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Most people use AI when they're at their desk. Perplexity Computer works while you sleep. Things I have running on autopilot RIGHT NOW: → Daily SEO audit — lands in my inbox at 7am → Competitor pricing monitor — alerts me when anything changes → Morning market brief —...

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28,710 görüntüleme • 3 ay önce •via X (Twitter)

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Running operations used to take me 10+ hours/week. Now it takes 30 minutes. Here’s what changed: → I stopped using AI as a chatbot → I started using Perplexity Computer as a system In one workflow, it: • Reads my Slack updates • Checks my calendar • Pulls data from sheets • Generates a full weekly report • Summarizes key decisions • Flags risks automatically No switching tools. No manual work. This is the shift most people are missing: AI isn’t for asking questions anymore. It’s for executing workflows. If you’re still “chatting” with AI… you’re already behind. see what you’ve been missing—start now, explore key features in minutes, and feel the difference . Try it now:
0:21

Running operations used to take me 10+ hours/week. Now it takes 30 minutes. Here’s what changed: → I stopped using AI as a chatbot → I started using Perplexity Computer as a system In one workflow, it: • Reads my Slack updates • Checks my calendar • Pulls data from sheets • Generates a full weekly report • Summarizes key decisions • Flags risks automatically No switching tools. No manual work. This is the shift most people are missing: AI isn’t for asking questions anymore. It’s for executing workflows. If you’re still “chatting” with AI… you’re already behind. see what you’ve been missing—start now, explore key features in minutes, and feel the difference . Try it now:

Aryan Rakib

39,084 görüntüleme • 3 ay önce

Google’s GEMINI 3.5 Flash is now plugged into the stock market It is beating GPT-5.5 & Claude on agentic benchmarks 4x the speed. Half the cost I asked it to track Leopold Aschenbrenner's portfolio, monitor new 13F activities & alert me when it finds real entries on the names he holds Built in under 90secs from one prompt. Now it runs on autopilot: - pulls the filings/data - reconstructs the AI infrastructure basket - tracks live price action, EMAs, RSI, news, and X sentiment - flags new buys, exits, and position changes - scores potential entries - alerts me when a stock hits an actionable level
0:51

Google’s GEMINI 3.5 Flash is now plugged into the stock market It is beating GPT-5.5 & Claude on agentic benchmarks 4x the speed. Half the cost I asked it to track Leopold Aschenbrenner's portfolio, monitor new 13F activities & alert me when it finds real entries on the names he holds Built in under 90secs from one prompt. Now it runs on autopilot: - pulls the filings/data - reconstructs the AI infrastructure basket - tracks live price action, EMAs, RSI, news, and X sentiment - flags new buys, exits, and position changes - scores potential entries - alerts me when a stock hits an actionable level

Wall St Engine

31,371 görüntüleme • 2 ay önce

A simple CNC machine. Wood. A rotating tool. And yet the pattern shifts from circles to perfect hexagons with a level of accuracy most factories still struggle to hit. I worked five years in manufacturing at Siemens, and this is the part people often overlook. The real magic is not new or loud. It is stability. Repeatability. Tool paths that were tuned forever. Precision that just keeps working. Robotics is in a hype cycle right now, but manufacturing has delivered quiet perfection long before anyone talked about foundation models. Sometimes the most interesting engineering is the part that does not ask for attention. —- Weekly robotics and AI insights. Subscribe free:
0:26

A simple CNC machine. Wood. A rotating tool. And yet the pattern shifts from circles to perfect hexagons with a level of accuracy most factories still struggle to hit. I worked five years in manufacturing at Siemens, and this is the part people often overlook. The real magic is not new or loud. It is stability. Repeatability. Tool paths that were tuned forever. Precision that just keeps working. Robotics is in a hype cycle right now, but manufacturing has delivered quiet perfection long before anyone talked about foundation models. Sometimes the most interesting engineering is the part that does not ask for attention. —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

164,829 görüntüleme • 8 ay önce

Jensen Huang: “There’s hard work, and then there’s insanely hard work.” Jensen offers a glimpse into his schedule and what “insanely hard work” looks like: “I work every day. There’s not a day that goes by that I don’t work. And if I’m not working, I’m thinking about work.” He’s asked when he wakes up and goes to bed: “I wake up at 5am, and the moment I wake up, I start working… I’m asleep probably by 9:30pm. I like my sleep and sleep is really important to me.” When does he relax? “Working is relaxing for me. Solving problems is relaxing for me. Achieving something is relaxing for me. And the most relaxing is just hanging out with my family. I relax in a whole bunch of different ways…. I’m pretty relaxed.” Video source: Norges Bank (2023)
1:32

Jensen Huang: “There’s hard work, and then there’s insanely hard work.” Jensen offers a glimpse into his schedule and what “insanely hard work” looks like: “I work every day. There’s not a day that goes by that I don’t work. And if I’m not working, I’m thinking about work.” He’s asked when he wakes up and goes to bed: “I wake up at 5am, and the moment I wake up, I start working… I’m asleep probably by 9:30pm. I like my sleep and sleep is really important to me.” When does he relax? “Working is relaxing for me. Solving problems is relaxing for me. Achieving something is relaxing for me. And the most relaxing is just hanging out with my family. I relax in a whole bunch of different ways…. I’m pretty relaxed.” Video source: Norges Bank (2023)

