another episode of The Last of Us. It is FULLY generated with AI! This is Luma #Ray2 🚀 ⚡️Presenting "RUN"⚡️ Having early access to Ray2, this trailer is created entirely with an advanced state-of-the-AI-art text-to-video model by #LumaDreamMachine The quality of shots, visual consistency, camera movement, and precise understanding of the prompts make it a perfect fit for cinematic action! Welcome to the new era of AI filmmaking. 2025 is gonna be awesome! Thanks to the amazing Luma Team for this fantastic new tool! Kiri David "Navi" Romero tuhin Dan Kondratyuk amit Theo Panagiotopoulos Samarth Sinha Jiaming Song @alexyu00 Andrew Prifer Anjney Midha & all!

No, this is NOT another episode of The Last of Us. It is FULLY generated with AI! This is Luma #Ray2 🚀 ⚡️Presenting "RUN"⚡️ Having early access to Ray2, this trailer is created entirely with an advanced state-of-the-AI-art text-to-video model by #LumaDreamMachine The quality of shots, visual consistency, camera movement, and precise understanding of the prompts make it a perfect fit for cinematic action! Welcome to the new era of AI filmmaking. 2025 is gonna be awesome! Thanks to the amazing Luma Team for this fantastic new tool! Kiri David "Navi" Romero tuhin Dan Kondratyuk amit Theo Panagiotopoulos Samarth Sinha Jiaming Song @alexyu00 Andrew Prifer Anjney Midha & all!

Digital da Vincis

18,862 次观看 • 1 年前