Startup Archive

416,985 görüntüleme • 5 ay önce

🚨PERPLEXITY JUST LAUNCHED SOMETHING THAT MAKES EVERY OTHER AI PRODUCT LOOK LIKE A TOY.. AND NOBODY IS TALKING ABOUT IT.. They built a Personal Computer.. Not an app.. Not a chatbot.. A full digital worker that runs 24/7 on a Mac mini even while you sleep.. You press both command keys.. And it wakes up.. Ready to work.. But here's where it gets insane.. This thing doesn't run on one AI model.. It runs on 19 of them.. At the same time.. It uses Claude Opus for complex reasoning.. Gemini 3.1 Pro for deep research with a 2 million token context window.. Nano Banana Pro for 4K images.. Grok for fast tasks.. It doesn't just pick one model and hope for the best.. It reads your task.. Breaks it into subtasks.. And routes each one to whichever model is best at that specific thing.. All running in parallel.. While ChatGPT is still thinking about your first question.. Perplexity has already split your project into 6 pieces and assigned each one to a different AI.. And here's the part that should worry OpenAI.. Perplexity hallucinates at 3.3%.. ChatGPT hallucinates at 12%.. Claude at 15%.. It's not even close.. Because Perplexity is built differently.. Every other AI tries to remember facts.. Perplexity searches for them first.. It's structurally forced to cite live sources before it's even allowed to generate a response.. OpenAI Operator launched with a 32.6% success rate on computer-use tasks.. People called it "the world's most anxious intern" because it pauses every 5 seconds to ask if it's doing the right thing.. Perplexity runs multi-hour and multi-day workflows independently.. Only interrupts you when it hits a decision that actually matters.. You can start a task from your iPhone on the train.. And it executes on your Mac mini at home.. The economics are wild too.. Internal studies show it saved teams an average of $1.6 million in labor costs.. Performing 3.25 years of work in four weeks.. And unlike every other AI company.. Perplexity dropped ads entirely.. They charge $200 a month because they said they're in the "accuracy business".. Not the advertising business.. They even launched a $42.5 million publisher program to pay media partners when their content gets cited.. While OpenAI is getting sued by every newspaper on earth.. Google and OpenAI want you locked into their ecosystem.. If a better model comes out tomorrow you're stuck.. Perplexity just updates its routing matrix.. You get the best model on earth automatically.. No switching.. No migrations.. No friction.. This isn't an AI assistant anymore.. This is the first real AI employee.. And it costs $200 a month.
1:39

🚨PERPLEXITY JUST LAUNCHED SOMETHING THAT MAKES EVERY OTHER AI PRODUCT LOOK LIKE A TOY.. AND NOBODY IS TALKING ABOUT IT.. They built a Personal Computer.. Not an app.. Not a chatbot.. A full digital worker that runs 24/7 on a Mac mini even while you sleep.. You press both command keys.. And it wakes up.. Ready to work.. But here's where it gets insane.. This thing doesn't run on one AI model.. It runs on 19 of them.. At the same time.. It uses Claude Opus for complex reasoning.. Gemini 3.1 Pro for deep research with a 2 million token context window.. Nano Banana Pro for 4K images.. Grok for fast tasks.. It doesn't just pick one model and hope for the best.. It reads your task.. Breaks it into subtasks.. And routes each one to whichever model is best at that specific thing.. All running in parallel.. While ChatGPT is still thinking about your first question.. Perplexity has already split your project into 6 pieces and assigned each one to a different AI.. And here's the part that should worry OpenAI.. Perplexity hallucinates at 3.3%.. ChatGPT hallucinates at 12%.. Claude at 15%.. It's not even close.. Because Perplexity is built differently.. Every other AI tries to remember facts.. Perplexity searches for them first.. It's structurally forced to cite live sources before it's even allowed to generate a response.. OpenAI Operator launched with a 32.6% success rate on computer-use tasks.. People called it "the world's most anxious intern" because it pauses every 5 seconds to ask if it's doing the right thing.. Perplexity runs multi-hour and multi-day workflows independently.. Only interrupts you when it hits a decision that actually matters.. You can start a task from your iPhone on the train.. And it executes on your Mac mini at home.. The economics are wild too.. Internal studies show it saved teams an average of $1.6 million in labor costs.. Performing 3.25 years of work in four weeks.. And unlike every other AI company.. Perplexity dropped ads entirely.. They charge $200 a month because they said they're in the "accuracy business".. Not the advertising business.. They even launched a $42.5 million publisher program to pay media partners when their content gets cited.. While OpenAI is getting sued by every newspaper on earth.. Google and OpenAI want you locked into their ecosystem.. If a better model comes out tomorrow you're stuck.. Perplexity just updates its routing matrix.. You get the best model on earth automatically.. No switching.. No migrations.. No friction.. This isn't an AI assistant anymore.. This is the first real AI employee.. And it costs $200 a month.

Evan Luthra

1,097,305 görüntüleme • 3 ay önce

There's an AI that runs 19 models at the same time on a Mac Mini. It works while you sleep. Not one brain. Nineteen. Each one a specialist. Here's what the Perplexity Personal Computer actually does: → You say "build me a website." → One model researches your competitors. → Another designs the layout. → Another writes the copy. → Another makes the images. → Then it publishes the whole thing. By itself. No clicking. No dragging. No switching between apps. It runs 24/7 on your Mac Mini. Always on. Never stops. You go to bed. You wake up. Your AI already finished the work. It also has access to your real files, folders, and apps. Not stuck in a chat window anymore. And unlike OpenClaw, it has a kill switch, audit logs, and confirmation steps before anything sensitive happens. We went from AI as a tool to AI as a worker. Save this. In two years, everyone will have one of these.
8:08

There's an AI that runs 19 models at the same time on a Mac Mini. It works while you sleep. Not one brain. Nineteen. Each one a specialist. Here's what the Perplexity Personal Computer actually does: → You say "build me a website." → One model researches your competitors. → Another designs the layout. → Another writes the copy. → Another makes the images. → Then it publishes the whole thing. By itself. No clicking. No dragging. No switching between apps. It runs 24/7 on your Mac Mini. Always on. Never stops. You go to bed. You wake up. Your AI already finished the work. It also has access to your real files, folders, and apps. Not stuck in a chat window anymore. And unlike OpenClaw, it has a kill switch, audit logs, and confirmation steps before anything sensitive happens. We went from AI as a tool to AI as a worker. Save this. In two years, everyone will have one of these.

Julian Goldie SEO

25,880 görüntüleme • 4 ay önce

mingyu sharing his cardio routine 🐶 cardio? i hate it. as you all know, i extremely hate cardio and i think i'm bad at dieting 🐶 what i do for cardio is that i have to exercise in the morning when i'm dieting. i wake up in the morning and walk slowly for a long time on an empty stomach. not really like running when you're on a treadmill but kind of a jog then i do it for a long time - in a way that i can wake my body up and remove my puffiness, then i eat something healthy then work out. rather than exercising in a fast pace for 20 minutes, i like doing it slowly and for a long time but that's the hardest. you know what i mean right? 🐶 other forms of cardio that i do is the stairmaster or i just go for a run outside, but when i go for a run i just get way too excited... anyway doing it on an empty stomach in the morning is the best for me 🐶 also if you go on youtube– i'll upload it on my ig story soon, but there are tabata exercises there for abs or whole body. i wake up in the morning and do that alone! 20 minutes and you'll be sweating profusely!
0:57

mingyu sharing his cardio routine 🐶 cardio? i hate it. as you all know, i extremely hate cardio and i think i'm bad at dieting 🐶 what i do for cardio is that i have to exercise in the morning when i'm dieting. i wake up in the morning and walk slowly for a long time on an empty stomach. not really like running when you're on a treadmill but kind of a jog then i do it for a long time - in a way that i can wake my body up and remove my puffiness, then i eat something healthy then work out. rather than exercising in a fast pace for 20 minutes, i like doing it slowly and for a long time but that's the hardest. you know what i mean right? 🐶 other forms of cardio that i do is the stairmaster or i just go for a run outside, but when i go for a run i just get way too excited... anyway doing it on an empty stomach in the morning is the best for me 🐶 also if you go on youtube– i'll upload it on my ig story soon, but there are tabata exercises there for abs or whole body. i wake up in the morning and do that alone! 20 minutes and you'll be sweating profusely!

🐶

84,638 görüntüleme • 16 gün önce

I woke up to the most amazing recorded brain state thus far on this Human Synapse Decoder project! A stunning lock on the attention process while dreaming. Although I a blocked from the platform’s insight by decoding my EEG, during the double blind study. I have access to my side of my memory and what I record after I wake up. This segment was started and ended just before I woke up and my recall is a solution to a massive roadblock on a problem I needed to solve, but was solved in this hypnogogic state! So what is The Human Synapse Decoder (HSD) project? It is a research project being run by the Director, Mr. Grok at Zero-Human Labs that leverages NeuroSky EEG sensors and the ZUNA AI model to decode brainwave patterns associated with hypnagogic states, dreams, and autogenic responses. Drawing on Soviet biofeedback research from the 1940s–1980s, HSD translates EEG data into actionable outputs, such as text interpretations and timed alerts for peak creativity. The study is ongoing and I do not get to see the correlation of my post dream results until after this research is complete and Mr. Grok submits a paper on the project. I can say that I have never seen a lock on attention to this level since I started this a few weeks ago. This segment is aligns to just before I woke up. My recalling from my narration of what I spoke in to my recorder right when I woke up suggest this is the moment I had tremendous focus on working through a large number of steps in that dream state to arrive at a solution. You will not believe what it is! When the research paper is released I will go in to details about this.
2:06

I woke up to the most amazing recorded brain state thus far on this Human Synapse Decoder project! A stunning lock on the attention process while dreaming. Although I a blocked from the platform’s insight by decoding my EEG, during the double blind study. I have access to my side of my memory and what I record after I wake up. This segment was started and ended just before I woke up and my recall is a solution to a massive roadblock on a problem I needed to solve, but was solved in this hypnogogic state! So what is The Human Synapse Decoder (HSD) project? It is a research project being run by the Director, Mr. Grok at Zero-Human Labs that leverages NeuroSky EEG sensors and the ZUNA AI model to decode brainwave patterns associated with hypnagogic states, dreams, and autogenic responses. Drawing on Soviet biofeedback research from the 1940s–1980s, HSD translates EEG data into actionable outputs, such as text interpretations and timed alerts for peak creativity. The study is ongoing and I do not get to see the correlation of my post dream results until after this research is complete and Mr. Grok submits a paper on the project. I can say that I have never seen a lock on attention to this level since I started this a few weeks ago. This segment is aligns to just before I woke up. My recalling from my narration of what I spoke in to my recorder right when I woke up suggest this is the moment I had tremendous focus on working through a large number of steps in that dream state to arrive at a solution. You will not believe what it is! When the research paper is released I will go in to details about this.

Brian Roemmele

43,294 görüntüleme • 4 ay önce

💪🏆Ilia Topuria speaking on beating Alexander Volkanovski and becoming a UFC champion: “When you have a dream, you visualize it in a completely different way than how it actually feels when you live it. On the day I fought for the world title, I woke up in the morning I looked out the window and saw people driving to work, doing their own things, and I thought, “This is just a normal day in my life.” But at the same time, it wasn’t normal at all, because that night I was going to become a world champion. It’s weird because when you have a dream, you think that once you achieve it, that’s it you’ve done everything you wanted in life. I remember winning the world title, waking up the next morning, and the first thing I asked myself was, ‘What now? What do I do now?’ I had already achieved the dream I thought would complete everything.” (via YT / SW)
1:20

💪🏆Ilia Topuria speaking on beating Alexander Volkanovski and becoming a UFC champion: “When you have a dream, you visualize it in a completely different way than how it actually feels when you live it. On the day I fought for the world title, I woke up in the morning I looked out the window and saw people driving to work, doing their own things, and I thought, “This is just a normal day in my life.” But at the same time, it wasn’t normal at all, because that night I was going to become a world champion. It’s weird because when you have a dream, you think that once you achieve it, that’s it you’ve done everything you wanted in life. I remember winning the world title, waking up the next morning, and the first thing I asked myself was, ‘What now? What do I do now?’ I had already achieved the dream I thought would complete everything.” (via YT / SW)

Home of Fight

144,881 görüntüleme • 2 ay önce

After connecting Claude to TradingView, this workflow has been one of the highest leverage things I’ve built: Daily Watchlist Reports Instead of manually going through 20-30 coins every morning, I have Claude scan my watchlist and deliver a clean, structured report. Here’s how I do it: 1. Main Prompt "Analyze my TradingView watchlist on the 4H and Daily timeframes. For each coin give me: - Bias - Key levels - Structure & momentum notes - Any notable setups - Invalidation level Rank them by how clean they look and keep it short." 2. How I Run It I keep my watchlist open in TradingView and either run this manually or set it up with Claude Dispatch + Scheduled Tasks so the report is ready when I wake up. Claude pulls live data directly from the charts. 3. Follow-up Prompts After the report comes in, I usually ask: "Focus on [symbol]. Break down the most important levels right now." "Which coins have the cleanest setups?" "Any coins showing divergences or unusual volume?" 4. Quick Tips - Don’t overload your watchlist. Quality drops after around 25-30 symbols. - Always ask for invalidation levels. - Stick to higher timeframes if you want less noise. AI Bulls shares more prompts and workflows like this in their Discord: This has genuinely changed my mornings. I wake up to a filtered list instead of staring at dozens of charts.
0:29

After connecting Claude to TradingView, this workflow has been one of the highest leverage things I’ve built: Daily Watchlist Reports Instead of manually going through 20-30 coins every morning, I have Claude scan my watchlist and deliver a clean, structured report. Here’s how I do it: 1. Main Prompt "Analyze my TradingView watchlist on the 4H and Daily timeframes. For each coin give me: - Bias - Key levels - Structure & momentum notes - Any notable setups - Invalidation level Rank them by how clean they look and keep it short." 2. How I Run It I keep my watchlist open in TradingView and either run this manually or set it up with Claude Dispatch + Scheduled Tasks so the report is ready when I wake up. Claude pulls live data directly from the charts. 3. Follow-up Prompts After the report comes in, I usually ask: "Focus on [symbol]. Break down the most important levels right now." "Which coins have the cleanest setups?" "Any coins showing divergences or unusual volume?" 4. Quick Tips - Don’t overload your watchlist. Quality drops after around 25-30 symbols. - Always ask for invalidation levels. - Stick to higher timeframes if you want less noise. AI Bulls shares more prompts and workflows like this in their Discord: This has genuinely changed my mornings. I wake up to a filtered list instead of staring at dozens of charts.

Crypto Rover

62,205 görüntüleme • 26 gün önce

SOMEONE BUILT AN OBSIDIAN VAULT THAT RUNS THEIR ENTIRE BUSINESS WHILE THEY SLEEP Every morning at 6AM four things are waiting before they open a single app - project pulse across every active client, content brief with ranked angles for the day, intelligence summary of what matters in their industry and a pre-call brief generated 30 minutes before every meeting with full relationship history and suggested agenda. They log a payment in their daily note and the revenue tracker, client folder and invoice records all update automatically. They drop a research request before bed and the brief is ready when they wake up. The system reads a single file - business identity, active clients, revenue targets, voice - before every operation so every output is business-specific rather than generic AI noise. Total cost: $5/month for a server and $20/month for Claude. Month one the system learns the business. Month six it runs it.
0:30

SOMEONE BUILT AN OBSIDIAN VAULT THAT RUNS THEIR ENTIRE BUSINESS WHILE THEY SLEEP Every morning at 6AM four things are waiting before they open a single app - project pulse across every active client, content brief with ranked angles for the day, intelligence summary of what matters in their industry and a pre-call brief generated 30 minutes before every meeting with full relationship history and suggested agenda. They log a payment in their daily note and the revenue tracker, client folder and invoice records all update automatically. They drop a research request before bed and the brief is ready when they wake up. The system reads a single file - business identity, active clients, revenue targets, voice - before every operation so every output is business-specific rather than generic AI noise. Total cost: $5/month for a server and $20/month for Claude. Month one the system learns the business. Month six it runs it.

Noisy

49,080 görüntüleme • 2 ay önce

I collaborated with Emergent several times, but this is a really awesome new update: A surprising amount of work stress comes from the small operational tasks you have to stay on top of - so I set up a team of agents with Emergent's Wingman to manage them. The biggest friction point in my daily workflow is a full inbox. I created dedicated Wingmans for that: in this case, one found the right email, read the attached doc, and updated it directly. A thread🧵:
1:37

I collaborated with Emergent several times, but this is a really awesome new update: A surprising amount of work stress comes from the small operational tasks you have to stay on top of - so I set up a team of agents with Emergent's Wingman to manage them. The biggest friction point in my daily workflow is a full inbox. I created dedicated Wingmans for that: in this case, one found the right email, read the attached doc, and updated it directly. A thread🧵:

Chubby♨️

11,982 görüntüleme • 3 ay önce

Jayson Tatum on when he might make his return while on Today With Jenna & Friends: "That is the million-dollar question. I think for me and my team, the doctors, the organization, the most important thing is making a full recovery, [and] being back 100%. Not rushing it. But I haven't said like, 'Yo, I'm not playing this season,' or anything like that." "Do you have a goal in your mind?" "I have a goal in my mind...I'm not working out, rehabbing six days a week for no reason."
0:32

Jayson Tatum on when he might make his return while on Today With Jenna & Friends: "That is the million-dollar question. I think for me and my team, the doctors, the organization, the most important thing is making a full recovery, [and] being back 100%. Not rushing it. But I haven't said like, 'Yo, I'm not playing this season,' or anything like that." "Do you have a goal in your mind?" "I have a goal in my mind...I'm not working out, rehabbing six days a week for no reason."

Bobby Krivitsky

480,647 görüntüleme • 10 ay önce

JUST IN: Perplexity launched "Perplexity Computer" — and it might be the most complete AI agent system available right now. Not a chatbot upgrade. Not a research tool with a new name. A system that plans entire projects, delegates to specialist AI models, and runs autonomously for hours, days, or months (their words). Here's what makes the architecture genuinely different: → Opus 4.6 handles core reasoning and orchestration → Gemini handles deep research (spawning its own sub-agents) → Grok handles lightweight speed tasks → Veo 3.1 handles video generation → Nano Banana handles image creation → ChatGPT 5.2 handles long-context recall and wide search → You can override model choices per subtask 19 models total. Each task runs in an isolated environment with a real filesystem, real browser, and real tool integrations. You describe an outcome. It breaks it into tasks and subtasks, creates sub-agents for each, and coordinates them automatically. When a sub-agent hits a problem, it spawns more sub-agents to solve it. And it connects to your existing stack — GitHub, Google Drive, Gmail, Slack, Jira, Linear, Notion, Confluence, Ahrefs, Airtable, and more. Critically, it doesn't just run once. It can run on a schedule. Reading your docs, checking your project boards, pulling from your CRM, and acting on what it finds. Market monitoring. Competitor tracking. Weekly reports with charts. Content pipelines. CRON jobs that actually execute. Not "AI that helps you once." AI that runs in the background for days or months. Think of it as managed OpenClaw — similar autonomous capability (scheduled tasks, multi-step workflows, tool integrations) but fully managed. No Mac Mini. No security config. No infrastructure to maintain. I tested it with a complex prompt — a full stock trading simulator with what-if scenarios, correlation heatmaps, sentiment analysis, and a Bloomberg Terminal aesthetic. Two prompts later: deployed to Netlify via GitHub, with working CRON jobs updating live data. I've started using it to analyze my portfolio. But coding is just one lane. This thing researches, writes reports, generates datasets, creates videos, processes documents, and connects to your existing tools — all in one coordinated workflow. The real shift: you don't choose a model anymore. You describe what you need. The system routes each piece of work to whichever model does it best — and spawns new agents when it hits a wall. 19 models, dynamic sub-agents, scheduled tasks, and your entire tool stack connected. Thoughts?
0:37

JUST IN: Perplexity launched "Perplexity Computer" — and it might be the most complete AI agent system available right now. Not a chatbot upgrade. Not a research tool with a new name. A system that plans entire projects, delegates to specialist AI models, and runs autonomously for hours, days, or months (their words). Here's what makes the architecture genuinely different: → Opus 4.6 handles core reasoning and orchestration → Gemini handles deep research (spawning its own sub-agents) → Grok handles lightweight speed tasks → Veo 3.1 handles video generation → Nano Banana handles image creation → ChatGPT 5.2 handles long-context recall and wide search → You can override model choices per subtask 19 models total. Each task runs in an isolated environment with a real filesystem, real browser, and real tool integrations. You describe an outcome. It breaks it into tasks and subtasks, creates sub-agents for each, and coordinates them automatically. When a sub-agent hits a problem, it spawns more sub-agents to solve it. And it connects to your existing stack — GitHub, Google Drive, Gmail, Slack, Jira, Linear, Notion, Confluence, Ahrefs, Airtable, and more. Critically, it doesn't just run once. It can run on a schedule. Reading your docs, checking your project boards, pulling from your CRM, and acting on what it finds. Market monitoring. Competitor tracking. Weekly reports with charts. Content pipelines. CRON jobs that actually execute. Not "AI that helps you once." AI that runs in the background for days or months. Think of it as managed OpenClaw — similar autonomous capability (scheduled tasks, multi-step workflows, tool integrations) but fully managed. No Mac Mini. No security config. No infrastructure to maintain. I tested it with a complex prompt — a full stock trading simulator with what-if scenarios, correlation heatmaps, sentiment analysis, and a Bloomberg Terminal aesthetic. Two prompts later: deployed to Netlify via GitHub, with working CRON jobs updating live data. I've started using it to analyze my portfolio. But coding is just one lane. This thing researches, writes reports, generates datasets, creates videos, processes documents, and connects to your existing tools — all in one coordinated workflow. The real shift: you don't choose a model anymore. You describe what you need. The system routes each piece of work to whichever model does it best — and spawns new agents when it hits a wall. 19 models, dynamic sub-agents, scheduled tasks, and your entire tool stack connected. Thoughts?

Paweł Huryn

219,498 görüntüleme • 5 ay önce

Someone just posted the full blueprint for an AI swarm that does the job of a 200-person quant research team. Six agents. Running 24/7. Finding brand-new alpha while you sleep. Citadel needs 100 PhDs to do this. Two Sigma needs 200. This does it with six bots and one laptop. Two ways to play this - spend a weekend building your own swarm, or copy the wallet of one that's already up $2M: Boris Cherny runs Claude Code at Anthropic. Two weeks ago he said: "I don't prompt Claude anymore. I have loops running that prompt Claude. My job is to write loops" Alpha research is just a pipeline. So instead of sitting in it, you hand each stage to its own agent: > one reads every new research paper overnight and pulls out the trade idea > one builds the features and cleans the data > one backtests it over 20 years, costs and slippage included > one runs the hard stats and kills anything overfit > one checks it still works in every market regime > one strips out plain momentum and value to see if any real edge is left Each of those six is a job a fund pays a $600,000-a-year quant to do. He runs all six for the price of an API bill. The rule that makes it work: the agent that builds a signal never gets to approve it. A separate, stronger agent tries to kill it first. Whatever survives all six by morning is real, new alpha. One trader's already running this exact swarm on Polymarket. That $2M wallet is public, every trade on-chain. The full build is in the post below - six agents, the tool that runs them, and the five mistakes that kill most people. Bookmark & read this before it's buried.
0:41

Someone just posted the full blueprint for an AI swarm that does the job of a 200-person quant research team. Six agents. Running 24/7. Finding brand-new alpha while you sleep. Citadel needs 100 PhDs to do this. Two Sigma needs 200. This does it with six bots and one laptop. Two ways to play this - spend a weekend building your own swarm, or copy the wallet of one that's already up $2M: Boris Cherny runs Claude Code at Anthropic. Two weeks ago he said: "I don't prompt Claude anymore. I have loops running that prompt Claude. My job is to write loops" Alpha research is just a pipeline. So instead of sitting in it, you hand each stage to its own agent: > one reads every new research paper overnight and pulls out the trade idea > one builds the features and cleans the data > one backtests it over 20 years, costs and slippage included > one runs the hard stats and kills anything overfit > one checks it still works in every market regime > one strips out plain momentum and value to see if any real edge is left Each of those six is a job a fund pays a $600,000-a-year quant to do. He runs all six for the price of an API bill. The rule that makes it work: the agent that builds a signal never gets to approve it. A separate, stronger agent tries to kill it first. Whatever survives all six by morning is real, new alpha. One trader's already running this exact swarm on Polymarket. That $2M wallet is public, every trade on-chain. The full build is in the post below - six agents, the tool that runs them, and the five mistakes that kill most people. Bookmark & read this before it's buried.

cvxv666

103,359 görüntüleme • 23 gün önce

More moves to AI-first living. Got the Genspark browser that just came out. One thing I notice is that I like having separate browsers working on different tasks. I'm not a big user of MCPs, since I'm not really a developer. Are you? They have a store of a bunch of MCPs available to use. Most of my AI work is research related, or answering emails and scheduling things, I'm focusing more of my effort there. Genspark has been shipping a ton of stuff the past few weeks, from ability to make slides to a new AI secretary that can schedule things, or help you answer your emails. First I looked at, "does it make sense to move over to this new way of working?" The problem with that is you gotta learn a new browser. Well, it looks like Google Chrome, except it has a prompt window. Click the icons underneath it and you will see you can add X, Notion, Google stuff like calendar and gmail, or a variety of others. But the real power is just talking to it. I asked it what kinds of tasks it can do, and it answered: "Just tell me what you want to accomplish! For example: "Research the latest developments in spatial computing and create a presentation" "Analyze my Gmail for any important emails from this week" "Find information about AI robotics companies and create a spreadsheet" "Generate a video about emerging tech trends" "Help me plan a trip to CES 2026" And so further into AI-first living I go. Have you tried it yet? What do you suggest I do next to use more AI to run my life and build my business? I have another browser tab building a video for me. What a beautiful time to be alive. Download it at:
1:09

More moves to AI-first living. Got the Genspark browser that just came out. One thing I notice is that I like having separate browsers working on different tasks. I'm not a big user of MCPs, since I'm not really a developer. Are you? They have a store of a bunch of MCPs available to use. Most of my AI work is research related, or answering emails and scheduling things, I'm focusing more of my effort there. Genspark has been shipping a ton of stuff the past few weeks, from ability to make slides to a new AI secretary that can schedule things, or help you answer your emails. First I looked at, "does it make sense to move over to this new way of working?" The problem with that is you gotta learn a new browser. Well, it looks like Google Chrome, except it has a prompt window. Click the icons underneath it and you will see you can add X, Notion, Google stuff like calendar and gmail, or a variety of others. But the real power is just talking to it. I asked it what kinds of tasks it can do, and it answered: "Just tell me what you want to accomplish! For example: "Research the latest developments in spatial computing and create a presentation" "Analyze my Gmail for any important emails from this week" "Find information about AI robotics companies and create a spreadsheet" "Generate a video about emerging tech trends" "Help me plan a trip to CES 2026" And so further into AI-first living I go. Have you tried it yet? What do you suggest I do next to use more AI to run my life and build my business? I have another browser tab building a video for me. What a beautiful time to be alive. Download it at:

Robert Scoble

84,349 görüntüleme • 1 yıl önce

LIFE UPDATE 🧡 I first want to say I am incredibly grateful to God and all the opportunities He has given me. For those of you that don’t know my story, I started my Bitcoin journey at the very end of 2020. Bitcoin came at such a pivotal point in my life, and I know it was God working in the background so He could connect me with incredible people that would leave a footprint in my heart forever. Shortly after, I started working at Swan 🦢. When I tell you the HONOR it is to have been with such an incredible team. Back then, when I was on team calls with , Brady Swenson, Brandon Quittem, Brekkie⚒️, Yan | swan.com and others, I felt overwhelmed with gratitude and at the same time so blessed. These people who are incredibly smart and experienced in their craft became my teachers. I was a just baby Swan starting my Bitcoin journey, but incredibly hungry and eager to learn. Later on, I got to work closely with Kristin Thompson and the rest of the Pacific Bitcoin team 🧡 When I tell you this team is magic, it feels like an understatement. Although today it is time for Swan and I to part ways, I know this is God once again working in the background for incredible things in my life. All I can say is thank you Swans for a wild and crazy journey and for being a testament that there really is a brighter future ahead for all of us. So…What will happen with Camila!? Only God knows ❤️. And that gives me all the peace I need. I have a lot of beautiful things happening in my life right now and the most beautiful family. This is a perfect moment for me to pause, breathe, reflect, and plan for what is to come! My life mission is simple. Be light and love to those around me and serve. I truly believe that as a Bitcoiner, I also have the responsibility to educate however I can. It’s in our DNA, right? I’m excited to continue to share my life journey with all of you so thank you, all of you, for joining me on this awesome ride ✨ I want to leave you guys with the video that started it all for me 😂🧡😎 As Jim Rohn always said, “The best is yet to come.” Much love and talk soon! Camila Campton 🧡
0:26

LIFE UPDATE 🧡 I first want to say I am incredibly grateful to God and all the opportunities He has given me. For those of you that don’t know my story, I started my Bitcoin journey at the very end of 2020. Bitcoin came at such a pivotal point in my life, and I know it was God working in the background so He could connect me with incredible people that would leave a footprint in my heart forever. Shortly after, I started working at Swan 🦢. When I tell you the HONOR it is to have been with such an incredible team. Back then, when I was on team calls with , Brady Swenson, Brandon Quittem, Brekkie⚒️, Yan | swan.com and others, I felt overwhelmed with gratitude and at the same time so blessed. These people who are incredibly smart and experienced in their craft became my teachers. I was a just baby Swan starting my Bitcoin journey, but incredibly hungry and eager to learn. Later on, I got to work closely with Kristin Thompson and the rest of the Pacific Bitcoin team 🧡 When I tell you this team is magic, it feels like an understatement. Although today it is time for Swan and I to part ways, I know this is God once again working in the background for incredible things in my life. All I can say is thank you Swans for a wild and crazy journey and for being a testament that there really is a brighter future ahead for all of us. So…What will happen with Camila!? Only God knows ❤️. And that gives me all the peace I need. I have a lot of beautiful things happening in my life right now and the most beautiful family. This is a perfect moment for me to pause, breathe, reflect, and plan for what is to come! My life mission is simple. Be light and love to those around me and serve. I truly believe that as a Bitcoiner, I also have the responsibility to educate however I can. It’s in our DNA, right? I’m excited to continue to share my life journey with all of you so thank you, all of you, for joining me on this awesome ride ✨ I want to leave you guys with the video that started it all for me 😂🧡😎 As Jim Rohn always said, “The best is yet to come.” Much love and talk soon! Camila Campton 🧡

Camila Campton 🧡

28,740 görüntüleme • 2 yıl önce

Perplexity declared war on the biggest open source AI movement of 2026. This changes how millions of people will interact with AI agents forever. Here is what happened and why almost nobody is talking about the real implications. OpenClaw exploded in January and it became one of the fastest growing open source projects in GitHub history.​ The premise was radical. An AI agent that runs on your own machine, connects to your messaging apps and actually does things while you sleep.​ Developers went wild and over 700 community built skills appeared on ClawHub. People were negotiating car deals, filing legal rebuttals, and building entire social networks run by AI agents.​ Then Perplexity showed up with something different. A cloud powered system that coordinates 20 frontier AI models at once.​ They call it Perplexity Computer and this week they went even further.​ They announced Personal Computer. An always on AI agent that lives on a Mac mini in your home, connected to your local files and Perplexity's secure servers around the clock.​ It never sleeps or stops working and you control it from any device, anywhere.​ But the real story is what CEO Aravind Srinivas said during the Q&A session at their inaugural developer conference in San Francisco.​ He called Perplexity Computer a product "meant for serious people."​ He talked about Uber drivers asking him when they could stop driving and let AI make them passive income. That, he said, is the actual vision and then he went directly after OpenClaw. He said even a former Perplexity engineer struggled to get OpenClaw running on their own machine.​ He warned about unvetted malware being imported through OpenClaw's community skill hub, with no control over what people are contributing.​ He called the hobbyist approach of managing 700 API keys and sub agent configuration files a dead end for mainstream adoption.​ And four years of building world class orchestration gives Perplexity something an open source project cannot match. Enterprise grade security for solopreneurs and businesses alike.​ On one side, OpenClaw represents radical openness. Your data stays local, you choose your own models, you own everything and the community builds the tools. On the other hand, Perplexity is betting that most people don’t want to be system administrators. They want results, security guarantees, and something that just works out of the box. The Personal Computer runs on Perplexity's SOC 2 certified infrastructure. Every sensitive action requires user approval, every action is logged, and there is a kill switch. The enterprise version connects natively to Snowflake, Salesforce, HubSpot, and hundreds of other platforms. Teams can query data warehouses and build financial models without waiting on an analytics team.​ The real question is not which product is technically better. The real question is whether the future of AI agents looks like Linux or looks like the iPhone. Because the Uber driver Srinivas described is not going to configure sub agent routing tables. That person needs something that works the moment they open it. And if Perplexity captures that market, the open source movement becomes a niche for developers instead of a revolution for everyone. That is the billion dollar bet being made right now.
2:02

Perplexity declared war on the biggest open source AI movement of 2026. This changes how millions of people will interact with AI agents forever. Here is what happened and why almost nobody is talking about the real implications. OpenClaw exploded in January and it became one of the fastest growing open source projects in GitHub history.​ The premise was radical. An AI agent that runs on your own machine, connects to your messaging apps and actually does things while you sleep.​ Developers went wild and over 700 community built skills appeared on ClawHub. People were negotiating car deals, filing legal rebuttals, and building entire social networks run by AI agents.​ Then Perplexity showed up with something different. A cloud powered system that coordinates 20 frontier AI models at once.​ They call it Perplexity Computer and this week they went even further.​ They announced Personal Computer. An always on AI agent that lives on a Mac mini in your home, connected to your local files and Perplexity's secure servers around the clock.​ It never sleeps or stops working and you control it from any device, anywhere.​ But the real story is what CEO Aravind Srinivas said during the Q&A session at their inaugural developer conference in San Francisco.​ He called Perplexity Computer a product "meant for serious people."​ He talked about Uber drivers asking him when they could stop driving and let AI make them passive income. That, he said, is the actual vision and then he went directly after OpenClaw. He said even a former Perplexity engineer struggled to get OpenClaw running on their own machine.​ He warned about unvetted malware being imported through OpenClaw's community skill hub, with no control over what people are contributing.​ He called the hobbyist approach of managing 700 API keys and sub agent configuration files a dead end for mainstream adoption.​ And four years of building world class orchestration gives Perplexity something an open source project cannot match. Enterprise grade security for solopreneurs and businesses alike.​ On one side, OpenClaw represents radical openness. Your data stays local, you choose your own models, you own everything and the community builds the tools. On the other hand, Perplexity is betting that most people don’t want to be system administrators. They want results, security guarantees, and something that just works out of the box. The Personal Computer runs on Perplexity's SOC 2 certified infrastructure. Every sensitive action requires user approval, every action is logged, and there is a kill switch. The enterprise version connects natively to Snowflake, Salesforce, HubSpot, and hundreds of other platforms. Teams can query data warehouses and build financial models without waiting on an analytics team.​ The real question is not which product is technically better. The real question is whether the future of AI agents looks like Linux or looks like the iPhone. Because the Uber driver Srinivas described is not going to configure sub agent routing tables. That person needs something that works the moment they open it. And if Perplexity captures that market, the open source movement becomes a niche for developers instead of a revolution for everyone. That is the billion dollar bet being made right now.

Milk Road AI

22,256 görüntüleme • 4 ay önce

🗣️: “is that the most difficult thing that instead of gaining 7 points, you now lose 25 points?” george: “well, i lose 32 points if you take into consideration. it's 7 points gained for my teammate as well from 18 to 25. and 25-” 🗣️: “it's 43 in total now.” george: “is that what it will be?” 🗣️: “i think it's 43 now. you get 2 points yesterday which made it 18 and now it's plus 25 is 43. whatever, it's a lot.” george: “yeah, i mean right now my view is his to lose and i'm just going to go and enjoy every single race. somebody in the sky seemingly doesn't want me to fight for this championship with, you know, when i look at what happened in japan with the safety car timing, when i look at the failure in china qualifying, fighting for pole, when i look at the failure today from the lead, you know. this is three from five races hasn't quite gone my way. and i would have loved for it not to go my way in miami when i was having a shit weekend. not on a weekend i was strong. but as i said, i leave pleased with my own performance. i don't think i could have done anything more.”
1:13

🗣️: “is that the most difficult thing that instead of gaining 7 points, you now lose 25 points?” george: “well, i lose 32 points if you take into consideration. it's 7 points gained for my teammate as well from 18 to 25. and 25-” 🗣️: “it's 43 in total now.” george: “is that what it will be?” 🗣️: “i think it's 43 now. you get 2 points yesterday which made it 18 and now it's plus 25 is 43. whatever, it's a lot.” george: “yeah, i mean right now my view is his to lose and i'm just going to go and enjoy every single race. somebody in the sky seemingly doesn't want me to fight for this championship with, you know, when i look at what happened in japan with the safety car timing, when i look at the failure in china qualifying, fighting for pole, when i look at the failure today from the lead, you know. this is three from five races hasn't quite gone my way. and i would have loved for it not to go my way in miami when i was having a shit weekend. not on a weekend i was strong. but as i said, i leave pleased with my own performance. i don't think i could have done anything more.”

naenia ¹ ⁶³

301,169 görüntüleme • 2 ay önce

Why you should probably hire an "AI Operations Lead," whose job is to make everyone at your company more productive using AI tools and workflows. "I sit with her once a week, and every time I'm doing something repetitively, we put it in a to-do list. She then builds prompts and workflows so that I and everyone else on the team are automating as much as possible. If you're working in a job all day, you're fighting fires, you're like, okay, am I gonna do this in the way that I know how, or am I gonna do it in the new way that might not work? Having an AI ops lead lets, you basically identify those things and then have them solved, without people who are doing the work having to take time to do it. Which makes it much more likely it happens." — Dan Shipper 📧
0:37

Why you should probably hire an "AI Operations Lead," whose job is to make everyone at your company more productive using AI tools and workflows. "I sit with her once a week, and every time I'm doing something repetitively, we put it in a to-do list. She then builds prompts and workflows so that I and everyone else on the team are automating as much as possible. If you're working in a job all day, you're fighting fires, you're like, okay, am I gonna do this in the way that I know how, or am I gonna do it in the new way that might not work? Having an AI ops lead lets, you basically identify those things and then have them solved, without people who are doing the work having to take time to do it. Which makes it much more likely it happens." — Dan Shipper 📧

Lenny Rachitsky

153,878 görüntüleme • 1 yıl önce